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FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS IMPACT ON AGRICULTURE AND ALLIED ACTIVITIES IN CHHATTISGARH PLAINS Ph.D. Thesis by Omprakash Parganiha DEPARTMENT OF AGRICULTURAL EXTENSION COLLEGE OF AGRICULTURE, RAIPUR FACULTY OF AGRICULTURE INDIRA GANDHI KRISHI VISHWAVIDYALAYA RAIPUR (Chhattisgarh) 2016

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Page 1: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS IMPACT ON AGRICULTURE AND ALLIED

ACTIVITIES IN CHHATTISGARH PLAINS

Ph.D. Thesis

by

Omprakash Parganiha

DEPARTMENT OF AGRICULTURAL EXTENSION COLLEGE OF AGRICULTURE, RAIPUR

FACULTY OF AGRICULTURE INDIRA GANDHI KRISHI VISHWAVIDYALAYA

RAIPUR (Chhattisgarh)

2016

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FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS IMPACT ON AGRICULTURE AND ALLIED

ACTIVITIES IN CHHATTISGARH PLAINS

Thesis

Submitted to the

Indira Gandhi Krishi Vishwavidyalaya, Raipur

by

Omprakash Parganiha

IN PARTIAL FULFILMENT OF THE REQUIREMENTS FOR THE DEGREE OF

Doctor of Philosophy

in

Agricultural Extension

Roll No. 15435 ID No. Ag./96/36

January, 2016

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i

ACKNOWLEDGEMENT First of all, I bow my head and offer flowers of reverence to the supreme

almighty “God” whose blessings enabled me to be so today and I dedicate my every effort and achievement to my father Late Shri Aparbal Singh Parganiha who inspires, loved, cared and blessed in every moment of my life.

It is an unique opportunity to express my heartiest and deep sense of gratitude, indebtedness, profound etiquette and sincere thanks to Dr. M.L. Sharma, Professor and Head, Department of Agricultural extension, College of Agriculture, I.G.K.V., Raipur and chairman of my advisory committee, for his keen interest, meticulous supervision, scholastic guidance, sustained inspiration, valuable advice, constructive criticism, vigilant supervision and encouragement throughout the course of investigation and preparation of this manuscript.

I owe indebtedness to Dr. (Major) G.K. Shrivastava, Professor, Department of Agronomy and member of my advisory committee, for extending his generous help and able guidance throughout the ups and downs during my research work. With a deep sense of gratitude and zeal, I extend my warmest thanks to the members of my advisory committee Dr. M.L. Lakera, Professor (Agricultural Statistics) and Dr. M.A. Khan, Associate Professor (Agril. Extension), IGKV, Raipur for their valuable suggestion, constant guidance, and cooperation in carrying out the work during the entire course of investigation.

I am highly obliged to Prof. S.K. Patil, Hon’ble Vice Chancellor, Indira Gandhi Krishi Vishva Vidylaya, Raipur, Chhattisgarh, for allowing me one and half years study leave with full paid salary to pursue Ph.D. I owe a deep sense of reverence to Dr. S.S. Shaw, Director Instructions, Dr. S.S. Rao, Dean, College of Agriculture, Dr. J.S. Urkurkar, Director Research Services, Dr. M.P. Thakur, Director Extension services, Dr. O.P. Kashyap, Dean Student Welfare, IGKV, Raipur.

I extend my sincere regards and heartiest gratitude to Dr. R.N. Ganguli, Dean and all the faculty members of SKS CARS, Rajnandgaon and CHRS, Jagdalpur for their valuable advice, kind cooperation, timely help and providing necessary facilities during the course of the study.

With a deep sense of gratitude and zeal, I extend my warmest thanks to Dr. K.N.S. Banafar, Professor and Head (Agril. Economics), Dr. J.D. Sarkar, Professor (Agril. Extension), Dr. K.K. Shrivastava, Dr. R.S. Sengar, Dr. H.K. Awashthi

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iii

TABLE OF CONTENTS

Chapter Title Page

ACKNOWLEDGEMENT iii

TABLE OF CONTENTS v

LIST OF TABLES vii

LIST OF FIGURES x

LIST OF ABBREVIATIONS xi

ABSTRACT xii I INTRODUCTION 1-8

II REVIEW OF LITERATURE 9-43 2.1 Socio-personal characteristics 9 2.2 Socio-economic characteristics 13 2.3 Communicational characteristics 19 2.4 Psychological characteristics 24 2.5 Perception of farmers about climate change 29 2.6 Impact of climate change on agriculture and allied activities

34

2.7 Coping mechanism/adaptation in response to climate change

38

2.8 Crop diversification in response to climate change 40 2.9 Relationship between dependent and independent variables

41

2.10 Factors affecting adaptation 41 2.11 Constraints in adaptation 42 2.12 Suggestions 43

III MATERIALS AND METHODS 44-76

3.1 Location of the study area 44 3.2 Sample and sampling procedure 44 3.3 Variables of the study 48

3.3.1 Independent variables 48 3.3.2 Dependent variables 48

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iv

Chapter Title Page

3.4 Operationalization of independent variables and their measurement

48

3.4.1 Socio-personal characteristics 48 3.4.2 Socio-economic characteristics 52 3.4.3 Communicational characteristics 58 3.4.4 Psychological characteristics 62

3.5 Operationalization of dependent variables and their measurement

68

3.5.1 Perception of farmers about climate change 68 3.5.2 Impact of climate change on agriculture and allied

activities 68

3.6 Coping mechanism/adaptation in response to climate change

69

3.7 Relationship between dependent and independent variables

70

3.8 Constraints faced by farmers in coping mechanism/adaptation

72

3.9 Suggestions given by farmers to overcome the constraints 72 3.10 Type of data 72 3.11 Developing the interview schedule 72

3.11.1 Validity 73 3.11.2 Reliability 73

3.12 Method of data collection 74 3.13 Statistical analysis 74

IV RESULTS AND DISCUSSION 77-159

4.1 Independent Variables 77 4.1.1 Socio-personal characteristics 78 4.1.2 Socio-economic characteristics 83 4.1.3 Communicational characteristics 99 4.1.4 Psychological characteristics 110

4.2 Dependent variables 120 4.2.1 Perception of farmers about climate change 120 4.2.2 Impact of climate change on agriculture and allied activities

124

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v

Chapter Title Page

4.2.2.1 Impact of long term climate change 125 4.2.2.2 Impact of short term climate change 131

4.3 Coping mechanism/adaptation to climate change 141 4.4 Relationship between dependent and independent variables

145

4. 5 Constraints faced by farmers in adaptation to climate change and their suggestions to minimize the constraints

153

4.5.1 Constraints in coping/adaptation to climate change 153 4.5.2 Suggestions given by farmers to overcome the constraints

154

V SUMMARY AND CONCLUSIONS 160-171 BIBLIOGRAPHY 172-190 APPENDICES 191-219 Appendix A – Interview schedule 191 Appendix B – Monthly average maximum & minimum temperature, rainfall and sunshine hour of Raipur district of Chhattisgarh Plain

212

Appendix C – Annual rainfall trends in different districts of Chhattisgarh Plains

216

Appendix D – Paper cutting of climate change related news 219 VITA 220

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vi

LIST OF TABLES

Table Title Page

3.1 List of selected blocks, villages and number of respondents in different districts of Chhattisgarh Plains

46

3.2 Scales used for measuring the variables 47

4.1 Distribution of respondents according to their socio-personal characteristics

79

4.2 Distribution of respondents according to their land holding 84

4.3 Distribution of respondents according to availability of irrigation 85

4.4 Distribution of respondents according to availability of irrigation and source wise irrigated area among the respondents

86

4.5 Season wise crops grown by respondents with average area and productivity

87

4.6 Distribution of respondents according to their occupation 89

4.7 Distribution of respondents according to their annual income 90

4.8 Credit acquisition pattern of the respondents 93

4.9 Distribution of respondents according to their availability of farm implements

94

4.10 Distribution of respondents according to their distance to market for seasonal farm inputs

96

4.11 Distribution of respondents according to their crop insurance institution

98

4.12 Distribution of respondents according to their socio-economic status 99

4.13 Extent of contact of the respondents with extension personnel 101

4.14 Extant of participation of respondents in extension activities 101

4.15 Extent of mass media participation 105

4.16 Extent of utilization of information sources for weather forecast 105

4.17 Distribution of respondents according to their cosmopoliteness 110

4.18 Distribution of respondents according to their psychological characteristics

111

4.19 Distribution of respondents according to their awareness about climatic variability

114

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vii

Table Title Page

4.20 Distribution of respondents according to their level of awareness about climate change

115

4.21 Natural disasters faced by respondents during last 15 years along with their coping mechanisms

117

4.22 Other disasters faced by respondents during last 15 years along with their coping mechanisms

118

4.23 Disasters faced by respondents along with extent of losses during last 15 years

119

4.24 Distribution of respondents according to their extent of vulnerability 120

4.25 Distribution of respondents according to their perception about climatic variability

121

4.26 Distribution of respondents according to their extent of perception about climatic variability

123

4.27 Perception of respondents about impact of long term climate change on agriculture

126

4.28 Perception of respondents about impact of long term climate change on allied activities

127

4.29 Perception of respondents about overall impact of long term climate change

128

4.30 Impact of long term climate change on various crops grown by respondents

130

4.31 Impact of short term climate change on area under various varieties of paddy

132

4.32 Impact of short term climate change on area under various crops 134

4.33 Impact of short term climate change on infestation of weeds, insects and diseases in paddy crop

136

4.34 Impact of short term climate change on other selected cultural operations of paddy

139

4.35 Distribution of respondents according to their coping mechanism against excess rainfall

142

4.36 Distribution respondents according to their coping mechanism against deficit rainfall

144

4.37 Correlation matrix of selected independent and dependent variables 146

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viii

Table Title Page

4.38 Multiple regression analysis of best fit model among selected independent variables with perception of farmers’ about climate change

148

4.39 Multiple regression analysis of selected model among independent variables with perception of farmers’ about climate change

149

4.40 Multiple regression analysis of best fit model among selected independent variables with perception of farmers’ about impact of climate change on agriculture and allied activities

151

4.41 Multiple regression analysis of selected model among independent variable with perception of farmers’ about impact of climate change on agriculture and allied activities

152

4.42 Distribution of respondents according to constraints faced by them in coping to climate change

154

4.43 Distribution of respondents according to their suggestions to minimise the constraints in coping to climate change

155

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ix

LIST OF FIGURES

Figure Title Page

3.1 Map of study area 45

3.2 Conceptual model of study 50

3.3 Empirical model of vulnerability 67

4.1 Distribution of respondents according to their participation in social organisation

82

4.2 Income and expenditure patterns of respondents 91

4.3 Distribution of respondents according to their availability of farm implements

95

4.4 Distribution of respondents according to availability of market 97

4.5 Distribution of respondents according to their contact with extension personnel

100

4.6 Distribution of respondents according to their participation in extension activities

102

4.7 Distribution of respondents according to their use of mass media 104

4.8 Utilization pattern of information sources for weather forecast 107

4.9 Distribution of respondents according to their cosmopoliteness 109

4.10 Distribution of respondents according to their decision making pattern

113

4.11 A strategies suggested for sustainable agriculture against climate change

159

5.1 Empirical model of the study 171

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x

LIST OF ABBREVIATIONS

ADO Agriculture Development officer C.G. Govt. Chhattisgarh Government CBS Central Bureau of Statistics CEEPA Center for Environmental Economics and Policy in Africa CIMMYT International Maize and Wheat Improvement Center FAO Food and Agricultural Organization of the United Nations EDP Entrepreneurship Development Programme GDP Gross Domestic Product IARI Indian Agriculture Research Institute IFAD International Fund for Agricultural Development IPCC Intergovernmental Panel for Climate Change IMD Indian Meteorological Department INC Intergovernmental Negotiating Committee NEST Nigerian Environmental Study Team NGO Non-Governmental Organization RAEO Rural Agriculture Extension officer RCDC Regional Centre for Development Cooperation SAGUN Strengthened Actions for Governance in Utilization of Natural

Resources SMS Subject Matter Specialist SAE Supervised Agricultural Experience TERI Tata Energy research Institute TV Television UAE Unsupervised Agricultural Experience UNEP United Nations Environment Programme UNFCCC United Nation Framework Convention on Climate Change USA United States of America WHO World Health Organization

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xii

were possessing 1.1 to 2 ha of land including leased land and belonged to small farmers’ category. They were engaged in agriculture along with labour as their main occupation followed by agriculture alone with average annual income of Rs. 87534.62/- and belonged within lower to lower middle class. Majority of them had acquired credit up to Rs. 25001 to 50000 as crop loan from cooperative societies and repaid in kind. They insured their crop from government institution like cooperative society as compulsory insurance. About half of the respondents had low level of contact with extension personnel, they had contacted regularly with input dealers and occasionally with RAEO. Among them friends/relatives/etc., news paper and mobile were most credible sources of information with low level of utilization for collecting weather information. They were having low level of cosmopoliteness, medium level of risk orientation, innovativeness, scientific orientation, awareness about climate change and low level of decision making and vulnerability. Majority of the respondents perceived high changes in climatic conditions in rainy season, winter season and summer season. They agreed that investment in agriculture has increased, cropping pattern has changed and use of traditional crop varieties decreased as major impact of long term climate change on agriculture. The study revealed that area under long duration variety like Swarna increased in case of early arrival of monsoon, whereas, area under medium duration varieties like MTU-1010 and Mahamaya increased in case of late arrival of monsoon in kharif. Moreover, area under broadcasting/biasi method of sowing of paddy decreased and lehi method & transplanting method of sowing increased in case of early arrival of monsoon in kharif. As an adaptation to excess rainfall at the time of sowing the majority of them delayed sowing dates and used short duration variety of paddy. On other hand they were opted late harvesting in case of excess rainfall at the time of maturity of crop. They delayed sowing dates and increased seed rate of paddy as an adaptation to deficit rainfall at the time of sowing. The major constraints to adapting to climate change faced by the respondents were lack of information about accurate weather forecast, irregularity of extension services and lack of knowledge about need based improved agriculture technologies with rank of I, II and III, respectively. To overcome the above constraints, the majority of the respondents suggested that weather forecast should be more accurate and timely, whereas, another suggestion were effective extension services should be available to the farmers and proper information should be provided about climate change which might be enable them to adapt against climate change.

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xiv

Hkwfe ds lkFk 1-1 ls 2 gs- rd d`f"k Hkwfe Fkh rFkk os NksVs d`"kd lewg ds varxZr vkrs FksA d`f"k ds lkFk etnwjh mRrjnkrk d`"kdksa dk eq[; O;olk; Fkk mudh okf"kZd vkSlr vk; 87532-62 :i;s FkhA rFkk os fuEu e/;e vk; oxZ ds varxZr vkrs FksA muesa ls vf/kdre d`"kd lgdkjh laLFkkvksa ls :- 25001 ls :- 50000 rd _.k ysrs Fks ftls os oLrq ds :i esa pqdkrs Fks ,oa vius Qlyksa dk chek lgdkjh laLFkkvksa ls vfuok;Z chek ds :i esa djkrs FksA yxHkx vk/ks d`"kd foLrkj dk;ZdrkZvksa ls fuEu Lrj dk lEidZ j[krs FksA os vknku fodszrkvksa ls fu;fer ,oa xzkeh.k d`f"k foLrkj vf/kdkjh ls dHkh dHkh laidZ LFkkfir dj ikrs FksA ekSle laca/kh tkudkjh ,d= djus gsrq muds chp nksLrksa@fj'rsnkjksa@vU;] lekpkj i= vkSj eksckbZy dh fo'oluh;rk vf/kd Fkh rFkk bu L=ksrksa dh mi;ksfxrk dk Lrj fuEu FkkA mRrjnkrkvksa ds e/; fuEu Lrj dk dkLeksiksykbZVusal ¼fo'ox`gh½] e/;e Lrj dk tksf[ke mUeq[khdj.k] uohdr] oSKkfud mUeq[khdj.k rFkk tyok;q ifjorZu ds izfr tkx:irk Fkh rFkk os fuEu Lrj dk fu.kZ; ysus dh {kerk ,oa fuEu Lrj dh Hks/krk j[krs FksA vf/kdre mRrjnkrk;sa o"kkZ _rq] 'khr _rq] ,oa xzh"e _rq esa mPp Lrj dk ifjorZu vuqHko fd;s Fks os bl ckr ij lger Fks fd yEch vof/k tyok;q ifjorZu ds dkj.k d`f"k dk;ksZa esa O;; c<+k gS] Qly i)fr ifjofrZr gqbZ gS rFkk ijaijkxr Qly iztkfr;ksa dk iz;ksx de gqvk gSA v/;;u ls irk pyrk gS fd o"kkZ _rq esa le; ls iwoZ ekulwu vkus dh fLFkfr esa /kku dh yEch vof/k fdLe Lo.kkZ dk {ks= c<+rk gS rFkk nsjh ls ekulwu vkus dh fLFkfr esa e/;e vof/k fdLe ,e-Vh-;w-&1010 ,oa egkek;k dk {ks= c<+rk gS blds vfrfjDr [kjhQ esa le; ls iwoZ ekulwu vkus ij fNVdok cqvkbZ fof/k dk {ks= de gksrk gS rFkk ysgh fof/k ,oa jksik fof/k ls cqvkbZ dk {ks= c<+rk gSA /kku dh cqvkbZ ds le; vfro`f"V dh fLFkfr esa vf/kdrj mRrjnkrk,a vuqdwyu ds :i esa cqvkbZ nsjh ls rFkk de vof/k okys fdLeksa dk iz;ksx djrs Fks nwljh rjQ /kku dh ifjiDork ds le; vfro`f"V gksus dh fLFkfr esa /kku dh dVkbZ dk le; c<+k nsrs FksA cqvkbZ ds le; vYi o"kkZ gksus ij vuqdwyu ds :i esa cqvkbZ dk le; ,oa cht nj nksuksa c<+k nsrs FksA mRrjnkrkvksa us crk;k fd tyok;q ifjorZu ds vuq:i vuqdwyu esa eq[; ck/kk,a ekSle iwokZuqeku dh lgh tkudkjh dk vHkko] vfu;fer foLrkj lsok,a ,oa vko';drk vuq:i mUur d`f"k rduhd dh tkudkjh dk vHkko FkkA ftldk fofHkUu ck/kkvksa esa ojh;rk dze dze'k% izFke] f}rh; ,oa r`rh; FkkA mDr ck/kkvksa dks nwj djus gsrq vf/kdre mRrjnkrkvksa us lq>ko fn;k fd ekSle iwokZuqeku dh tkudkjh lgh gksa rFkk mfpr le; ij fn;k tkuk pkfg, lkFk gh lkFk mudk lq>ko Fkk fd izHkko'kkyh foLrkj lsok,a miyC/k gksuk pkfg, ,oa tyok;q ifjorZu ds laca/k esa mfpr tkudkjh miyC/k djk;k tkuk pkfg, rkfd os tyok;q ifjorZu ds vuq:i vius vuqdwyu esa l{ke gks ldsA

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Introduction

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CHAPTER – I

INTRODUCTION

Climate change is one of the biggest environmental challenges in all

countries in the world. Climate change refers to any change in climate over time,

whether due to natural variability or/and as a result of human activity (IPCC,

2007a). It has become a major concern to society because of its potentially adverse

impacts worldwide. There are already increasing concerns globally regarding

changes in climate that are threatening to transform the livelihoods of the

vulnerable population segments. The average annual temperature of the Earth’s

surface has risen over the last century. Not only is the temperature rising, but the

rate of warming itself is increasing too. The earth’s climate has warmed on average

by about 0.70C over the past 100 years with decades of the 1990s and 2000s being

the warmest in the instrumental record (Watson, 2010). In ecological terms, this is

a very rapid change. Most of the countries are facing the problems of rising

temperature, melting of glaciers, rising of sea-level leading to inundation of the

coastal areas, changes in precipitation patterns leading to increased risk of

recurrent droughts and devastating floods.

Climate change impacts and associated vulnerability are of particular

concern to developing countries, where large parts of the population depend on

climate sensitive sectors like agriculture and forestry for livelihood. By adversely

affecting freshwater availability and quality, biodiversity and desertification,

climate change tends to disproportionately affect the poorest in the society,

exacerbating inequities in access to food, water and health. India is considered to

be especially vulnerable to the impacts of climate change with an extraordinary

variety of climatic regions, ranging from tropical in the south to temperate and

alpine in the Himalayan north, where elevated regions receive sustained winter

snowfall. The north of the country has a continental climate with severe summer

conditions that alternates with cold winters when temperatures plunge to freezing

point. In contrast are the coastal regions of the country, where the warmth is

unvarying and the rains are frequent. Climate change is likely to affect all the

1

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natural ecosystems as well as socio-economic systems as shown by the National

Communications Report of India to the UNFCCC (INC, 2004). Various studies

have indicated a probability of 10 to 40 per cent loss in crop production in the

country due to the anticipated rise in temperature by 2080.

Climate change and agriculture are interrelated processes, both of which

take place on a global scale (Parry et al., 2007). Global warming is projected to

have significant impacts on conditions affecting agriculture, including temperature,

precipitation and glacial run-off (Funk et al., 2008 and McCarthy et al., 2001).

Agriculture places heavy burden on the environment in the process of providing

humanity with food and fiber, while climate is the primary determinant of

agricultural productivity. Given the fundamental role of agriculture in human

welfare, concern has been expressed by federal agencies and others regarding the

potential effects of climate change on agricultural productivity. Interest in this

issue has motivated a substantial body of research on climate change and

agriculture over the past decade (Lobell et al., 2008, Wolfe et al., 2005 and Fischer

et al., 2002).

In India, climate change is putting additional stress on ecological and socio-

economic systems that are already facing tremendous pressures due to rapid

urbanization, industrialization and economic development. With its huge and

growing population, a 7500-km long densely populated and low-lying coastline

and an economy that is closely tied to its natural resource base, India is considered

to be especially vulnerable to the impacts of climate change.

Like most other developing countries, people in India are dependent to a

large extent on its natural resources for livelihood and economy. Any adverse

impacts on these natural resources will have repercussion on the nation’s

livelihood security and economy and widen the gap between the rich and the poor.

Climate change is predicted by scientists to have the main impact on agriculture,

economy and livelihood of the populations of developing countries and India is

one of them, where large parts of the population depend on climate sensitive

sectors like agriculture and forestry for livelihood. By adversely affecting

freshwater availability and quality, biodiversity and desertification, climate change

tends to disproportionately affect the poorest in the society, exacerbating inequities

2

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in access to food, water and health. The capacity to adapt is a function of access to

wealth, scientific and technical knowledge, information, skills, infrastructure,

institutions and equity and therefore varies among regions and socio-economic

groups. Climate change therefore is intrinsically linked to other environmental

issues and to the challenge of sustainable development.

In order to understand how human beings would respond to climate change,

it is essential to study people's perceptions of climate and the environment in

general (Vedwan and Rhoades, 2001). Human expectations regarding weather and

climate sometimes lead to perceptions of climate change which are not supported

by observational evidences (Rebetcz, 2000). A better understanding of how

farmers’ perceive climate change, ongoing adaptation measures, and the factors

influencing the decision to adapt farming practices is needed to craft policies and

programmes aimed at promoting successful adaptation of the agricultural sector

(Bryan et al., 2009).

As the understanding on global climate and its change is pre requisite to

take appropriate initiatives to combat climate change. The only solution for these

huge populations seems to be adequate and relevant adaptation strategies. It has

been reported that there is a large deficit of information and knowledge in this

vulnerable region which impedes decision making and assessment of climate

related risks, and adaptation (McSweeney et al., 2010). Adaptation to climate

change requires that farmers first notice that the climate has altered. Farmers then

need to identify potentially useful adaptations and implement them.

With regards to Chhattisgarh, the state is major producer of rice and is

mainly dependent on monsoon rainfall as the irrigation facilities are limited to very

small part of the region. The water supply for domestic purpose, water storage in

dams, ground water table, Hydro-electric generation, planning of government

policies and schemes etc. are also dependent on monsoon rainfall. Recent studies

in climate change in Chhattisgarh indicated that the rainfall pattern has changed

during 20th century, fluctuations in the onset and offset of monsoon rainfall,

decreasing pattern of rainfall in many districts and also the deficit rainfall years

increased during the global worming period. Climate is getting hotter in the state

due to increasing trend for both maximum and minimum temperature, which, has

3

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been showed by many of the studies. With this climatic variability, farmers in the

state are vulnerable because their livelihood is totally dependent on agriculture.

Chhattisgarh is gradually progressing since its inception in the year 2000.

The state having total 138 lakh ha of geographical area, in which, about 64 lakh ha

is under forest, quite higher than the cultivated area of about 46 lakh ha. Area

under second crop is only one third of the cultivated area. The irrigation

availability in the state during kharif season is only for about 30 per cent of total

cultivated area, out of which about 61 per cent is irrigated by canal, 27 per cent by

tube well and remaining is by other sources. The disparity also prevails in the

holding size of farm families, out of total 32 lakh farm families residing in the

state, about 76 per cent comes under marginal and small farmers having less than 2

ha of land for cultivation. In the year 2011, share of production of important crops

like rice was about 65 lakh tons, gram 2.5 lakh tons and wheat 1.3 lakh tons out of

the total food grain production of 76 lakh tons in the state (Directorate of

Agriculture, Raipur, C.G. Govt., 2013).

Chhattisgarh plain zone comprising 15 districts out of 27 districts in the

state. It has a tropical wet and dry climate, temperature remain moderate

throughout the year, except from march to June. It has a mixed climate which is

more towards hotter side, summer are extremely hot and at times the mercury may

rise up to 47˚C. The zone receives about 1250-1300 mm of annual rainfall, in

which, share of monsoon rainfall from June to September is about 85-90 per cent.

Winters last from December to February and are mild, at times minimum

temperature dips up to 5˚C (IMD, Lalpur, Raipur). As for as agriculture is

concerned, out of total cultivated area in the state, 65 per cent is shared by the plain

zone. Rice is the principle crop of the zone and about 75 per cent of the total

production of rice in the state is produced by this zone. Area under second crop is

only one third of total cultivated area of the zone. The irrigation availability in the

zone during kharif season is only for about 45 per cent of total cultivated area and

rest of the area under cultivation is dependent on monsoon rainfall (Directorate of

Agriculture, Raipur, C.G. Govt., 2013).

The people and their livelihoods are inextricably entwined with their

climate and a very small change can affect them directly as well as indirectly. The

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impact of climate change is not directly visible in the plains as compared to hilly

regions, but there is no doubt that there are some potential impacts that are still

unknown, that can adversely affect the plains regions as well. The present work

entitled “Farmers’ perception about climate change and its impact on

agriculture and allied activities in Chhattisgarh plains” was an attempt to

understand the impacts of climate change in the Chhattisgarh plain by taking into

account farmers’ perception, and to know how and to what extent they are

adjusting and/or not adjusting to these changes. The investigation was carried out

in Plain Zone of Chhattisgarh State during the years 2013-14 and 2014-15 with the

following objectives:

1. To study the profile of the farmers,

2. To determine the awareness and perception about climate change among

the farmers,

3. To assess the farmers vulnerability due to climatic variability,

4. To find out the impacts of climate change on various agriculture and allied

activities,

5. To find out adaptation/mitigation measures being taken by farmers in

response to climate change,

6. To ascertain the association between perception of farmers about climate

change and impact of climate change with selected independent variables,

and

7. To find out the constraints faced by farmers in various adaptation activities

in response to climate change and obtained suggestions from them to

minimise the constraints.

Importance of the StudyAgriculture is the most important sector of the economy in India provides

food and livelihood security to much of the Indian population. It plays a crucial

role in the country’s development contributing 16 per cent of India’s Gross

Domestic Product (GDP). Climate is one of the key components influencing

agricultural production and has large-scale impacts on food production and overall

economy. Agriculture in India suffers a lot from erratic weather patterns such as

heat stress, longer dry seasons and uncertain rainfall, since about 65 per cent of the

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cultivated area fully depends on monsoon rainfall. Declined yield due to

unfavorable weather and climate will lead to vulnerability in the form of food

insecurity, hunger and shorter life expectancies. There are some impacts for which

adaptation is the only available and appropriate response.

India demonstrates diverse geo-physical and climatic conditions within

relatively small areas. It is, therefore, an ideal place to study climate change

impacts on natural and socio-economic spheres. Such a study would contribute

towards a better understanding of the intensity and impacts of global changes.

Studies on perceptions, local knowledge, and adaptive strategies at the household

and community levels, as well as lessons learned, can provide the basis for

concepts and methods of assessing climate change impacts, vulnerability, and

adaptation activities of the local farmers. In this context the present research seeks

to investigate impacts of climate change on agriculture and adaptation activities

carried out by the local people. Based on the case of the local peoples of

Chhattisgarh plain zone, this investigation intends to capture the extent of local

peoples‘awareness and perceptions of climate variability and change and the types

of adjustments they have made in their farming practices in response to these

change

Limitations of the StudyWith the limited knowledge and perception of farmers about climate

change, it was an attempt to quantify the impact of climate change on agriculture.

Large number of factors may be responsible for changes in climatic conditions and

its adverse effect on agriculture. However, with some limitations of the scholar,

efforts were taken to consider most of the important variables for investigation, so

that all the objectives of the study can be justified. It is not easy to evidently say

that particular change is occurring and agriculture is being directly impacted by

that, therefore, the present study has been carried out under a set of following

limitations:

1. The scientific knowledge on impacts of climate change is increasing all the

time, as are practical experiences in responding to adaptation needs. But,

this knowledge has not been fully exploited, which, imposed lot of problem

in collecting reviews.

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2. In India lack of research and credible evidence on the impacts of climate

change was major challenge to find out the correctness of findings.

3. Selected issues were considered under study due to limited understanding

of local farmers on such basic issues as the nature and scale of impacts of

climate change on agriculture and livelihood aspect.

4. The resource constraints compelled the researcher to restrict the study in 4

districts out of 15 districts of plain zone of Chhattisgarh.

5. The investigation was confined to 240 respondents, selected from 8 blocks

of 4 selected districts, which may not be provide valid results of whole state

divided into three agro-climatic zones where climatic conditions are not

similar.

6. Complete findings of the study are based on past experiences, memories

and verbally expressed opinions of the farmers.

7. All necessary efforts were made to select and use of standardized tools and

techniques of data collection and analysis of data, yet their accuracy may

not guaranteed.

Terminologies usedClimate Change

United Nation Framework Convention on Climate Change (UNFCCC) has

defined climate change as a change of climate that is attributed directly or

indirectly to human activity that alters the composition of the global atmosphere

and that is in addition to natural climate variability observed over comparable time

periods.

Perception

As Ban et al. (2000) define perception: it is the process by which we

receive information or stimuli from our environment and transform it into

psychological awareness. It is interesting to see that people infer about a certain

situation or phenomenon differently using the same or different sets of

information. Knowledge, interest, culture and many other social processes that

shape the behaviour of an actor who uses the information and tries to influence that

particular situation or phenomenon (Banjade, 2003).

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Impact

The effects of climate change on natural and human systems (IPCC, 2007a).

Depending on the consideration of adaptation, one can distinguish between

potential impacts and residual impacts:

Potential impacts: all impacts that may occur given a projected change in

climate, without considering adaptation.

Residual impacts: the impacts of climate change that would occur after

adaptation.

Adaptation

Initiatives and measures to reduce the vulnerability of natural and human

systems against actual or expected climate change effects (IPCC, 2007a). Various

types of adaptation exist, e.g. anticipatory and reactive, private and public, and

autonomous and planned.

Adaptation is the adjustment in natural or human systems in response to

actual or expected climate stimuli or their effects, which moderated harm or

exploits beneficial opportunities (SAGUN, 2009).

Adaptive capacities

Is the ability of a system to adjust to climate change (including climate

variability and extremes) to moderate potential damages, to take advantage of

opportunities, or to cope with the consequences.

There are individuals and groups within all societies that have insufficient

capacity to adapt to climate change. The capacity to adapt is dynamic and

influenced by economic and natural resources, social networks, entitlements,

institutions and governance, human resources, and technology (IPCC, 2007a).

Vulnerability

Vulnerability to climate change is the degree to which geophysical,

biological and socio-economic system are susceptible to, and unable to cope with,

adverse impacts of climate change, including climate variability and extremes

(IPCC, 2007a). Vulnerability is a function of the character, magnitude, and rate of

climate change and variation to which a system is exposed, its sensitivity, and its

adaptive capacity. The term vulnerability may therefore refer to the vulnerable

system itself, the impact to this system, or the mechanism causing these impacts.

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Review of Literature

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CHAPTER-II

REVIEW OF LITERATURE

A brief review of past literature is an integral and essential part of any

investigation. Review of literature provides information to the researcher regarding

the previous works done in their area of research and thereby helps them in

identifying the theoretical framework and methodological issues relevant to the

study. It provides the researchers a proper direction to carry out their research work

and enable them to arrive at a meaningful result. This chapter consists of salient

research findings directly or indirectly related with the present research, conducted

on climate change. As far as possible the most recent reviews from researches

conducted in India and abroad only are incorporated. The entire reviews have been

chronologically organized and presented under different heads as given below.

2.1 Socio-personal characteristics

2.2 Socio-economic characteristics

2.3 Communicational characteristics

2.4 Psychological characteristics

2.5 Perception of farmers about climate change

2.6 Impact of climate change on agriculture and allied activities

2.7 Coping mechanism/adaptation in response to climate change

2.8 Crop diversification in response to climate change

2.9 Relationship between dependent and independent variables

2.10 Factors affecting adaptation

2.11 Constraints in adaptation

2.12 Suggestions

2.1 Socio-personal characteristics

2.1.1 Age Shiferaw and Holden (1998) argued that age of the head of household can

be used to capture farming experience. On the other hand, a negative relationship

between age and implementation of improved soil conservation practices can be

identified.

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Kumar and Gowda (1999) indicated that 38 per cent of the farmers

belonged to the young age group, whereas, 45 per cent of them belonged to middle

age group and only 17 per cent of them belonged to old age group. Maddison

(2006), Nhemachena and Hassan (2007) and Deressa et al. (2009) stated that age

might often mean better experience, access to information, and knowledge, but

also other things like a weaker health, and consequently age and experience might

give both positive and negative outcomes. Experience in farming increases the

likelihood of uptake of adaptations to climate changes.

More (2000) found that about 20 percent of respondents were from young

age group, while 68 percent were from middle age group and about 22 per cent

were belonged to old age group. Suresh (2004) observed that 64.58 per cent of

respondents belong to middle age followed by 17.92 per cent in young age and

17.50 per cent in old age. Sorhang and Kristiansen (2011) reported that those over

69 years old seems to be less adaptive, however, younger people seem to some

extent to be more likely to adopt adaptation strategies.

2.1.2 Education Norris and Batie (1987) argued that higher level of education is believed to

be associated with access to information on improved technologies and higher

productivity.

Smith and Lenhart (1996) inferred that countries with higher levels of

stores of human knowledge are considered to have greater adaptive capacity than

are developing nations and those in transition. Jadhav (2000) found that 60 per cent

of respondents were illiterate, while 19.17 per cent of respondents had primary and

middle school education and only 1.66 per cent of respondents had high school and

above levels of education. Manay and Farzana (2000) in their study on socio-

economic characteristics of rural families revealed that, 33.33 per cent of the

family heads had education up to high school followed by middle school (22.17%)

and illiterates (18.67%).

Igoden et al. (1990) and Maddison (2006) reported that there is a positive

relationship between the education level of the head of household, the

implementation of improved technologies, and adaptation to climate changes.

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Deressa et al. (2009) and Akponikpe et al. (2010) revealed that farmers

with higher levels of education are more likely to adapt better to climate changes

(the average age of interviewed farmers was 52 (± 16) with the majority between

35-70 years. Most of the farmers have no formal education (58 %), followed by

primary or literacy levels (29%) and secondary education levels (10%). Dhaka et

al. (2010) reported that the respondent’s level of education greatly increases the

probability of adaptation to cope with effect of climate change.

2.1.3 Size of family

Croppenstedt et al. (2003) inferred that households with a larger pool of

labour are more likely to implement agricultural technology and use it more

intensively because they have fewer labour shortages at peak times. Karjagi

(2006), it was found that 62.96 per cent of the respondents belonged to small

family with less than five members followed by 5-8 members and more than eight

members accounting to 31.11 per cent and 5.93 per cent, respectively.

Yirga (2007) stated that the influence of household size on adaptation

methods can be seen from two perspectives. The first assumption is that

households with large families may be forced to divert part of the labour force to

off-farm activities in an attempt to earn income in order to ease the consumption

pressure imposed by a large family. The other assumption is that large family size

is normally associated with a higher labour endowment, which would enable a

household to accomplish various agricultural tasks.

Deressa et al. (2009) reported that households with large families are more

likely to adapt to climate changes. Sorhang and Kristiansen (2011) revealed that

larger household size is related to higher adaptive capacity.

2.1.4 Farming experienceKebede et al. (1990) studies have shown a positive relationship between

numbers of years of experience in agriculture and the implementation of improved

agricultural technologies. Krishnamurthy (1997) reported that there was positive

and significant relationship between farming experience and adoption of dry land

technologies by small and marginal dry land farmers.

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Sumathi and Annamalai (1993) found that farmers having more years of

experience were found to be the highest adopter of technologies, there is positive

and significant correlation with the level of adoption. Experience helps an

individual to think in a better way and makes a person more mature to take right

decision. Maddison (2006) notes that perception of climate change appears to

hinge on farmer experience and the availability of free extension advice

specifically related to climate change.

Nhemachena and Hassan (2007) reported that highly experienced farmers

are likely to have more information and knowledge on changes in climatic

conditions and crop and livestock management practices. Smithers and Smit (2009)

observed that adaptations can either be planned or autonomous with the latter

being done without awareness of climate change predictions but based on

experience and prevailing conditions.

Dhaka et al. (2010) reported that more experienced farmers are more likely

take up an adaptation measure. Sarkar and Padaria (2010) revealed that farmers

with the greatest farming experience were more likely to notice changes in climatic

conditions.

2.1.5 Social participation

Smith and Lenhart (1996) indicated that countries with well developed

social institutions are considered to have greater adaptive capacity than those with

less effective institutional arrangements. Khan et al. (1997) observed that majority

(81.81%) of paddy cultivators had medium social participation followed by 18.19

per cent having high social participation. Kumar (2001) reported that majority

(45.84%) of the respondents fell under category of medium social participation

followed by 41.66 and 12.50 per cent of low and high social participation,

respectively.

Jasudkar (2000) in the socio-economic study of beneficiaries of tribal sub-

plan programme with reference to agriculture in Ambegaon block of Pune district

mentioned that most of tribal farmer beneficiary (84.80%) did not participated in

any social organization. Gaikwad (2000) in his study on tribal farmers with

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reference to their knowledge and benefits derived from different agricultural tribal

development schemes reported that 70 per cent of the tribal farmers had not

participated in any social organization.

2.2 Socio-economic characteristics

2.2.1 Land holding

Adger et al. (2003) stated that climate change will have greater negative

impacts on poorer farm households as they have the lowest capacity to adapt to

changes in climatic conditions. Adaptation measures are therefore important to

help these communities to better face extreme weather conditions and associated

climatic variations.

Suresh (2004) observed that majority of the respondents (68.75%) were

having medium size of land holding followed by high (19.17%) and low (12.08%)

size of land holding. Bradshaw et al. (2004) studied on adaptation of agricultural

technologies and indicated that farm size has both negative and positive effects on

adaptation, showing that the effect of farm size on technology adaptation is

inconclusive.

Maddison (2007) study shows that subsistence farmers are more capable of

perceiving the changes. Nhemachena and Hassan (2007) pointed out that farmers

who own their farm have a higher propensity to invest in adaptation options

compared to no ownership. Karjagi (2006) revealed that 62.22 per cent of the

respondents have belonged to small holding (<2 ha) followed by medium (2.1 to

8.0 ha) and large holding (> 8 ha), which accounts for 24.44 per cent and 13.34 per

cent, respectively.

2.2.2 Occupation

Patange et al. (2001) observed from his study conducted in Solapur district

of Maharashtra state that 70.62 per cent of respondents had farming as main

occupation and animal husbandry and dairy as subsidiary occupation. It also seen

that 11.87 and 11.64 per cent of the respondents participated in dairy business

along with service and other business with farming, respectively.

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Jhamtani et al. (2003) revealed that more than half of the respondents

(52.82%) were engaged in farming as their main occupation. Whereas, 20.44 per

cent of them were engaged in service, followed by 12.00 per cent who were

engaged in more than one occupation, while 11.55 per cent of them were engaged

in labour work and only 3.11 per cent of them were engaged in business.

Maddison (2007) study shows that dependence on non-farm income does

not necessarily hinder the ability to perceive some changes in climate. Deressa et

al. (2009) found that farm and nonfarm income and livestock ownership are

hypothesized to increase adaptation to climate changes. Akponikpe et al. (2010)

stated that farm land endowment of respondents was 5.9(±3.2) ha dominated (71%)

by cereals (maize, sorghum and millet). Farmers’ main activity was rainfed

farming which they often combined with animal husbandry (60%).

Patwal (2010) argued that adapting to climate change, people have started

cultivation of crop varieties that required less water. Villagers have also adopted

new enterprises for income generation. Pande and Akermann (2010) stated that

farmers in the study area almost completely depend on agriculture for their

livelihoods. This economic activity is closely linked to the natural resource base

and is therefore highly sensitive to changes in climatic conditions, especially in the

absence of irrigation facilities.

2.2.3 IncomeAccording to CIMMYT (1993), higher income farmers may be less risk

averse and have more access to information, a lower discount rate, and a longer

term planning horizon. Franzel (1999) reported that the impact of income on

adaptation found a positive correlation between income and adaptive capacity.

Furthermore, farm and nonfarm income, farm size, and livestock ownership,

represent wealth. According to Kandlinkar and Risbey (2000), with income and

resource limitations, farmers fail to meet transaction costs necessary to acquire

adaptation measures and at times farmers cannot make beneficial use of the

available information they might have.

Karjagi (2006) stated that annual income of majority of the respondents

(66.67%) was below Rs. one lakh followed by Rs. 1-3 lakh group and less than Rs.

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3 lakh group accounted for 31.11 per cent and 2.22 per cent, respectively. World

Bank (2008), under a modest to harsh climate change scenario, a substantial rise in

temperatures (2.3˚C – 3.4˚C) and a modest but erratic increase in rainfall (4% to

8%) - small farmer incomes could decline by as much as 20%.

Knowler and Bradshaw (2007) hypothesized that the implementation of

new agricultural technologies requires sufficient financial wellbeing. Binkadakatti

(2008) found that, 45.00 per cent of trained and 41.25 per cent of untrained

respondents were belonged to semi-medium income category. Rawat (2010)

revealed that the problem was sighted by everyone in the village but they had little

income and resources or expertise to adapt to the changing situation.

Pande and Akermann (2010) reported that some of the farmers claimed that

their income, mainly due to crop losses and high input prices, has fallen by one

third. Many farmers are not able to live solely from the income gained through

agricultural activities anymore and are compelled to look for other livelihood

options. Deressa et al. (2011) study shows that higher farm income positively

affects the perception of climate change while non-farm income has negative

effects. Sorhang and Kristiansen (2011) reported that 5 per cent of the respondents

in Hagere Selam mentioned reduced income or increased poverty due to climate

changes. No respondents in Kofele said directly that climate changes leads to

increased poverty.

2.2.4 Annual expenditureBellwinkel (1973) revealed that on an average 56. 00 per cent of the total

wages of contract workers of Delhi was spent on food and clothes and 16. 00 per

cent on items not specified by workers, presumably alcohol and status articles.

Halim (1984) noticed that the major portion of expenditure (97. 00%) in the

families of women labourers of Bangladesh was spent on food items. Only

negligible amount of money per year was spent on buying cloths.

Biradar (1992) conducted a study in Hubli-Dharwad, Karnataka, and

revealed that the average monthly expenditure pattern of the women workers

whose income was less than Rs. 11500 per annum was food item (70.00%)

followed by clothing (14.00%), miscellaneous items (5.00%), house work (3.00%),

medical expenses (2. 505), recreation (1.60%) and education (0.50%). Whereas,

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the average monthly expenditure pattern of the respondents whose income was

above Rs. 11,500 per annum was that they spent maximum proportion of their

income on food items (63.00%) followed by clothing (12.00%).

Binkadakatti (2008) revealed that slightly more than half of the trained and

untrained farmers were belonged to nuclear family. So because of nuclear family

their family expenditure was more leading to fewer saving as compared to joint

family.

2.2.5 IrrigationO’Brien et al. (2004) revealed that irrigation potential and literacy rate are

other important factors contributing to adaptation to climate change. Irrigation

potential was selected because of the assumption that places with more potentially

irrigable land are more adaptable to adverse climatic conditions.

Molua (2008) also conducted a study on the impact of climate change on

Cameroon’s agriculture and the results indicated that 3.5 per cent increase in

temperature and 4.5 per cent increase in precipitation in the absence of irrigation

facilities would be detrimental to Cameroon’s agriculture, leading to a loss of 46.7

per cent in output value.

According to Bhusal (2009), because of access to water for irrigation

increases the resilience of farmers to climate variability, irrigation investment

needs should be reconsidered to allow farmers increased water control to

counteract adverse impacts from climate variability and change. Pande and

Akermann (2010) inferred that farmers in the study area almost completely depend

on agriculture for their livelihoods. This economic activity is closely linked to the

natural resource base and is therefore highly sensitive to changes in climatic

conditions, especially in the absence of irrigation facilities. Most of the

respondents of Uttarakhand (90%) claimed a scarcity of drinking and irrigation

water in the villages.

Akponikpe et al. (2010) stated that crop management strategies (change in

sowing date and crop cultivar) were more adopted than soil fertility and soil water

managements due to constraints attached to the latter ones. Soil fertility is

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restricted by fertilizer availability and cost; and soil water managements by

irrigation equipment, labour or water availability.

2.2.6 Access to Credit

Sundarambal and Annamalai (1995), while studying the Jowar growers of

both categories of small and big farmers, established a positive and significant

association between credit acquisition and adoption. On the contrary, Mishra

(2006) observed that credit acquisition had a non-significant relationship with

extent of adoption of recommended sugarcane production technology.

Yirga (2007), Pattanayak et al. (2003) and Deressa et al. (2009) reported

that research on adaptation of agricultural technologies indicates that there is a

positive relationship between the level of adaptation and the availability of credit.

Gbetibouo (2006) found out that approximately half of the farmers studied had

adjusted their farming practices to alleviate climate change effects. The only

inhibiting element to adaptation was lack of access to credit as cited by farmers.

Maddison (2007) reported a large number felt that lack of credit or savings

represented a barrier to adaptation. Bhusal (2009) stated that government policies

should ensure that farmers have access to affordable credit to increase their ability

and flexibility to change production strategies in response to the forecasted climate

conditions. Availability of credit eases the cash constraints and allows farmers to

buy inputs such as fertilizer, improved crop varieties, and irrigation facilities.

2.2.7 Distance to Market Maddison (2006) hypothesized that as distance to output and input markets

increases, adaptation to climate changes decreases. Proximity to market is an

important determinant of adaptation, presumably because the market serves as a

means of exchanging information with other farmers. Sarkar and Padaria (2010)

reported that farmer experience, access to free extension service and availability of

markets were important determinants of adaptation against climate change.

IPCC (2007c) revealed that proximity to supplies of agricultural inputs is

identified as an indicator of technology. For instance, drought-tolerant or early

maturing varieties of crops as technology packages usually require access to

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complementary inputs, such as fertilizers or pesticides. Thus, the supplies of such

inputs positively contribute to successful adaptation.

Arya (2010) reported that 10 to 15 years ago, food grains and vegetables

were available for 10-12 moths of the year. People would exchange their cash crop

(potato, choulai and rajma) with rice, sugar and wheat in the market. But now the

farmers are totally depend on the markets for food grains and other necessary item.

2.2.8 Crop insuranceCutter et al. (2000) stated that wealth enables communities to absorb and

recover from losses more quickly due to insurance, social safety nets, and

entitlement programs.

According to Pande and Akermann (2010), the provision of an effective

crop insurance against weather-induced risks could improve the livelihood of

small-scale farmers considerably. In interviews, farmers repeatedly emphasized the

need for such insurance. They are willing to pay, within their means, for such

services when they are effectively serving their needs.

2.2.9 Socioeconomic statusOloruntoba and Fakoya (2000) studied the socio-economic indicators such

as income and pattern of expenditure, education, occupation and household size in

assessing statutes of rural adult female. Descriptive statistics was used to analyse

the data obtained from cross sectional survey of adult females in six selected rural

communities in Ifeldun local Government area of Kawara state in Nigeria.

However, findings suggest that rural adult females exhibit variables typical poor

status because majority of them have low average monthly income, high

expenditure on food consumption which fueled low savings. They are also mostly

petty traders with large family size of eight persons sourced informal credit to

boost income generating activities and have low education.

Kandlinkar and Risbey (2000) revealed that adaptation has the potential to

significantly contribute to reductions in negative impacts from changes in climatic

conditions as well as other changing socio-economic conditions, such as volatile

short-term changes in local and international markets.

Rao and Rupkumar (2005) studied the socio agro-economic characteristics

of trained agripreneurs in Maharashtra by considering various variables such as

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age, education, sex, social group, land holding, annual income etc. It was found

that 74 per cent of the sample SAEs were below 30 years while 25 per cent of

UAEs in the range of 31-40 years. As many as 69 per cent of UAEs had only

graduation. Out of 16 SAEs 38 per cent belong to weaker sections while 3 per cent

UAEs hail from other category, vast majority of SAUs are self employed and that

of UAEs are either dependents or employed and 75 per cent of them are small and

marginal farmers. However, analysis of their annual income show that 50 per cent

of sample SAEs have Rs. 1 to 3 lakhs, while, 69 per cent UAEs have annual

income less than Rs. 1 lakh.

Nhemachena and Hassan (2007) opined that with more financial and other

resources at their disposal farmers are able to change their management practices

in response to changing climatic and other factors and are better able to make use

of all the available information they might have on changing conditions both

climatic and other socio-economic factors

2.3 Communicational characteristics

2.3.1 Extension ContactMarkad (1996) revealed that 42.50 and 32.50 per cent respondents had

medium and low extension contact, respectively. Only 13 per cent had high

extension contact whereas, 12 per cent of tribals had no extension contact. Dixit

and Bhople (2001) reported that 66.00 per cent of tribals had contact with

extension officers of panchayat samiti, and about 28.00 per cent of tribal farmers

had contacted sometimes with block development officers, while only 15.34 per

cent had rare contacts with tribal development officers.

Rathod (2001) in his study on Korku tribals reported that 80 per cent of

respondents had regular contact with village extension workers, out of them 72 per

cent of farmers occasionally contacted agriculture extension officers (Panchayat

samiti). Whereas, more than 80 per cent of farmers had no contact with agriculture

officers, subject matter specialist and extension specialist/scientist of agricultural

universities.

Nhemachena and Hassan (2007) stated that farmers who have significant

extension contacts have better chances to be aware of changing climatic conditions

and also of the various management practices that they can use to adapt to changes

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in climatic conditions. Gbetibouo (2009) argues that farmers with access to

extension services are likely to perceive changes in the climate because extension

services provide information about climate and weather.

2.3.2 Participation in extension activitiesGupta (1999) reported that about 74.00 per cent respondents were aware of

training programmes of which only 36.00 per cent respondents had participated in

the training programmes, whereas, 56.00 per cent of respondents were aware of

demonstrations and only 4.66 per cent of farmers had participated, but none of the

respondents had participated in field days and field visits.

Angadi (1999) stated that majority of the respondents had not participated

in various extension activities viz., discussions with extension personnel (98.76%),

group meeting (75.23%) and training programmes (72.50%). Only 43.75 per cent

and 38.13 per cent of the respondents participated regularly in extension activities

like method demonstrations and Krishimela, respectively. Kumar (2004) from his

study on tomato growers of Belgaum district revealed that nearly 23.00 per cent of

respondents participated regularly in agricultural exhibitions followed by 20.83 per

cent in demonstrations. Majority of them never participated in activities like

trainings (66.67%), educational tours (94.17%) and field visits (92.05%).

Anitha (2004) reported that 17.50 per cent of respondents had high

extension participation, 44.20 per cent had medium and 38.30 per cent had low

extension participation. The FAO (2006) indicated that the effects would be felt by

both developed and developing countries, but developing countries would be most

affected because of their lack of resources, knowledge, veterinarian services,

extension services and research technology.

Hassan and Nhemachena (2008), Bryan et al. (2009), Deressa et al. (2010)

and Apata et al. (2009) indicated that access to and use of extension services had a

strong positive influence on adapting to climate change. Dhaka et al. (2010)

revealed that being in receipt of extension advice relating about either livestock or

crop production strongly increases the probability of the farmer adapting.

2.3.3 Mass Media participationShashidhar (2003) in his study on drip irrigation farmers in Shimoga and

Davanagere district of Karnataka reported that 41.11 per cent of the respondents

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belonged to medium level of mass media participation, followed by low (35.56%)

and high level (23.33%) mass media users.

Kumar (2004) from his study on tomato growers of Belgaum district

revealed that 59.17 per cent of the respondents were occasionally listening

agricultural programmes in radio. Whereas, 30.00 per cent of them viewed

agricultural programmes in television occasionally and 70.86 per cent and 85.00

per cent of them never used to read the newspapers and farm magazines,

respectively.

Nirban (2006) in his study conducted in Konkan region reported that only

9.09 per cent respondents were reading newspapers regularly and hardly 5.45 per

cent read the agricultural publications regularly. Majority of respondents (56.34%)

possessed radio and apparently less number of them (22.50%) listened to it

regularly. About 14 per cent of respondents had televisions and only 4 per cent of

them were watching it regularly.

2.3.4 Sources to Information Jyothi (2000) reported that input dealers were the most frequently consulted

information sources followed by progressive farmer, TV, Extension personnel of

private organization, friends, radio and Assistant Agriculture Officers. Jones

(2003) and Kandlinkar and Risbey (2000) revealed that lack of and or limitations

in information (seasonal and long-term climate changes and agricultural

production) increases high downside risks from failure associated with uptake of

new technologies and adaptation measures. Maddison (2006) reported that

information received by respondents about climate change to improve livestock

production significantly affected adaptation to climate change. Although access to

information is quite limited (i.e. 30.70%) in the study.

Nhemachena and Hassan (2007) and D’Emden et al. (2008) argued that

access to information through extension increases the likelihood of adapting to

climate changes. Yirga (2007) stated that studies in developing countries, including

Ethiopia, reported a strong positive relationship between access to information and

the adaptation behavior of farmers. Deressa et al. (2009) reported that access to

information might increase the likelihood of adapting to climate changes.

Extension on crop and livestock production and information on climate represent

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access to the information required to make the decision to adapt to climate

changes.

Mandleni (2011) revealed that access to information seemed to be an

important element that motivated adaptation to climate change among farmers. In

the Eastern Cape area of study also indicated that extension attendance had

significant effect on adoption of conservation tillage in the cropping regions of

Australia. Luni et al. (2012) reported that only 11.8 per cent of the respondents

replied that they have heard about it. The source of information was cited as radio

by 6.9 per cent, staffs of NGOs by 2.5 per cent and teachers at school by 1.5 per

cent of the respondents.

2.3.5 Access to Weather Forecasts Athimuthu (1982) conducted study in Tamila nadu state on content analysis

of agricultural news in two Tamil dailies and indicated that farmers perceived

agricultural news followed by news on marketing of agricultural products and

weather forecast as the most useful news in selected Tamil dailies.

Pettengell (2010) reported that access to weather forecasts is important for

the farmers to be able to plan what to do on the field. Erratic rainfall patterns and

changing seasons are upsetting farming cycles in many parts of the world. Many

Ethiopian communities are experiencing changes in seasons, with rainfall being

concentrated into fewer, more extreme events, or the delayed onset of rainy

seasons. With traditional farming calendars becoming less reliable, farmers need

interventions to help them to plan and prepare, including weather forecasts for

deciding when to sow and when to harvest, and seasonal forecasts for what to sow

and how to manage risk.

UNEP (2006), there, exist a number of constraints which, needs to be

addressed before the potential of climate forecasts can be fully exploited for the

local communities. The regional nature of seasonal forecasts may limit their

relevance for planning at the national or local level. Knowing whether seasonal

rainfall will be above or below normal alone will not necessarily make a weather

forecast useful to potential end-users. One needs to be careful when delivering

output information to avoid “finger pointing” in case of bad decisions by farmers.

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Moreover, the confrontation of weather forecast outputs with traditional indicators

of rainfall, together with a sound discussion on the possibilities of different

outcomes, is likely to make seasonal weather forecasts more acceptable by farmers.

It is important that the weather forecasts often are correct, if the farmers are to

make agricultural decisions based on the weather forecasts. A forecast will be

meaningful only if it allows enough lead-time for decision making (UNEP 2006:

28-29). Furthermore, models can now predict the number of rainy days with great

accuracy, but it is difficult to predict if any dry spells is coming or not. The

analysis of the number of modeled rainy days against a defined baseline may

therefore give an indication on the likely occurrence of dry spells during the

growing season (UNEP 2006: 28).

2.3.6 CosmopolitenessKumar (1989) conducted study on “A comparative study of farm financing

by a Regional Rural Bank and an Agricultural Development Research of a

Commercial bank” and found that majority of the respondents had medium urban

contact and visit occasionally to the nearby cities, taluka places and district.

Manjunath and Balasubramanya (2002) reported that majority (44.66%) of

the Kannada farm magazine readers had medium level of urban contact followed

by low level (32.00%) of urban contact. Patel et al. (2003) observed that majority

of respondents (74.00%) had medium cosmpoliteness, whereas, 14.50 per cent of

them had high cosmopoliteness.

Anitha (2004) indicated that more than one fourth of farm women (28.30%)

had high cosmopoliteness, followed by medium (44.20%) and low (27.50%)

cosmopoliteness groups. Suresh (2004) reported that 45.00 per cent of respondents

had low level of cosmopoliteness, 44.17 per cent of them had medium level and

10.83 per cent had high level of cosmopliteness.

Keshavamurthy (2005) revealed that 37.50 per cent of the respondents

visited the nearest town once in fortnight followed by 33.33 per cent and 20.84 per

cent respondents were noticed to visit once in a month and once in a week,

respectively. The remaining 8.33 per cent visited to nearest town occasionally.

Chandramouli (2005), in his study indicated that among the rice growing farmers,

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42.50 per cent had medium level of cosmopoliteness, 39.17 per cent had low and

remaining 18.33 per cent had high level of cosmopoliteness.

2.4 Psychological characteristics

2.4.1 Awareness and Environment cautiousnessNhemachena and Hassan (2007) stated that raising awareness of changes in

climatic conditions among farmers would have greater impact in increasing

adaptation to changes in climatic conditions. Kotei et al. (2007) observed that the

lack of sufficient knowledge about climate changes and the impact on agricultural

production is a setback to long term sustainable agriculture in most developing

countries, including Ghana.

Dietz et al. (2007) studied on climate change and reported that very few

people i.e. only 9 per cent had lot of knowledge about climate change. Semenza et

al. (2008) studied on public perceptions of climate change in the USA and

indicated that a vast majority (92%) was aware of climate change. Ishaya and

Abaje (2008) reported that constraining factors to the adoption of modern

techniques of combating climate changes in the area were observed to include lack

of improved seeds, lack of access to water for irrigation, lack of current knowledge

of modern adaptation strategies, lack of capital, lack of awareness and knowledge

of climate change.

Aggarwal (2009) revealed that majority of the farmers (above 80%) of all

the centers except Raipur stated that they are fully aware about various

environmental hazards. At Raipur center, 42 per cent of the farmers only declared

that they are aware of the risks involved in excess use of agro-chemicals. Mertz et

al. (2009) conducted study in the Sahel region and found that farmers are aware of

climate variability. Bhushal et al. (2009) reported that most of the coping activities

were found to be event specific based on local knowledge and innovations, because

most of the respondents were not aware about actual impacts of climate changes.

Sharma (2010) reported that two third of the respondents were aware about the

global warming and knew that there was a change in the climate. However, about

one third of population was still not aware of global warming. Similarly, a

significant majority of them had knowledge about various types of changes in the

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climate such as increasing pollution, melting glaciers, cyclones incidents, increased

crop failure and rise in sea-level.

IFAD (2010) reported that neither adaptation nor mitigation can avoid all

climate change impacts. To respond to this threat, it will be necessary to focus on

awareness of climate change and adaptation in order to support local communities

in dealing with the impacts of climate change. Sarkar and Padaria (2010)

investigation revealed that nearly 38 per cent of the respondents had heard about

climate change, equal percentages of the respondents (43.3%) were fully aware and

not aware at all about rise in sea level and reduction in the availability of fresh

water.

Sorhang and Kristiansen (2011) reported that in Hagere Selam, 95 per cent

of the respondents said they have experienced changes in climatic conditions

during the last twenty years. The majority of respondents (91.7%) in Hagere Selam

said they had experienced negative climatic changes. Mandleni (2011) reported

that 57 per cent of a total of 250 livestock farmers were more aware of climate

change and 43 per cent were not aware during the study period.

2.4.2 Risk orientationRavishankar (1995) in his study observed that 65 per cent of the

respondents had medium level of risk bearing capacity followed by high (20. 00%)

and low (15.00%) level of risk orientation. Sawant (1999) conducted a study on

different modes of presentation of information on mushroom cultivation in

Maharashtra and observed that majority of the respondents (75.00%) had medium

risk bearing capacity, while, 17.00 per cent of them had high risk bearing capacity.

Venkataramalu (2003) reported that majority of the farmers had medium level of

risk bearing (73. 33%) capacity.

Bhagyalaxmi et al. (2003) revealed that majority of the respondents

(75.56%) had medium risk orientation followed by low (15.56%) and high

(13.33%) risk orientation categories. Suresh (2004) in his study on entrepreneurial

behaviour of milk producers in Chittoor district of Andhra Pradesh indicated that

majority of respondents had medium level of risk taking ability followed by low

and high level at the rate of 62.02, 24.58 and 13.34 per cent, respectively.

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Pandeti (2005) reported that majority of small farmers (47.50%) had low

risk taking ability, whereas, 47.50 per cent of medium and 37.50 per cent of big

farmers had medium and high risk taking ability, respectively. Reddy (2005)

reported that 56 per cent belonged to medium risk orientation category followed by

high (28%) and low (19.33%) risk orientation categories. Sushma (2007) in her

study on analysis of entrepreneurship development in women through EDP

trainings revealed that majority of the trained women entrepreneurs (61.55%) had

medium level of risk bearing ability while 10.76 per cent and 27.69 per cent of

them had high and low level of risk taking ability, respectively.

2.4.3 InnovativenessRaghupathi (1994) reported that 42.50 per cent of command area farmers

were in the medium innovative proneness category, whereas, only 15.00 per cent

were in low innovativeness category. Kumar (2001) conducted a study in Ranga

Reddy district of Andhra Pradesh and indicated that 47.50 per cent of the

respondents fell in low category followed by 31.66 per cent in medium category

and 20.84 per cent to high category.

Bhagyalaxmi et al. (2003) observed that majority of the respondents

(69.44%) belonged to medium innovativeness category, followed by 15.56 and

15.00 per cent of them belonged to high and low innovativeness category,

respectively. Shashidhar (2004) reported that higher percentage (47.50%) of the

respondents was in medium innovativeness category followed by low (31.66%)

and high (20.83%) innovativeness category.

Pandeti (2005) reported that majority of small farmers (47.50%) belonged

to low innovativeness category, while, 42.50 per cent of medium farmers had

medium innovativeness and 37.50 per cent of big farmers belonged to high

innovativeness category. On the whole, majority of the farmers (43.34%) belonged

to medium innovativeness category.

2.4.4 Scientific orientationSakharkar (1995) observed that majority (65.00%) of the soybean farmers

of Nagpur district of Maharashtra state belonged to medium category of scientific

orientation, 17.33 per cent equal of the farmers belonged to low and high scientific

orientation category, respectively.

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Chandran (1997) in her study reported that 31.67 per cent of the

respondents belonged to the low scientific orientation category, while, 30.00 per

cent and 38.33 per cent of them were found to have medium and high scientific

orientation, respectively.

Karpagam (2000) reported that majority of the respondents (75.00%) were

in medium category followed by low category (13.33%) and high category

(11.67%) with respect to scientific orientation.

2.4.5 Decision making abilityMather (1992) revealed that in practice, farmers take decisions in the

context of their own environment, and differences may exist between perceived

and real environments. Baethgen et al. (2003) stated that availability of better

climate and agricultural information helps farmers make comparative decisions

among alternative crop management practices and this allows them to better

choose strategies that make them cope well with changes in climatic conditions.

Sidram (2008) in his study on analysis of organic farming practices in

pigeon pea in Gulbarga district of Karnataka state found that 46.67 per cent of the

respondents belonged to high decision making ability category with mean score of

10.55 followed by 34.17 and 19.17 per cent of respondents belonged to medium

and low decision making ability categories with mean scores of 7.46 and 5.69,

respectively.

2.4.6 VulnerabilityAllen (2003) and Kelly and Adger (2000) argued that individuals in a

community often vary in terms education, gender, wealth, health status, access to

credit, access to information and technology, formal and informal (social) capital,

political power, and so on. These variations are responsible for the variations in

vulnerability levels. In this case, vulnerability is considered to be a starting point or

a state (i.e., a variable describing the internal state of a system) that exists within a

system before it encounters a hazard event.

Fischer et al. (2005), Thomas and Twyman (2005) and Morton (2007)

stated that a consensus has emerged that developing countries are more vulnerable

to climate change than developed countries because of the predominance of

agriculture in their economies and scarcity of capital for adaptation measures.

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Desalegn et al. (2006) found that selling of livestock were a common

coping strategy during drought periods amongst farmers in the Upper Awash Basin

in Ethiopia. Tadege (2007) revealed that low level of socio-economic

development, inadequate infrastructure and lack of institutional capacity is often

making subsistence farmers more vulnerable to climatic changes. Ebi et al. (2007)

reported that declined yield due to unfavorable weather and climate will lead to

vulnerability in the form of food insecurity, hunger and shorter life expectancies.

NEST (2004), IPCC (2007b) and Apata et al. (2009) reported that climate

change will have a strong impact on Nigeria, particularly in the areas of

agriculture, land use, energy, biodiversity, health and water resources. Nigeria, like

all the countries of Sub-Saharan Africa, is highly vulnerable to the impacts of

climate change. Senbeta (2009) and Smith et al. (2001) found that agriculture is

one of the sectors most vulnerable to climate change impacts. The impacts are

often strongest in Africa, because agriculture here is important for the daily

subsistence, and adaptive capacity is often low.

According to FAO (2009), livelihood systems are vulnerable to climate

change. These systems include small-scale rain-fed farming systems, pastoralist

systems and forest-based systems in locations, where, productivity declines are

projected as a consequence of climate change. Sharma (2010) reported that 36 per

cent of the respondents had positive/affirmative perception, that is, they had

perceived that the change in climate certainly had an effect on them. Whereas, 24

per cent had perceived that it had no effect in the area. However, those who were

ambiguous in their responses were found to be 40 per cent.

Sarkar and Padaria (2010) reported that increased incidences of pests

(Blast in seedbed of paddy, yellowing of leaves, angari disease in betel vine,

curling of leaves and rooting of seedlings etc. of different crops were reported in

the area), reduction in acreage of some crops (Cultivation of some vegetables like

tomato, potato has been decreased due to high temperature in winter season as

these crops require low temperature), reduction in yield, increased cost of

cultivation etc. were important perceived risks in agriculture that increase

vulnerability among farmers.

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Pettengell (2010) argued that populations dependent on agriculture are

particularly vulnerable to climate changes. Krishna et al. (2011) reported that

empowering communities with information, technological skills, education and

employment is the best way to address vulnerability.

2.5 Perception of farmers about climate change

2.5.1 General perception of farmers Vedwan and Rhoades (2001) stated that in order to understand how human

beings would respond to climate change, it is essential to study people's

perceptions of climate and the environment in general. Eriksson (2006) reported

that as in other regions of the world, climatic and ecological changes caused by

global warming have resulted in several negative consequences for people‘s health,

the economy and livelihoods in Nepal.

Ishaya and Abaje (2008) findings indicated that the threat of climate change

is perceived to be more on health, food supply, biodiversity loss and fuel wood

availability than on businesses and instigating of disaster. Gbetibouo (2008),

Mubaya et al. (2010) and Deressa et al. (2011) studied in several developing

countries and found that most farmers perceive temperatures to have become

warmer and rainfall reduced over the past decade or two.

Akponikpe et al. (2010) reported that more proportion of farmers in the

Sahel identified the change of climate to have started between 20-30 years ago or

more, while the majority of them mentioned it to be less than 10 years ago. This

difference between climatic zones was pronounced in Guinean Ghana where more

than 50 per cent said the change began less than 10 years ago and the Sahelian

Niger where more than 55 per cent perceived it to have begun 20-30 years ago

(10% more than 30 years ago).

Lyngdoh and Baishya (2010) mentioned that rice and wheat production

declined due to a reduction in fog and lesser cold over the years. Respondents also

observed a reduction in the production of barley and oil crops such as mustard and

linseed. This observation was similar to the observation of the people of Tangmang

village in the Meghalaya state of the Himalayas, who also realised noticeable

changes in temperature accompanied by erratic rainfall patterns resulting in

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reductions in crop yields. Another observation was a significant shift in the sowing

season of wheat between 1977 and 1995.

Pande and Akermann (2010) stated that according to farmers the weather

situation has changed drastically compared to some decades ago. In interviews,

farmers reported experiencing recent changes in climate in terms of increasing

temperatures and generally in terms of a decrease in precipitation during the

monsoon season.

Arya (2010) conducted a study about perceptions on climate change in

village communities of Garhwal Himalaya and stated that respondents perceived

unseasonable rainfall, decreasing moisture and increasing heat. They also observed

drought, low crop production, snowfall and fluctuations in temperatures. Increased

soil erosion due to heavy rainfall in the rainy season, and decreased water level due

to high temperatures were other observations.

Rawat (2010) also conducted study on climate change and reported that a

large number of people believed changes in temperature, precipitation and

depletion of natural resources have been taking place since the last 3-4 years.

However, the reduction in snowfall had been observed for 10-12 years. Osbahr et

al. (2011) conducted study in Uganda, where farmers perceived the regional

climate to have changed in the past 20 years. Farmers also felt that temperatures

had increased and seasonality and variability had changed.

Krishna et al. (2011) argued that more than 50 per cent respondents

believed, warming days have been increasing, rainfall pattern has become more

unpredictable, seasons may have been changing, frequency of drought has

increased, warmer wind flows these days, decreasing natural water sources,

windstorm is getting stronger, changes in flowering and fruiting time.

Johnsen and Aune (2011) reported that most farmers experienced changes

in the onset of the cold season (59.4%), the hot season (56.5%) and the rainy

season (80.5%). Similar trend was observed on the offset of seasons. Most farmers

felt that the rainy season started later and stopped earlier in the recent past as

compared to a long time ago.

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2.5.2 Perception of farmers about rainfallPashupalak (2009) found that rainfall has become irregular and more

unpredictable in Orissa over the last decade. The intensity of rainfall is also

increasing. Out of 1500 mm rainfall, 500 mm to 700 mm precipitation falls within

a span of 3-4 days, which, sometimes causes severe floods. Dev (2010) reported

that according to villagers feel the amount of winter precipitation has decreased

significantly.

Dhaka et al. (2010) revealed that majority of farmers believed that the

rainfall levels had decreased. Similarly, the overall perception on changes in

precipitation is that the region is getting drier and that there are pronounced

changes in the timing of rains and frequency of droughts. Krishna et al. (2011)

reported that more than 80 per cent of the respondents were perceived rainfall

variability with untimely, late monsoon start, no winter rain and high intensity

pattern with short periods. Furthermore, they have been experiencing an

unpredictable rainfall patterns over the past 10 years.

Bhushal et al. (2009) stated that 97 per cent of the respondents observed an

unpredictable rainfall patterns over the past 10 years and 3 per cent noticed a

predictable and constant rainfall patterns. Almost 72 per cent of the respondents

said that the incidents of drought has been increasing and link it with the untimely

and unusual rainfall patterns over the past few years. Key informants also shared

their experience that in recent year (2009) there was less or no rainfall in the

monsoon season, similar findings were reported by Patwal (2010) and Tripathi

(2010).

Sontakke et al. (2008) and Pande and Akermann (2010) reported that

monsoon rainfall at all India level does not show any trend but there are some

regional patterns. Areas of increasing trend in monsoon rainfall are found along the

west coast, north Andhra Pradesh and north-west India, and those of decreasing

trend over east Madhya Pradesh and adjoining areas, north-east India and parts of

Gujarat and Kerala (-6 to -8% of normal over 100 years). Moreover, a recent study

indicates that the intensity and frequency of heavy to very heavy rainfall events is

showing an increasing trend during the past 50 years over the region covering parts

of Andhra Pradesh, Orissa and Chhattisgarh and Madhya Pradesh.

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Patwal (2010) found that there has been less or negligible winter rains in

the village for the last 4 or 5 years and the rain cycle has also shifted by 2 to 3

months. This basically means that it has resulted in low/loss of production of the

winter crops and erratic rainfall during the monsoon period.

Akponikpe et al. (2010) found that the later onset of the first rainy season

and the earlier cessation were reported by a higher proportion of farmers in Benin

(65-90%) than Togo and Ghana (35-50%) and by higher proportion of Sahelian

farmers (70-90%) than Sudanian and Guinean ones (40-67%). Further, he

mentioned that the number of rainfall events during the first rainy season was

perceived to have decreased consistently with the number of dry spells perceived

to have increased. A higher proportion of farmers in Benin, Burkina Faso and

Niger (70-95%) mentioned this change compared to Ghana (25-50%) and Togo

(25-35%). Exceptionally in Togo, more farmers even said that the numbers of

rainfall events have increased (53%).

Sorhang and Kristiansen (2011) reported that 71.7 per cent of the

respondents in Hagere Selam said rainfall had decreased. 5 per cent said rainfall

had decreased and was also more irregular, while, 3.3 per cent said rainfall was

more irregular, 98 per cent of the respondents in Kofele can remember negative

changes in rainfall and 2 per cent of the respondents said there had been no

changes in rainfall.

2.5.3 Perception of farmers about temperatureMathon et al. (2002) mentioned that temperature was reduced during the

rainy season periods. In fact they explained that rainfall events usually came after

one to three very hot days and this was a way for them to predict rains. But over

the last few years, those very hot days had not been as common which may explain

the decrease in rainfall events. According to IPCC (2007c), air temperature near

the earth surface rose by 0.74 °C from 1906 to 2005 and scientists estimated it

could be increased as much as 6.4 °C on average during the 21st century.

Funk et al. (2008) and McCarthy et al. (2001) argued that global warming

is projected to have significant impacts on conditions affecting agriculture,

including temperature, precipitation and glacial run-off. Pashupalak (2009)

mentioned that the Orissa state is expected to experience a further 0.72˚C increase

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in mean annual temperature by 2020. The maximum increase of 1.36˚C is

projected to happen in the post monsoon season.

Bhushal et al. (2009) revealed that 92 per cent of the local people

interviewed perceived long-term changes in temperature. While, most of them

(90%) perceive the temperature has been increased. Only 2 per cent noticed the

contrary, a decrease in temperature. Dhaka et al. (2010) and Kemausuar et al.

(2011) indicated that most farmers perceived the temperature distribution has

undergone a significant shift in addition to an overall increase in temperatures. By

contrast almost none believed they had decreased.

Tripathi (2010) argued that the people in the Indo-Gangetic Region indeed

perceived a significant change in temperature distribution and a definite reduction

in the number of winter months, which then lasted for only two months. Almost

100 per cent of the respondents perceived the changes in winter. These perceptions

were not in line with traditional weather descriptions because temperatures were

way above the normal temperatures.

Pande and Akermann (2010) stated that mean surface temperature rise by

the end of the century, ranging from 3 to 5°C under A2 scenario and 2.5 to 4°C

under B2 scenario, with warming more pronounced in the northern parts of India.

A 20 per cent rise in all India summer monsoon rainfall and further rise in rainfall

is projected over all states except Punjab, Rajasthan and Tamil Nadu, which show

a slight decrease.

McSWeeney et al. (2010) reported that temperature (>60%) and the

number of hot days (>50%) have increased. The rate of increase was reported to be

highest in April-June. Daily temperature data also indicated that the frequency of

‘hot’ days has increased significantly in all seasons. Akponikpe et al. (2010)

mentioned that generally in the year, the number of hot days had increased, but it

had reduced during the rainy season periods. Farmer reported that temperatures

(>60%) and the number of hot days (>50%) have increased. Sorhang and

Kristiansen (2011) reported that 38.3 per cent of the respondents in Hagere Selam

said temperatures have increased over the last thirty years. The respondents in

Kofele were very clear when it came to temperature, 86 per cent of them said that

they think the temperature has increased over the last twenty years.

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Luni et al. (2012) studied regarding the changes in temperature and argued

that majority of the respondents have noticed the rising summer temperature

(47.5%), while, nearly 9.5 per cent of the respondents perceived that summer has

become cooler. For the inter temperature, nearly 21.8 per cent perceived that

winter is becoming colder, while, nearly equal percentage of the respondents

(22.6%) perceived that winter is getting warmer.

2.6 Impact of climate change on agriculture and allied activities

2.6.1 Impact of long term climate changePearce et al. (1996) and McCarthy et al. (2001) studies indicated that

Africa’s agriculture will be negatively affected by climate change. The estimate for

Africa is that 25-42 per cent of species habitats could be lost, affecting both food

and non-food crops. Kinuthia (1997) reported that climate change with expected

long-term changes in rainfall patterns and shifting temperature zones are expected

to have significant negative effects on agriculture, food and water security and

economic growth in Africa; and increased frequency and intensity of droughts and

floods is expected to negatively affect agricultural production and food security.

Adger et al. (2003) reported that negative impacts of extreme events such

as floods and droughts are expected to be high in developing countries especially

in rural areas. Jones and Thornton (2003) and Thornton et al. (2009) argued that

the tropics and subtropics in general, crop yields have been predicted to fall by 10

to 20 per cent in 2050 because of warming and drying, but there are places where

yield losses may be much more severe. According to Rischkowsky et al. (2004),

recent climate change scenarios showed that most of the Near East region would

face a decrease in water availability by up to 40 mm per annum.

FAO (2005) has predicted that in developing countries, 11 per cent of

arable land would be affected by climate change, including a reduction of cereal

production in up to 65 countries, about 16 per cent of agricultural Gross Domestic

Product (GDP). Aggarwal and Mall (2002) provided an excellent review of climate

change impact studies on Indian agriculture, mainly from the perspective of

physical impact, while, yields of important cereal crops like rice and wheat are

expected to drop significantly with impacts of projected climate change,

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biophysical impacts on some of the important crops like sugarcane, cotton and

sunflower are yet to be studied adequately.

CBS (2006) mentioned that about 96 per cent of the total water use in the

country suffers a lot from erratic weather patterns such as heat stress, longer dry

seasons and uncertain rainfall, since 64 per cent of the cultivated area fully

depends on monsoon rainfall. Food and Agriculture Organisation (FAO) in (2007)

estimated that approximately 20 to 30 per cent of plant and animal species were

expected to be at risk of being extinct by 2100. Higher temperatures were

envisaged as well as changes in rainfall patterns, which were expected to result in

increased spread of existing vector-borne diseases and macro parasites of animals

as well as the emergence and spread of new diseases.

FAO (2007) and Jianchu et al. (2007) reported that as climatic patterns

change, so also do the spatial distribution of agro-ecological zones, habitats,

distribution patterns of plant diseases and pests which can have significant impacts

on agriculture and food production. Naerstad (2007) wrote that “if the rain starts

four weeks later than normally, in the wrong period of growth, or if the amount

changes drastically, the impact on food production can be tremendous”. The

Intergovernmental Panel on Climate Change (IPCC) Fourth Assessment Report

(2007a) forecasted that by 2100, the increase in average surface temperature would

be between 1.8ºC and 4.0ºC globally. Further, projected that the increase in

temperature has both negative and positive impact on agriculture, the potential

food production to increase with increase in local average temperature over a range

of 1 to 30C, but above this it is projected to decrease.

IPCC (2007b) reported that climate change imposes constraints to

development especially among smallholder farmers whose livelihoods mostly

depend on rain-fed agriculture. Moreover, IPCC in 2007 projected for India an

acceleration of warming above that observed in the 20th century, a decrease in

precipitation, and an increase in the occurrence of extreme weather events. Climate

change is expected to have adverse effects on agriculture, the eradication of

poverty, food security, and the water supply.

RCDC (2008) indicated that the coastal districts received progressively

more rainfall; the opposite was true for the interior districts. Rainfall is gradually

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increasing in May and October, but declining from November to March. Patil

(2008) found that due to deviation in rainfall patterns, the flow of many rivers in

Orissa has been reduced. Bhushal et al. (2009) reported that erratic rainfall patterns

and hailstorm contributing to soil erosion, soil fertility loss, and crop damage are

having an adverse impact on livelihoods of most of these communities, thus

increasing risk to food security.

Aggarwal (2009) argued that a 1°C increase in temperature with no

associated CO2 increase could lead to a decrease of 6 million tonnes of wheat

production. This loss is projected to increase to 27.5 million tonnes at 5°C increase

in mean temperature. It was estimated that yield loss would be 3.9 million tonnes

due to climate change by 2020, 11.7 million tonnes by 2050 and 23.5 million

tonnes by 2080. It is also estimated that India loses 1.8 million tonnes of milk

production at present due to climatic stresses in different parts of the country.

Regmi et al. (2009) stated that global climate change will also likely shift monsoon

precipitation patterns in ways that will threaten Nepal’s current agricultural

practices, infrastructure, bio-diversity, especially in mountain regions where

migration of species is physically restricted.

Tripathi (2010) noticed a significant shift in the sowing season of wheat,

between 1977 and 1995, sowing of wheat was done in the first 13 days of the

Kartik month (1-13 October), which was harvested in Falgun month (15 Feb – Mar

15). After 1995 however, climate was conducive for wheat sowing in December as

well and sometimes even in Falgun (Feb). Mubaya et al. (2010), in Zambia and

Zimbabwe, indicated that 80 per cent of famers perceived a change in climate as

they had noticed droughts and excessive rains in the past five years, which had

both positive and negative impacts on farming.

Patwal (2010) said that a positive change observed by villagers is that the

ripening period of wheat has reduced by some days. According to Pande and

Akermann (2010) various studies have indicated a probability of 10 to 40 per cent

loss in crop production in the country due to the anticipated rise in temperature by

2080. Studies conducted by Indian Agricultural Research Institute (IARI) have

pointed to a possible loss of 4 to 5 million tonnes in the overall wheat production

with every 1oC increase in temperature throughout the growing period of the crop.

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Arya (2010) argued that according to people’s perception, climate change

has effect the phenological event in all plants, like flowering, fruiting and fruit

size, their quality and quantity. Rawat (2010) reported that almost every one

interviewed suggested that there is a change in cropping pattern and animal

keeping since the last 5-6 years. Pettengell (2010) and Owusu-Sekyere et al. (2011)

saw that the main impact of climate changes was in decreasing crop and animal

yields.

Sorhang and Kristiansen (2011) reported that 96 per cent of the respondents

in Kofele, and 58.3 per cent of the respondents in Hagere Selam have experienced

negative impacts of climate changes. Further, 40 per cent of the respondents in

Hagere Selam have experienced reduced crop or animal yield because of shortage

of rainfall and also an increase in diseases and pest on crop and livestock.

2.6.2 Impact of short term climate changeWHO (2002) states that in year 2000, climate changes was estimated to be

responsible for approximately 2.4 per cent of worldwide diarrhea, and 6 per cent of

malaria in some middle income countries. Patil (2008) argued that Orissa from

1955 to 2008 experienced 28 years of flood, 19 years of drought and 7 devastating

cyclones, along with the “super cyclone” in 1999. The majority of these events are

concentrated within the last 18 years (from 1990 to 2008). In this Period Orissa

experienced 12 years of flood, 5 years of drought, one “super cyclone” and many

smaller depressions and cyclones. The study suggests that in Orissa natural

extreme events are multiplying in frequency, which is probably due to climate

change. TERI (2008) reported that in the arid regions of Andhra Pradesh, the yields

of all the major crops like, rice, groundnut, and jowar are expected to decline,

although groundnut is expected to fare better than others due to its resistance to

prolonged dry spells.

SAGUN (2009) mentioned that scientific communities believe changes in

temperature and rainfall are creating favorable environments for pests, diseases and

invasive species to emerge, spread and encroach on agriculture and forestlands.

Thornton et al. (2009) observed climatic impacts that included reduced

productivity of animal feed, higher disease prevalence, and reduced fresh water

availability. This was due to the negative effects of lower rainfall and more

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droughts on crops and on pasture growth, and of the direct effects of high

temperature and solar radiation on animals.

Sharma (2010) reported that according to farmers incidences of untimely

rainfall have increased (85%) and attack of insect pest has increased resulting in

the reduction of crop yield (81%). Patwal (2010) inferred that villagers are facing a

continuous failure of winter crops for the last 2 years. This is happening due to

absolute lack of rains during critical winter period. This is a recent phenomenon

seen in the village forcing people to look for other options for their survival.

Pande and Akermann (2010) argued that there are important reductions in

crop yields due to changes in rainfall patterns. Crop losses due to untimely rains

have multiplied and low yields due to insufficient monsoon rains are becoming the

rule rather than the exception. In the winter season higher temperatures reduce the

length of the growing period for winter crops, especially wheat. Farmers are

constrained to sow the crops later, which also results in decreased yields.

According to farmers of Maharashtra, impacts of pests and pathogens are felt

heavily in recent years, which also negatively affected crop yields. On the contrary,

Hassan (2010) studied on potential impacts of climate change on agriculture in 11

African countries and concluded that warming was harmful to crop production but

beneficial to crop production under irrigation.

Krishna et al. (2011) reported that there were drastically decreased Millet,

Black gram and Mustard production over the last 4 years in the Mid-mountain and

Siwalik region. This may affect agriculture production, and subsequently food

security.

2.7 Coping mechanism/adaptation in response to climate changeEllis (2000) reported that rural people in developing areas accrue specific

responses to cope with short-term shock events. However, these are often

responsive rather than planned actions, with capacity to regenerate and initiate

planned livelihoods adaptations limited by poverty and livelihood shocks.

According to O’Brien et al. (2004), areas with better infrastructure are

expected to have a higher capacity to adapt to climate change. Bradshaw et al.

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(2004) stated that important adaptation options in the agricultural sector include:

crop diversification, mixed crop, livestock farming systems, using different crop

varieties, changing planting and harvesting dates, and mixing less productive,

drought-resistant varieties and high-yield water sensitive crops. Bhushal et al.

(2009) reported that most of the coping activities were found to be event specific

based on local knowledge and innovations, because most of the respondents were

not aware about actual impacts of climate changes.

FAO (2009) considered climate change adaptation as spontaneous or

organised processes whereby human beings and society adjust to changes in

climate, by making changes in the operation of land and natural resource used

systems and other forms of social and economic organisation in order to reduce

vulnerability to changing climatic conditions.

Pande and Akermann (2010) mentioned that according to interviewed

respondents, traditional seed varieties were much more resistant to dry spells, high

temperatures and other detrimental weather influences. Three decades ago, most of

the farmers were using indigenous seed varieties. Now this ratio is reduced to 50

per cent. Around half of the farmers are completely dependent on the market for

their seed supply. The farmers of Uttarakhand explained that they grow more than

one variety of rice because different varieties are suitable for different types of

fields. Some of the traditional rice varieties require relatively little water compared

to new high yielding varieties, it is being in certain cases the traditional varieties

are being promoted by the government.

Dhaka et al. (2010) revealed that an integrated farming system was

considered to be one of the most important adaptations in response to climatic

vagaries. Adjusting the cropping sequence, including changing the timing of

sowing, planting, spraying and harvesting, to take advantage of the changing

duration of growing seasons and associated heat and moisture levels was another

option. According to Sharma (2010), a majority of respondents had perceived that

use of fertilizers and pesticides have increased due to climate change. They also

perceived that the area under fruit crops and cereal crops had increased.

Akponikpe et al. (2010) reported that as an adaptation to late rain onset the

majority of farmer delay sowing dates in the Sahelian areas of Burkina and Niger

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compared to the Guinean and Sudanian zones (Benin, Togo and Ghana). The

majority of farmers did not change crop density but there is a tendency to decrease

or increase it by some farmers. Changing from late to early crop cultivars have

been cited / adopted by a significant proportion of farmers to deal with the rainy

season shortening (Benin, Togo and Burkina Faso). But the majority of farmer in

Ghana and Niger / or the Sahel made no change in their cultivar use.

Sorhang and Kristiansen (2011) reported that 50 per cent of the respondents

in Hagere Selam and 56 per cent of the respondents in Kofele planted trees to

prevent flood and to mitigate impacts from climate changes.

2.8 Crop diversification in response to climate changeAdger et al. (2003) and Orindi and Eriksen (2005) indicated that crop

diversification can serve as insurance against rainfall variability as different crops

are affected differently by climate events. Kurukulasuriya and Mendelsohn (2006)

used multinomial logit models to analyze crop and livestock choice as adaptation

options, respectively. The study on crop choice showed that crop choice is climate

sensitive and farmers adapt to changes in climate by switching crops.

Nhemachena and Hassan (2007) reported that mixed farming systems are

better able to cope with changes to climatic conditions through undertaking various

changes in management practices. Cooper et al. (2008) inferred that diversification

is identified as a coping strategy that has evolved to deal with both expected

rainfall uncertainty and evolving within season fluctuations in rainfall. Deressa et

al. (2009) stated that crop diversification is the most commonly used method to

overcome climate changes in Ethiopia.

Bhushal et al. (2009) reported that majority of the local farmers were

practicing vegetable farming instead of cereal crops as crop diversification as well

as to earn more income than cereal crops. Optimum utilization of marginal lands

by planting fodder trees, fruit trees, and other grasses also observed. Pande and

Akermann (2010) argued according to group discussion with farmers that the need

for diversifying agricultural activities is increasingly recognized by farmers in the

Wardha District of Maharashtra. Despite farmers preference for cotton and

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soybean cultivation in the area, a shift to alternative, less water-intensive crops,

such as sorghum and pulses, grown in combination with fruit trees, is happening.

Kemausuar et al. (2011) revealed that over the past 10 years majority of

farmers (97.3%) changed their farming operations in response to numerous farm

risks. Out of this total, 98 per cent was in response to changes in climate. Sorhang

and Kristiansen (2011) reported that as response to climate change 98 per cent of

the respondents in Kofele use crop diversification; they sow several crop varieties

in one season to reduce risk. As response to climate 23.3 per cent of the

respondents in Hagere Selam said they had tried new varieties of seeds the last few

years. 34 per cent of the respondents in Kofele said they had used new seed

varieties the last few years.

2.9 Relationship between dependent and independent variables

Maddison (2007) reported that the coefficient on the farmer experience is

negatively signed and statistically significant at the 1 per cent level. Experienced

farmers are significantly less likely to perceive no change in the climate. Dhaka et

al. (2010) revealed that the age, farming experience, innovativeness, environmental

consciousness and exposures to mass media had a positive and significant

relationship with farmer perceptions to climate change.

Pande and Akermann (2010) reported that altered climate change, noticed

climate change frequency of droughts, age and sex all had no significance effect on

adaptation. Sorhang and Kristiansen (2011) reported that there seems to be a

positive relationship between education and how active the farmers are in

adaptation strategies, and those households where the head of household has 10

years or more in school are most likely to adopt more numbers of adaptation

strategies.

2.10 Factors affecting adaptationDoss and Morris (2001) suggest that gender affects adoption rates

indirectly through access to complementary inputs. Adger et al. (2003) revealed

that the adaptive capacity is influenced by factors such as knowledge about climate

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change, assets, access to appropriate technology, institutions, policies and

perceptions inter alia.

Tenge and Hella (2004) argued that having a female head of household

may have a negative effect on the adoption of soil and water conservation

activities, because women may have limited access to information, land, and other

resources due to traditional social barriers. Asfaw and Admassie (2004) said that

male headed households are preferable, because male-headed households are more

likely to get information about new technologies and undertake risky businesses

than female-headed households.

Archer (2005) reported that failure to implement adaptation options and

poor agricultural performances by many African farmers has been blamed on lack

of information and resources. Gbetibouo (2006) concluded from the study that

household size, farming experience, wealth, access to credit and water, tenure

rights, off-farm activities, and access to extension were the main factors that

enabled farmers to adapt to climate change.

Nhemachena and Hassan (2007) study showed contrary results, arguing

that female-headed households are more likely to take up climate change

adaptation methods. IPCC (2007a) reported that the extent of sustainable

adaptation depends on the adaptive capacity, knowledge, skills, robustness of

livelihoods and alternatives, resources and institutions accessible to enable

undertaking effective adaptation. Bryan et al. (2009) stated that factors influencing

Ethiopian farmers‟ decision to adapt include wealth, and access to extension,

credit, and climate information.

2.11 Constraints in adaptationSalehyan (2005) reported that poor adaptive capacity, unresponsive

governments, and weak policy mechanisms might be barriers to adaptation.

Nhemachena and Hassan (2007) indicated that lack of credit and information

concerning climate change forecasting and information concerning adaptation

options and other agricultural production activities; rationing of inputs, and lack of

seed inputs are important constraints for most farmers. Ishaya and Abaje (2008)

reported that constraining factors to the adoption of modern techniques of

combating climate changes in the area were observed to include lack of improved

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seeds, lack of access to water for irrigation, lack of current knowledge of modern

adaptation strategies, lack of capital, lack of awareness and knowledge of climate

change.

Bryan et al. (2009) and Deressa et al. (2009) stated that some of the

greatest barriers are financial constraints, and also poor potential for irrigation,

shortage of land and labour, and lack of information on adaptation methods. Pande

and Akermann (2010) revealed that as the growing seasons get shorter, farmers are

constraint to adapt their cropping patterns. Where no irrigation is available, farmers

have stopped growing paddy as the crop failed too often because of deficient

rainfall. Pearl- and Finger-Millet as well as short duration pulses (red gram) are

planted instead.

Nzeadibe et al. (2011) found that the major constraints to adapting to

climate change by farmers in the Niger Delta included lack of information, low

awareness level, irregularities of extension services, poor government attention to

climate problems, inability to access available information, lack of access to

improved crop varieties. However, other constraining factors were ineffectiveness

of indigenous methods, no subsidies on planting materials, limited knowledge on

adaptation measures, low institutional capacity and absence of government policy

on climate change.

2.12 SuggestionsAccording to Pande and Akermann (2010) farmers suggested need of

agricultural insurance (74%), weather alert (71%) to help for effective adaptation.

Also, effective meteorological facilities in keeping adequate records of weather

forecast are provided. Need extension agents to educate more on zero tillage,

organic agriculture, and better land management techniques.

Pettengell (2010) suggested that technologies for adaptation should be

targeted at the needs of the poorest and most vulnerable people, including women,

favoring small-scale technologies that can be taken up and adapted locally.

Adapting rural livelihoods will require a range of investments, policies, planning,

and information.

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Materials and Methods

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CHAPER – III

RESEARCH METHODOLOGYThis chapter deals with the description of the procedure followed to carry

out the investigation. The location of the study and sampling technique for

investigation and devices used for analysis of the data are also explained in this

chapter under the following sub-headings.

3.1 Location of the study area

3.2 Sample and sampling procedure

3.3 Variables of the study

3.4 Operationalization of independent variables and their measurement

3.5 Operationalization of dependent variables and their measurement

3.6 Coping mechanism/adaptation in response to climate change

3.7 Relationship between dependent and independent variables

3.8 Constraints faced by farmers in coping mechanism/adaptation

3.9 Suggestions given by farmers to overcome the constraints

3.10 Type of data

3.11 Developing the interview schedule

3.12 Method of data collection

3.13 Statistical analysis

3.1 Location of the study areaThe present study was carried out in Plains of Chhattisgarh state during the

years 2013-14 and 2014-15. Chhattisgarh state is divided in to 27 districts and 3

agro climatic zones namely Bastar Plateau, Chhattisgarh Plains and Northern Hills

in which four districts of Chhattisgarh Plains were selected for present study.

3.2 Sample and Sampling Procedure3.2.1 Selection of districts

The present investigation was carried out in four randomly selected districts

out of the total 15 districts of Chhattisgarh Plains namely Raipur, Durg,

Balodabazar-Bhatapara and Bemetara.

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Fig. 3.1: Location map of the study area

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3.2.2 Selection of blocksTwo blocks from each selected district were selected for the selection of

villages. In this way a total of 8 Blocks (Total 4 X 2 = 8) were selected randomly.3.2.3 Selection of villages

From each selected block, 3 villages (Total 3 X 8 = 24) were selected randomly for the selection of respondents.3.2.4 Selection of respondents

From each selected village, 10 farmers were selected randomly, who had more than 15 years of farming experience. In this way, a total of 240 farmers (Total 24 X 10 = 240) were considered as respondent for the present study. These selections were done by using simple random sampling method for the purpose of the study. Table 3.1: List of selected blocks, villages and number of respondents in different

districts of Chhattisgarh Plains

Selected district Selected blocks

Selected villages in the blocks

No. of respondents

1. Raipur

1. Aarang 1. Palaud 102. Godhi 103. Todgaon 10

2. Dharsiva1. Kapasda 102. Chikhali 103. Murethi 10

2. Durg

1. Durg1. Purai 102. Pauwara 103. Mahmara 10

2. Dhamdha1. Oteband 102. Malpuri 103. Godhi 10

3. Bemetara

1. Saza1. Matara 102. Pharasbod 103. Khapri 10

2. Berla1. Ufara 102. Gudheli 103. Gadamor 10

4. Balodabazar/Bhatapara

1. Bhatapara

1. Gudeliya 102. Tikuliya 103. Pendri 10

2. Simga1. Marrakona 102. Sanjari Navagaon 103. Rohara 10

Total 08 24 240

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Table 3.2: Scales used for measuring the variables

S. No.

Variables Empirical Measurement

I. Independent VariablesA. Socio-personal characteristics1 Age Procedure followed by Usha Rani (1999) with

suitable modifications2 Educational status Procedure followed by Markad (1996) with

suitable modifications3 Size of family Procedure followed by Thoke (1999)4 Farming experience Procedure followed by Thoke (1999) with

some modifications5 Social participation Procedure followed by Hardikar (1998) with

slight modificationsB. Socio – economic characteristics1 Occupation Procedure followed by Chandramouli (2005)

with slight modifications2 Land holding Criteria adopted by Ministry of Rural

Development, GOI3 Irrigation Structured schedule 4 Access to credit Structured schedule 5 Annual income Structured schedule 6 Annual expenditure Structured schedule 7 Distance to market Structured schedule 8 Socio-economic status Scale developed by Trivedi (1963)9 Crop insurance Structured scheduleC. Communicational characteristics1 Sources of information Structured schedule2 Exposure to mass media Procedure suggested by Trivedi (1963)3 Contact with extension

personnelProcedure followed by Byrareddy (1971) with slight modifications

4 Access to weather forecasts Structured schedule5 Cosmopoliteness Procedure as followed by Shashidhar (2004)D. Psychological

characteristics1 Awareness Structured schedule2 Decision making pattern Structured schedule3 Innovativeness Scale developed by Moulik (1965) 4 Risk orientation Scale developed by Supe (1969)5 Scientific orientation Scale developed by Sakharkar (1995) was

used with some modificationsII. Dependent Variables

1 Perception of farmers about climate change

Structured schedule

2 Impact of climate change on agriculture and allied activities

Structured schedule

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3.3 Variables of the study 3.3.1 Independent variables

(A) Socio-personal characteristics 1. Age2. Educational status3. Size of family4. Farming experience5. Social participation

(B) Socio – economic characteristics1. Occupation 2. Land holding3. Irrigation4. Access to credit 5. Annual income6. Annual expenditure7. Distance to market8. Socio-economic status9. Crop insurance

(C) Communicational characteristics1. Sources of information 2. Exposure to mass media 3. Contact with extension personnel4. Access to weather forecasts5. Cosmopoliteness

(D) Psychological characteristics1. Awareness 2. Scientific orientation3. Decision making pattern4. Innovativeness5. Risk orientation

3.3.2 Dependent variables

3.3.2.1 Perception of farmers about climate change

3.3.2.2 Impact of climate change on agriculture and allied activities

3.4 Operationalization of independent variables and their measurement

3.4.1 Socio-personal characteristics3.4.1.1 Age

It refers to the chronological age of the respondent in completed years at the time of interview. Categorization of age was done on the basis of procedure as followed by Usha Rani (1999) with some slight modifications and categorized as follows:

Categories Score

Young (Between 30 - 45 years) 1 Middle (Between 46 - 60 years) 2 Old (Above 60 years) 3

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Further frequency and percentage were calculated to obtain respondents

under various categories and actual ages of the respondents were considered for the

analysis of data.

3.4.1.2 Educational status

Educational status may influence the level of perception and awareness of

the farmers. It refers to the formal schooling of an individual from school to the

university degree. Number of classes completed by the respondents was considered

as his educational score. The procedure followed by Markad (1996) was used here

with suitable modifications and respondents were categorized in following five

categories for analysis of data.

Categories Score

Illiterate 1

Up to primary school 2

Up to middle school 3

Up to high & higher secondary 4

Up to degree and above 5

3.4.1.3 Caste

A system in which an individual is ranked on the basis of accompanying

right and obligations and described on the basis of birth in to particular groups is

defined caste. In this study the caste of the respondents were categorized and

scores given in following manner:

Categories Score

Scheduled caste (SC) 1

Scheduled tribe (ST) 2

Other backward class (OBC) 3

General 4

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Fig. 3.2: Conceptual Model of Study

a. Perception of farmers about climate changeb. Impact of climate change on agriculture and allied

activities

(B) Socio – economic characteristics• Occupation

• Land holding• Irrigation

• Access to credit • Annual income

• Annual expenditure• Distance to market

• Socio-economic status• Crop insurance

(A) Socio-personal characteristics

• Age

• Educational status

• Size of family

• Farming experience

• Social participation

(C) Communicational characteristics

• Sources of information

• Exposure to mass media

• Contact with extension personnel

• Access to weather forecasts

• Cosmopoliteness

(D) Psychological characteristics

• Awareness

• Scientific orientation

• Decision making pattern

• Innovativeness

• Risk orientation

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3.4.1.4 Type of family

Family type refers to two-way classification of family as nuclear and joint.

The basic grouping of mates and their children is called nuclear family. On the

other hand more members living together than one nuclear family on the basis of

close blood ties and common residence are called joint family. In the present

research respondents were categorized under joint family and nuclear family as

procedure followed by Jadhav (2000). Data was analyzed by using frequency and

percentage.

3.4.1.5 Size of family

It was measured as the absolute number of members in the household

sharing the same economic unit and common kitchen. Respondents’ families were

classified into three categories. Procedure followed by Thoke (1999) was used in

this study.

Categories Score

Small family (Less than 5 members) 1

Medium family (5 - 8 members) 2

Large family (More than 8 members) 3

The results were expressed on frequency and percentage for each category.

3.4.1.6 Farming experience

This is a period from which farmer is actually cultivating land with his own

experience. It was recorded in complete years as reported by the respondents. The

respondents were categorized based on procedure followed by Thoke (1999) with

some modifications. Actual year of experiences of farmers were considered for

analysis of data.

Categories Score

Low (Up to 20 years) 1

Medium (21 - 40 years) 2

High (Above 40 years) 3

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3.4.1.7 Social participation

Social participation is the degree of involvement of the respondents in

formal organizations. Social participation of respondents was studied by

considering their membership and extent of participation. Respondents were

grouped under three categories such as ‘member’, ‘non-member’ and office

bearers. While, extent of participation was measured on three point continuum i.e.,

regular, occasional and never. The frequency and percentage were used to analyse

the data. Procedure followed by Hardikar (1998) was used here with slight

modifications. The scoring was done in following manner for analysis of data.

Categories Score

No participation 0

Member of one organisation 1

Member of two or more organisation 2

Office bearer 3

3.4.2 Socio–economic characteristics3.4.2.1 Occupation

Occupation is the main source of earning for their livelihood and fulfills

necessary requirements. The occupation practiced by respondents such as

agriculture, agriculture along with labour, agriculture along with services etc. were

included in this study. Various kinds of occupation practiced by the farmers were

categorized by using procedure followed by Chandramouli (2005) with slight

modification as follows:

CategoriesAgriculture

Agriculture + LabourAgriculture + Service

Agriculture + Service + LabourAgriculture + Business + Service + Labour

Agriculture + Business + Service + Labour/Others

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On the basis of various kind of occupation practiced by the farmers scores

were provided for analysis as follows:

Categories Score

Only one occupation 1

Two occupation 2

Three occupation 3

Four occupation 4

More than five occupation 5

3.4.2.2 Land holding

The land holding was operationalised by considering the size of land owned

by the respondent. The number of standard acres of land owned and cultivated by

each respondent family was considered in determination of their size of land

holding. Depending upon the farm size, the respondents were grouped in to five

categories using the criterion adopted by Ministry of Rural Development, GOI,

circular No. 280-12/16/19-RD-III, (vol., II), dated 15th November 1991

(Anonymous, 1992).

Categories Score

Marginal farmer (Up to 1.0 ha) 1

Small farmer (1.1 to 2.0 ha) 2

Medium farmer (2. 1 to 4 ha) 3

Big farmer (More than 4 ha) 4

Total land (in ha) acquired by each respondents were considered for the

purpose analysis.

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3.4.2.3 Irrigation

Farmers were asked about their sources of irrigation with percent irrigated

area by various sources for different crops grown by them in kharif, rabi and zaiad

season. Further, they were categorized according to availability of irrigation by

assigning scores as follows:

Categories Score

Not irrigated 0

Only kharif 1

Kharif and Rabi 2

Round the year 3

3.4.2.4 Annual income

Annual income earned by the respondent from all available resources was

assessed considering the following items

Main income

It was conceived as the income derived from farming during the previous

year.

Subsidiary income

The income obtained by the respondents from source other than farming

during the previous year. Respondents were grouped in to five categories based on

their annual income as follows:

Categories Score

Very low (Up to Rs.75000/-) 1

Low (Rs.75001 - 150000/-) 2

Medium (Rs.150001 - 300000/-) 3

High (Rs.300001 – 450000/-) 4

Very high (More than Rs.450000/-) 5

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Data was analysed by using actual income (in terms thousands rupees)

earned by respondents during the previous year.

3.4.2.5 Expenditure pattern

Expenditure pattern is determined by considering the expenditure in rupees

on items such as food, agriculture, dairying, clothing, religious functions and

marriages, medical, education and personal expenditure collected from the

respondents. Further, to categorize the expenditure on various items, percent share

of each item from total expenditure was obtained.

3.4.2.6 Access to credit

Easily access to credit helps the farmers to purchase the required inputs that

may influence the extent of adoption of the farmers and adaptation towards adverse

effect of climate change. Sources of credit were identified like (cooperative

society, nationalized banks, moneylenders, friends, neighbour relatives, etc) from

where they can borrow loans. The acquisition of credit was measured on a 2 point

scale as follow:

3.4.2.7 Distance to market

Market is the place where, farmers can buy inputs for agriculture and also

sell their produces. Distance to market is positively correlated with easily and

timely availability of farm inputs, lesser the distance means easier and timely they

get inputs. Farmers were asked questions about distance of market to purchase

farm inputs and on the basis of responses recorded they were assigned scores and

categorized as below for analysis purpose.

Categories Score

Not acquired 0

Acquired 1

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Distance to Market Score

Within village (0 km) 5

Up to 2 km 4

3 km to 5 km 3

6 km to 8 km 2

More than 8 km 1

3.4.2.8 Availability of farm implements

Farm implements are prime necessity for timely operation of agriculture

practices in current scenario of climate change. Availability of farm implement

may help farmers to change their farm practices according to short term climatic

variability. Respondents were asked for availability of various farm implements

and further they were categorized on the basis of number of implements they

possessed by assigning corresponding scores as under:

3.4.2.9 Crop insurance

Crop insurance helps farmers to recover more quickly from the losses

administered due to adverse effect of extreme climatic events and weather induces

risks.

For the purpose of analysis respondents are characterised into four

categories on the basis of crop insurance facility availed by them from various

institution in following manner:

Categories Score

Not available 0

1-4 Implements 1

5-8 Implements 2

> 8 Implements 3

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3.4.2.10 Socio-economic status

The position of the respondents in the society is termed as socio-economic

status, which is determined by various social and economic variables, viz,

education, caste, type of family, social participation, land holding, possession of

farm implement, income, occupation and irrigation availability. Socio-economic

status of the respondents was measured by using scale developed by Trivedi (1963)

with slight modifications. Scale was developed by considering all the variables of

socio-economic characteristics accept age, farming experience and distant to

market. The socio-economic status score of each respondent was obtained by

adding all the scores of individual items of socio-economic variables. The different

categories of socio-economic status were made according to scores obtained by the

respondents as follows:

Categories Score

Nil 0

From government institution 1

From private institution 2

From government and private institutio 3

Categories Score

Lower class (Up to 9 score) 1

Lower middle class (10 - 18 score) 2

Medium class (19 - 27 score) 3

Upper middle class (28 - 36 score) 4

Upper class (More than 36 score) 5

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3.4.3 Communicational characteristics 3.4.3.1 Sources of information

Information regarding weather forecast are supposed to directly associate

with the measures taken by the respondents to combat with the adverse effect of

instant climatic variability. These information sources provide regular and timely

information to the respondents regarding favorableness and un-favorableness of

weather for agriculture and allied activities. To determining the extent of

utilization of various information sources, different 7 communication mass media

were selected and respondents were asked about their frequency of use and utility

of information. Furthermore, the respondents were categorized by assigning the

scores as follows:

Categories Score

Nil 0

Low (Up to 12 score) 1

Medium (13 - 24 score) 2

High (More than 24 score) 3

Total number of information sources used by each respondent for collecting

weather related information was considered for analysis of the data.

Utilization pattern of information sources for weather forecast

The utilization pattern of information sources for seeking weather related

information by respondents were determined by finding the credibility of

information sources, extent of use of information sources and extent of utility of

information sources. For determining utilization pattern of each information

sources by respondents, the three indexes were worked out as follows:

(i) Credibility Index

Respondents were asked about the credibility of information sources being

utilized by them on four point continuum scale viz. fully credible, medium

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credible, partial credible and not credible by assigning scores 3, 2, 1 & 0,

respectively. Further, an index was worked out as below:

Where,

= Credibility index of ith information source

= Sum of credibility score obtained by respondents for ith information

source

= Maximum obtainable credibility score

(ii) Usage Index

Respondents were asked about frequency of use of various information

sources for getting weather information on three point scale viz. regular, occasional

and never and index was worked out as follows:

Where,= Usage index of ith information source= Sum of usage score obtained by respondents for ith information

source= Maximum obtainable usage score

(iii) Utility IndexRespondents were asked about the utility of information sources being

utilized by them on four point continuum scale viz. fully, medium, partial and nilby assigning scores 3, 2, 1 & 0, respectively. Further, an index was worked out as below:

Where,= Utility index of ith information source

= Sum of utility score obtained by respondents for ith information source= Maximum obtainable utility score

3.4.3.2 Access to weather forecastAccess to accurate weather forecast is directly or indirectly linked with the

success of farmers in their cultivation practices because erratic rainfall patterns and

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changing seasons are upsetting farming cycles in many parts of the world. Aweather forecast is important for the farmers to be able to plan what to do on the field. Each respondents were asked about whether they acquired weather forecast or not and measured on two point scale providing scores as follows for analysis of data.

Categories Score

Not acquired 0

Acquired 1

3.4.3.3 Contact with extension personnel

Extension contact refers to the frequency with which farmer comes in

contact with the extension agency/workers. It was measured by using the

procedure followed by Byrareddy (1971) with slight modifications. This variable

was measured on three point scale viz. regular, occasional and never. Moreover,

extent of contact of the respondents with extension personnel was determined and

scores were assigned for analysis as follows:

Categories Score

No contact 0

Low (Up to 4 score) 1

Medium (5 - 8 score) 2

High (More than 8 score) 3

Number of extension personnel contacted by each respondent was

considered for the purpose of analysis of data.

3.4.3.4 Exposure to mass media

It refers to the extent to which the farmer is exposed to different mass

media of communication such as newspaper, radio, farm magazines and television.

The procedure suggested by Trivedi (1963) with little modification was followed

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for measuring exposure to mass media of the respondents. The respondents were

asked about their frequency of use of different mass media sources by assigning

scores 2, 1 & 0 for regular, occasional and not used, respectively. Further, the

respondents were categorized as follows:

Categories Score

Nil 0

Low (Up to 3 score) 1

Medium (4 - 6 score) 2

High (More than 6 score) 3

Number of mass media sources utilised by each respondents was used for

analysis of data.

3.4.3.5 Extension participation

It referred to the awareness of respondents about various extension

activities and their extent of participation in those activities. This variable was

quantified by following the procedure of Hardikar (1998). Selected extension

activities like training, demonstration, field day, field visit, group discussion,

exhibition, kisan mela etc. were listed and the respondents were asked to indicate

their extent of participation in each of them. The scoring was done for analysis as

below.

Categories Score

No participation 0

Low (Up to 4 score) 1

Medium (5 - 8 score) 2

High (9 - 12 score) 3

Very high (More than 12 score) 4

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3.4.3.6 Cosmopoliteness

It is the degree to which an individual is oriented outside to his immediate

social system. The cosmopolite farmer is likely to be a unique individual, in that he

is motivated to look beyond this environment when most others are content to

maintain a localistic frame of reference. Two dimensions of the variable

considered in this case were;

1. The frequency of visit to the nearest town

2. The purpose of visit to the town

Above two dimensions indicated extent of cosmopoliteness of the

respondents were quantified by using frequencies and percentage as the procedure

followed by Shashidhar (2004). The respondents were categorized in three

categories as follows:

3.4.4 Psychological characteristics3.4.4.1 Innovativeness

It refers to the behaviour pattern of an individual who has interest and

desire to seek changes in farming techniques and to introduce such changes into his

operation when practicable and feasible and also it refers to the degree to which a

farmer is eager to adopt the innovations in their cultural operations which may

helps better adaptation against adverse effect of climate change. Forced choice

method of self rating scale developed by Moulik (1965) and followed by Reddy

(2005) with slight modification was administered for quantification of the degree

of farmers self evaluation with regard to their innovation proneness. This scale

consisted set of nine statements comprising 6 positive and 3 negative statements.

Farmers responses were taken in 5 point scale with weights of 5, 4, 3, 2, and 1

Categories Score

Low (Up to 4 score) 1

Medium (5 – 8 score) 2

High (More than 8 score) 3

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indicating “strongly agree”, “agree”, can’t decided, “disagree” and strongly

disagree and vice versa for negative statements. The total scores ranged from 5 to

45. Based on the scores obtained, the respondents were grouped into following

three categories:

Categories Score

Low (Up to 15 score ) 1

Medium (16 – 30 score) 2

High (More than 30 score) 3

Total score obtained by each respondent was considered for analysis

purpose.

3.4.4.2 Scientific orientation

This refers to the degree to which a respondent is oriented towards the use

of scientific methods. The scale developed by Sakharkar (1995) was used with

some modifications. The scale consisted of six statements with two response

categories as completely agree, agree, undecided, disagree and completely

disagree. For each statement a score of 5, 4, 3, 2 and 1 was assigned for positive

statements and in its reverse order for negative statements, respectively. The

summation of scores obtained by respondent for all the six statements indicated his

level of scientific orientation. Based on the score obtained the respondents were

categorized into three categories as follows:

Categories Score

Low (Up to 10 score) 1

Medium (11 – 20 score) 2

High (More than 20 score) 3

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3.4.4.3 Risk orientation

It was operationalised as the degree to which the respondent was oriented

towards risk and uncertainty in adopting new ideas or technologies in farming.

Risk orientation scale of Supe (1969) was used in this study. The scale consists of

one positive item and five negative items. The responses for positive items were

scored as 5, 4, 3, 2, and 1, while, for negative items the scores were reversed in the

order of magnitude, respectively. The scores obtained for each statement were

summed up to get individual respondents risk orientation score. Further, the

respondents were grouped into three categories as below:

Categories Score

Low (Up to 10 score) 1

Medium (11 – 20 score) 2

High (More than 20 score) 3

3.4.4.4 Decision making pattern

As Byarle et al. (1987) pointed out it is farmers, not judges, that make the

decisions and therefore special thrust will have to be given to both socio-economic

environment as well as decision making process taking place within the household.

Decision making process was operationalised as the nature of the decision making

(individual, joint or collective) that the farm family has resorted to, while

performing farming activities. Decision making related to farming and land

development was considered in the study. To determine decision making pattern of

respondents 10 items were considered and measured on three point continuum. The

score of 1, 2, 3 were given to self, joint and collective style of decision making,

respectively. Higher the score indicate more the collective decisions and lesser the

score indicate the more the individual decisions. The respondents were later

categorized as follows:

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Categories Score

Low (Up to 10 score) 1

Medium Between (11 – 20 score) 2

High (More than 20 score) 3

3.4.4.5 Awareness about climate change

To determine level of awareness of respondents regarding climate change 9

statements were considered and responses were recorded in three point continuum

scale as scores were given 0, 1, & 2 for No, Partial and Complete awareness of

respondents, respectively. Further, respondents were categorized into four

categories according to scores obtained by them out of total score 18 as follows:

Categories Score

Nil 0

Low (Up to 6 score) 1

Medium (7 – 12 score) 2

High (More than 12 score) 3

Scores obtained by each respondents (out of total obtainable score 18) was

taken for analysis of data.

3.4.4.6 Vulnerability

The degree to which a system is susceptible to, or unable to cope with,

adverse effects of climate change, including climate variability and extremes.

Vulnerability is a function of the character, magnitude, and rate of climate

variation to which a system is exposed, its sensitivity, and its adaptive capacity”

(McCarthy et al., 2001). The IPCC Fourth Assessment Report (AR4), which

reports recent advances in our understanding of climate change, contains a

vulnerability definition consistent with that of the TAR (IPCC 2007c). Under this

framework, a highly vulnerable system would be one that is very sensitive to

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modest changes in climate, where the sensitivity includes the potential for

substantial harmful effects, and for which the ability to adapt is severely

constrained. In the present study, the extent of vulnerability was ascertain in terms

of vulnerability index based on socio-economic status, food and fodder availability

and various disasters (flooding, erratic rainfall, drought, storm/typhoon, disease

and pest outbreak, epidemic, theft/grazing and environmental pollution) faced by

respondents during last 15 years. The responses of respondents regarding type of

losses from disasters and its coping mechanism were recorded on two point

continuum 0 & 1 for no & yes, respectively and vulnerability index was developed

for each respondents by using the following formula:

Where,

VIi = Vulnerability index of ith respondent.

Oi = Total score obtained by ith respondent

S = Total obtainable score

On the basis of vulnerability index (VI) respondents were categorized into

the following five categories:

Categories Score

Very Low (Up to 20%) 1

Low (Between 21 - 40%) 2

Medium (Between 41 - 60%) 3

High (Between 61 - 80%) 4

Very High (More than 80%) 5

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Fig. 3.3: Empirical Model of Vulnerability

VULNERABILITY

IMPACTS

SENSITIVITY

CharacteristicsHarmfull effect on economic structures, assets and

human capitals

EXPOSURE

Characteristics Frequency of

occurance, magnitude and

duration of disasters

ADAPTATION & MITIGATION

ADAPTIVE CAPACITY

Determinants Coping

mechanisms, Mitigation measures

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3.5 Operationalization of dependent variables and their measurement

3.5.1 Perception of farmers about climate change

Perception is the process by which we receive information or stimuli from

our environment and transform it into psychological awareness. To ascertain level

of perception regarding climatic events/changes, respondents were asked about 09

selected events/changes occurred in each rainy season, winter season & summer

season and 03 other events. Responses of respondents were collected on two point

continuum scale viz. change (Increase or Decrease) and no change on climatic

phenomena providing score 1 and 0, respectively. Further, respondents were

categorized in to three categories as follows for analysis:

Categories Score

Low (Up to 10 score) 1

Medium (11 - 20 score) 2

High (More than 20 score) 3

Out of total obtainable score, actual score obtained by each respondent was

considered for analysis of data.

3.5.2 Impact of climate change on agriculture and allied activities

3.5.2.1 Impact of long term climate change

Climate change has both long term and short term impact on agriculture

and other events. To ascertain the impact of long term climate change on various

events, respondents were asked for their general perceptions on climate change

impacts using 11 statements regarding agricultural incidences as well as 11

statements regarding other incidences; whether they have expressed their

agreement or disagreement on impacts of climate change. Responses were

recorded on 3 point continuum scale viz. agree, can’t decided and disagree by

assigning scores 3, 2 & 1, respectively. Further, the overall impact of long term

climate change was determined and respondents were categorized on following

three categories as below:

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Categories Score

Low (Up to 22 Score) 1

Medium (23 - 44 Score) 2

High (More than 44 Score) 3

Out of total obtainable score from both the categories (Agriculture and

allied activities), actual score obtained by each respondent was considered for

analysis of data.

3.5.2.2 Impact of short term climate change

To determine the impact of short term climate change paddy crop was

considered as this was the major crop of study area. Respondents were asked about

changes they performed in cultural operations of paddy according to arrival of

monsoon. Also responses were taken from them about impact of amount of

precipitation on some selected major rabi crops of study area. Further, percentage

change was calculated for each operation by comparing the happenings in

abnormalities (early/late arrival of monsoon or deficit/surplus precipitation) with

normal situation as follows:

3.6 Coping mechanism/adaptation in response to climate changeAdaptation or coping mechanism refers to the measures employed by the

farmers to curb the immediate-term and long-term negative effects of climate

change on agriculture and allied activities. Understanding the existing coping and

adaptive strategies of farmers in specific crop context is a first step toward the

identification of appropriate options to increase the potential for adaptation of

vulnerable section of farmer. In this regard farmers were interviewed for their

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responses towards adaptation measures taken by them in case of deficit and excess

rainfall during paddy cultivation, as paddy was the main crop of study area.

Afterwards, for presentation of data frequency and percentage were calculated for

each adaptation measures.

3.7 Relationship between dependent and independent variablesThe relationship between dependent variable and selected independent

variable were ascertained by calculating correlation coefficient (‘r’ value) and

multiple regression analysis, which was further used to find out the relative

importance of different components (independent variables) of dependent variable.

Multiple Linear Regression (MLR) analysis is generally considered as an efficient

and powerful hypothesis–testing and inference making technique. Since correlation

analysis only gives the nature of relationship between dependent and independent

variables.

Pearson’s Product Moment Correlation Coefficient (r)

Pearson’s correlation coefficient (r) was computed in order to know the

nature of relationship between the dependent and selected independent variables.

The values of the correlation coefficients were then tested for statistical

significance. The coefficient (r) was calculated by using following formulae:

Where,

r = Co-efficient of correlation between X and Y

= Sum of scores of variable X

= Sum of scores of variable Y

= Sum of product of X and Y variable

= Sum of the squares of X variable

= Sum of the squares of Y variable

n = Size of the sample

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Multiple regression analysis

Multiple linear regression analysis was calculated to find out the extent of

relationship between dependent and selected independent variables and to know

the influence of independent variables on perception of farmers about climate

change and its impact on agriculture and allied activities. Further, the computed ‘b’

values (regression coefficients) were tested with ‘t’ test for its significance.

Y = a + b1X1 + b2X2 + B3X3 + ... + BtXt + e

Where,

Y = the variable that we are trying to predict

Xi = the variable that we are using to predict Y

a = the intercept

b = the slope (regression coefficient)

e = the regression residual.

The Coefficient of Determination ( )

This represents the proportion of the total sample variability in Y that is

explained by a linear relationship between X and Y. R2 is always less than unit and

expressed in percentage. It means the extent of variation in dependent variable (Y)

which can be explained by the independent variables (Xi) together. R-Squared

measures how well the model fits the data. Values of R2 to 1 fit well. Values of R2

close to 0 fit badly. Coefficient of multiple regression (R2) was calculated by

Where,

= Coefficient of multiple regression

= Sum of squares of dependent variable (Y)

= Sum of squires due to deviation from regression

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3.8 Constraints faced by the farmers in coping mechanism /adaptation

As adaptation has the potential to significantly contribute to reductions in

negative impacts from changes in climatic conditions, therefore, an analysis of

constraints faced by farmers in adaptation is very imperative for its rectification.

The constraint refers to the hurdles or obstacles faced by farmers in adaptation to

climate change. The open-ended questions were used to collect responses on

constraints faced by them in adaptation. Furthermore, frequency and percentage

were calculated and accordingly ranks were assigned for presentation of data.

3.9 Suggestions given by the farmers to overcome the constraintsSuggestions of the farmers about climate related issues may play significant

role in policy making to mitigate negative effect of climate change. To overcome

the constraints in adaptation to climate change, respondents were asked to indicate

possible suggestions by using open-ended questions. Frequency and percentage

were calculated for each suggestion and ranks were provided accordingly.

3.10 Type of dataThe data pertaining to selected characteristics about socio-personal, socio-

economic, psychological, communicational, constraints perceived in terms of

adaptation to climate change and suggestions given by them to overcome

constraints were collected as per objectives of the study as primary data. The

official information’s and records were also consulted from the concerning

departments as secondary data.

3.11 Developing the interview schedule The interview schedule was designed on the basis of objectives and

independent and dependent variables considered for present investigation. To

facilitate the respondents, the interview schedule was framed in “Hindi”. Each

question was thoroughly examined and discussed with the experts before finalizing

the interview schedule. Adequate precautions and care were taken into

consideration to formulate the questions in a manner that they were well

understood by the respondents and would find it easier to respond.

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Before using prepared interview schedule for collection of data it was pre-

tested by 20 non-sample respondents and also checked its reliability and validity.

On the basis of experience gained in pre-testing, the necessary modifications and

suggestions were incorporated before giving a final touch to interview schedule.

The final interview schedule is given in appendix.

3.11.1 Validity

Validity refers to “the degree to which the data collection instrument

measures what it is supposed to measure rather than something else”. In other

words it is best available approximation to the truth or falsity of a given inference,

proposition or conclusion. The validity of interview schedule used for this study

was maximized by taking following steps:

1. The interview schedule was thoroughly discussed with the concerned

scientists and member of advisory committee and their suggestions were

incorporated.

2. Pre-testing of interview schedule provided an additional check for

improving the instrument.

3. The relevancy of each question in terms of objectives of study, their logical

order and wordings of each question was checked carefully.

3.11.2 Reliability

Reliability of an interview schedule refers to the extent to which a

questionnaire, test, observation or any measurement procedure produces the same

results on repeated trials. In short, it is the stability or consistency of scores

obtained from the respondents over time.

The reliability of interview schedule used in present investigation was

tested by using test-retest method of estimating reliability. A total of twenty non-

respondent farmers of the study area were randomly selected and interviewed and

again they were re-interviewed after 2 to 3 weeks by schedule used at the time of

first interview. Since same responses were observed, the reliability of the interview

schedule was ensured.

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3.12 Method of data collectionIn initial face of the study secondary data were collected from Directorate of

Agriculture and Agriculture Department of selected districts for basic information

about study area. Weather related information of previous years were also

collected from Indian Metrological Department Raipur center, Meteorology

department, IGKV, Raipur, Internet and reports of climate related studies to find

out the trend of climate change and for scientific affirmation of present study. For

collection of primary data respondents were personally interviewed by investigator

through personal interview. Prior to interview, respondents were taken in to

confidence by revealing the actual purpose of the study and also full care was

taken to develop good rapport with them to secure full co-operation for collecting

data. They were assured that the information given by them would be kept

confidential. The interview was conducted in the most formal and friendly

atmosphere without any complications. In addition to personal interview, group

discussions were conducted among the farmers in each selected village to affirm

the response in group about climate change.

3.13 Statistical analysis The data collected from the selected respondents during the course of

investigation was entered and tabulated in the excel worksheet and then

appropriate analysis of data was made according to objectives formulated for the

study. Further, the statistical techniques were applied to analyse tabulated data and

interpreted it to reach up to the findings.

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Data Collection from the Farmers of Various Selected Villages

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Group Discussions among Farmers of Various Selected Villages

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Results and Discussion

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CHAPTER – IV

RESULT AND DISCUSSION

It is evidenced that climate change has a strong impact in the areas of

agriculture, land use, energy, biodiversity, health and water resources. To know the

perception of farmers of Chhattisgarh about climate change impacts, the present

study was conducted among 240 respondents. The data collected from respondents

through personal interview and group discussion were coded, tabulated and

subjected to statistical analysis in accordance with the objectives of the study. The

results so obtained from analysis of data supported with appropriate justification

have been presented in this chapter under the following heads:

4.1 Independent Variables

4.1.1 Socio-personal characteristics

4.1.2 Socio-economic characteristics

4.1.3 Communicational characteristics

4.1.4 Psychological characteristics

4.2 Dependent variables

4.2.1 Perception of farmers about climate change

4.2.2 Impact of climate change on agriculture and allied activities

4.2.2.1 Impact of long term climate change

4.2.2.2 Impact of short term climate change

4.3 Coping mechanism/adaptation in response to climate change

4.4 Relationship between dependent and independent variables

4. 5 Constraints faced by farmers in adaptation to climate change and their

suggestions to minimize the constraints

4.1 Independent VariablesIndependent variables are the variables used to model or to predict the

dependent variable, and are often referred to as explanatory variables. This section

consists of socio-personal, socio-economic, communicational and psychological

variables undertaken in the study. The findings of these variables are given as

follows:

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4.1.1 Socio-personal characteristics

This section includes the socio-personal characteristics of the respondents

which is associated with dependent variables and may influence their perceptions.

However, some socio-personal characteristics of respondents were identified

namely age, caste, education, type of family, size of family, farming experience

and social participation. The findings on socio-personal characteristics are

presented in Table 4.1.

4.1.1.1 Age

Age of the head of household can be used to capture farming experience

that might often mean better perception, access to information and knowledge. The

data regarding age of the respondents are presented in Table 4.1. It shows that

majority of the respondents (47.50%) belonged to middle age group (46-60 years),

whereas, 33.75 and 18.75 per cent of them belonged to young age (35-45 years)

and old age (more than 60 years), respectively.

It can be concluded from data that most of the interviewed respondents

were middle aged, while, around one third of them were belonged to young age

followed by old aged. This reflected that respondents in study area were much

experienced, which may help them to better adaptation against climate change. The

findings are in line with results of Shiferaw and Holden (1998), Kumar and

Narayana Gowda (1999), Maddison (2006), Nhemachena and Hassan (2007),

Deressa et al. (2009) and More (2000).

4.1.1.2 Caste

The data presented in Table 4.1 shows the distribution of respondents

according to their caste. It indicates that most of the respondents (85.83%)

belonged to other backward class, followed by 6.67, 4.17 and 3.33 per cent of them

belonged to general, scheduled caste and scheduled tribe category, respectively. On

the basis of above findings it can be revealed that study area is dominated with

other backward class. The findings are in line with the findings of Rathi (2004) and

Kulshrestha et al. (2010).

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Table 4.1: Distribution of respondents according to their socio-personal characteristics

Characteristics Frequency Percentage

Age Young (30-45 years) 81 33.75 Middle (46-60 years) 114 47.50 Old (More than 60 years) 45 18.75

Caste Schedule Caste (SC) 10 4.17 Schedule Tribe (ST) 8 3.33 Other Backward Class (OBC) 206 85.83 General 16 6.67

Education Illiterate 13 5.42 Up to Primary 57 23.75 Up to Middle 65 27.08 Up to High & Higher Secondary 85 35.42 Up to Degree & Above 20 8.33

Type of Family Nuclear 104 43.33 Joint 136 56.67

Size of Family Small Family (< 5 Members) 40 16.67 Medium family (5-8 Members) 116 48.33 Large family (> 8 Members) 84 35.00

Farming Experience Up to 20 Years 65 27.08 21 to 40 Years 140 58.33 More Than 40 Years 35 14.58

Social Participation No participation 04 1.67 Member of one organization 37 15.42 Member of two organizations 139 57.91 Member of more than two organisations 28 11.67 Office bearer 32 13.33

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4.1.1.3 Education

Higher level of education is believed to be associated with access to

information on improved technologies and higher productivity. Farmers with

higher levels of education are more likely to adapt better to climate changes. The

data presented in Table 4.1. reveals that among respondents, 35.42 per cent were

educated up to high & higher secondary level, whereas, 27.08 and 23.75 per cent

were educated up to middle and primary level, respectively. Fewer respondents

(8.33%) were reported they educated up to degree & above and only 5.42 per cent

of the respondents were illiterate.

The findings revealed that most of the respondents of study area were high

& higher secondary passed followed by middle and primary school passed. The

above results are broadly supported by Norris and Batie (1987), Smith and Lenhart

(1996), Igoden et al. (1990), Maddison (2006), Deressa et al. (2009) and

Akponikpe et al. (2010).

4.1.1.4 Type of family

A family may be classified in two categories nuclear and joint. Nuclear

family is the social institution consisting of married man and woman with their

children living together under same roof and sharing a common hearth. Joint

family is the social institution consisting of several related individual families,

especially those of a man and his sons residing in a single large dwelling. The data

regarding type of family (Table 4.1) indicate that about 57 per cent of the

respondents were residing as joint family, whereas, 43 per cent of them as nuclear

family. It indicates that respondents in study area were residing in the villages in

nuclear as well as joint families. Above findings is in line with the results of Ingle

et al. (1999).

4.1.1.5 Size of Family

It is assumption that large family size is normally associated with a higher

labour endowment, which would enable a household to accomplish various

agricultural tasks.

The data in Table 4.1 reveals that majority of the respondents (48.33%)

were having 5 to 8 members in their family, whereas, 35.00 and 16.67 per cent of

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the respondents reported they had more than 8 members and less than 5 members

in their family. Similar findings were reported by Karjagi (2006) and Yirga (2007).

4.1.1.6 Farming Experience

Experience is directly associated with the chronological age of

respondents, old aged may have more experiences than younger one. Experience

helps an individual to think in a better way and makes a person more mature to

take right decision. Respondents who had 15 or more than 15 years of farming

experience were selected for present study.

It can be observed from Table 4.1 that about 58 per cent of the

respondents had 21 to 40 years of farming experience followed by about 27 and 15

per cent of them reported that they had up to 20 years and more than 40 years of

farming experience. From the above findings it can be said that respondents were

enough experienced in agriculture which might be helpful for the present study.

Similar findings were also reported by Kebede et al. (1990), Sumathi and

Annamalai (1993) and Maddison (2006).

4.1.1.7 Social Participation

As human beings are known as social elements they can’t survive unless

being a part any social organisation prevailing in the village. Countries with well

developed social organisations are considered to have greater adaptive capacity

than those with less effective organisational arrangements.

It can be depicted from the Table 4.1 that majority of the respondents

(57.91%) were member of two organisation, whereas, 15.42 and 11.67 per cent

respondents were member of one organisation and more than two organisations,

respectively. Among the respondents about 13 per cent were office bearers in

various organisations. Fewer respondents (1.67%) had no participation in any of

the social organisation.

Participation of respondents in various organisations given in Fig. 4.1

revealed that 63.8, 44.6, 22.9 and 14.6 per cent of respondents participated

regularly in organisations Cooperative society, gram sabha, village panchayat and

school, respectively. Whereas, 48.8, 32.1 and 7.9 per cent of the respondents

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Fig.

4.1

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participated occasionally in organisations gram sabha, cooperative society and

cultural groups, respectively. About 92, 90, 81, 79 and 74 per cent of respondents

had never participated in SHGs, youth clubs, cultural groups, school and village

panchayat, respectively. Above findings is in line with the Khan et al. (1997),

Kumar (2001), Jasudkar (2000) and Gaikwad (2000).

Thus, from the data presented in Table 4.1 and Fig. 4.1 and above

discussions, it can be concluded that respondents belonged to middle age group

high and higher level of education, belonged to other backward class category,

residing in joint family between 5 to 8 family members having farming experience

of 21 to 40 years, member of two organisations with regular participation in

cooperative society and gram sabha.

4.1.2 Socio-economic characteristics

Socio-economic characteristics of the respondents are very important to

determine the impact of climate change on agriculture, thus, important variables

those may influence the perceptions of the respondents and are directly associated

with impact of climate change are considered in this section. Selected variables are

sequentially arranged and presented under following subheads:

4.1.2.1 Land holding

The number of standard acres/hectares of land owned and cultivated by

each respondent family was considered in determination of their size of land

holding. The economic and social position of respondents in the society depends

upon the size and fertility of the land in his/her possession. The data in Table 4.2

clearly indicates that 37.92 per cent of the respondents were possessing 1.1 to 2 ha

of land and belonged to small farmers category, while, 28.33 and 23.75 per cent of

the respondents belonged to medium farmers (2.1 to 4 ha) and marginal farmers

(up to 1.0 ha) category. Only 10 per cent of the respondents were having more than

4 ha (big farmers) of land.

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Table 4.2: Distribution of respondents according to their land holding

Category of Farmers Frequency Percentage

Marginal farmer (Up to 1.0 ha) 57 23.75

Small farmer (1.1 to 2.0 ha) 91 37.92

Medium farmer (2. 1 to 4 ha) 68 28.33

Big farmer (More than 4 ha) 24 10.00

Thus, it can be stated that more than 60 per cent of the respondents

belonged under marginal and small farmers’ category occupying 1 to 2 ha of land.

The above finding is in concurrence with the findings of Suresh (2004) and Karjagi

(2006).

4.1.2.2 Irrigation

The economic activity of the respondents in Chhattisgarh is closely

linked to the natural resource base and they are dependent on agriculture for their

livelihood. In Chhattisgarh, only 30 per cent of total cultivable area is irrigated in

kharif season, out of which only 27 per cent area is irrigated by tube well and rest

of the area is irrigated by canal or other seasonal sources. It clearly indicates that

most of the agriculture in Chhattisgarh is dependent on monsoon rainfall, therefore

it is highly sensitive to changes in climatic conditions, especially in the absence of

irrigation facilities. Irrigation potential was selected because of the assumption that

places with more potentially irrigable land are more adaptable to adverse climatic

conditions and access to water for irrigation increases the resilience of farmers to

climate variability.

4.1.2.2.1 Availability of Irrigation

Availability of irrigation is directly related with the production and

productivity of crops grown by the respondents. Also area coverage in rabi season

is linked with availability of irrigation.

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Table 4.3 indicates that about 76 per cent of the respondents were having

irrigation facilities, out of which about 40 per cent of them had irrigation

availability for kharif season only followed by 28.42 and 31.69 per cent of them

were having irrigation availability for both kharif & rabi and round the year,

respectively. As for as per cent irrigated area is concerned, about 36 per cent of the

respondents said that only 25 to 50 per cent of their total land was irrigated,

whereas, 30.42 and 20.00 per cent of them mentioned that irrigation was available

for more than 75 per cent and 0 to 25 per cent of their total land.

It can be concluded that majority of the respondents were having irrigation

facility only for kharif season and 0 to 50 per cent of their total land was irrigated.

Similar findings were also reported by Khan (2001).

Table 4.3: Distribution of respondents according to availability of irrigation

Particulars Frequency Percentage

Availability of irrigation

Not available 57 23.75

Available 183 76.25

Only Kharif 73 39.89

Kharif and Rabi 52 28.42

Round the year 58 31.69

Irrigated area

0 to 25% 48 20.00

25 to 50% 86 35.83

50 to 75% 33 13.75

More than 75% 73 30.42

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4.1.2.2.2 Source wise irrigation availability

Table 4.4 shows source wise irrigation availability of the respondents. Out

of the total 583.70 ha land of the respondents only 49.88 per cent was irrigated by

different sources in kharif season. However, out of the total irrigated land (291.15

ha) of the respondents about 40 per cent land was irrigated by tube well only

followed by about 34 and 17 per cent by tube well & canal and canal only,

respectively.

Table 4.4: Distribution of respondents according to availability of irrigation and source wise irrigated area among the respondents

Season/SourcesFrequency Area (ha)

N % Area %

Kharif

Unirrigated 57 23.75 292.55 50.12

Irrigated 183 76.25 291.15 49.88

Tubewell only 69 37.70 116.84 40.13

Tubewell and canal 38 20.77 97.98 33.65

canal only 47 25.68 50.04 17.19

Tubewell & Tank 3 1.64 5.54 1.90

Canal & Nala 4 2.19 3.02 1.04

Tubewell & Nala 7 3.83 4.91 1.69

Nala only 10 5.46 6.78 2.33

Tank only 5 2.73 6.03 2.07

Total 240 100 583.70 100

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4.1.2.2.3 Season wise crops grown

Paddy is the principle crop of Chhattisgarh and contribute major share in

national paddy production that’s why State is popularly known as “bowl of paddy”.

Most of the agriculture is dependent on monsoon rainfall, which is vulnerable to

changing climatic conditions and variability. Due to lacking of assured irrigation in

rabi area under second crop is only one third of total cultivated land.

Table 4.5: Season wise crops grown by respondents with average area and productivity

Season/Crop

No. of Farmers Area (ha)

% in Total cropped area

Productivity(qha-1)

I* UI* I UI I UI I UI

Kharif

Paddy 183 146 277.61 275.99 47.56 47.28 43.85 37.18

Pigeon pea 07 19 3.36 6.73 0.58 1.15 6.25 5.00

Soybean 08 11 5.68 7.40 0.97 1.27 13.45 7.20

Vegetables 08 03 2.72 0.86 0.47 0.15 - -

Others 05 07 1.78 1.57 0.30 0.27 - -

RabiSummer Paddy 68 00 66.60 0.00 11.41 0.00 51.23 0.00

Wheat 59 26 46.40 1.60 7.95 0.27 14.93 13.75

Gram 86 26 71.86 27.06 12.31 4.64 8.90 7.30

Lathyrus 18 64 11.33 33.47 1.94 5.73 6.03 5.10

Vegetable 27 06 13.00 1.74 2.23 0.30 - -

Others 19 08 9.82 2.51 1.68 0.43 6.05 4.18

ZaidMoong 06 00 4.00 0.00 0.69 0.00 5.50 2.50

Urd 02 00 0.80 0.00 0.14 0.00 5.00 2.50

Til 01 00 0.80 0.00 0.14 0.00 5.00 -

Vegetable 08 00 2.86 0.00 0.49 0.00 - -

* Based on multiple responses (Total cropped area = 583.70 ha)

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Season wise crops grown by respondents are given in Table 4.5. It can be

observed that based on the multiple responses, out of total 183 respondents were

growing paddy in irrigated condition and 146 of them were growing paddy in un-

irrigated condition. In rabi season, 86, 68 and 59 respondents were growing gram,

summer paddy and wheat in irrigated condition, whereas, each 26 respondents

were growing gram and wheat in un-irrigated condition, respectively. Lathyrus was

grown by 64 respondents in un-irrigated condition.

With regards to crop wise irrigation availability (Table 4.5), out of total

cultivated area (583.70 ha) paddy was cultivated in 47.56 per cent of area in

irrigated condition and 47.28 per cent of area in un-irrigated condition. In rabi

season 12.31, 11.41 and 7.95 per cent of total area were cultivated under gram,

summer paddy and wheat in irrigated condition, respectively. While, 5.73 and 4.64

per cent of area were cultivated by lathyrus and gram in un-irrigated condition,

respectively.

As for productivity of crops, it is obvious from the data given in Table 4.5

that respondents produced 43.85 qha-1 of paddy in irrigated condition and 37.18

qha-1 of paddy in un-irrigated condition. However, in rabi, respondents produced

14.93, 8.90 and 6.03 qha-1 of wheat, gram and lathyrus in irrigated condition,

respectively. Productivity of crops wheat, gram and lathyrus was 13.75, 7.30 and

5.10 qha-1 in case of un-irrigated condition, respectively.

Thus, it can be concluded from the above findings that almost all the

respondents grow paddy in kharif season in irrigated as well in un-irrigated

condition. Area of other crops like pigeon pea, soybean, vegetables etc. is nominal

in kharif season. In rabi season major crops are grown in irrigated condition accept

lathyrus.

4.1.2.3 Occupation

Occupation of the respondents is the main source of earning for their

livelihood and fulfills necessary requirements. In the study area almost every

respondent depend on agriculture for their livelihoods. In is an assumption that

who are having more than one occupation in addition to agriculture more capable

to adjust themselves against adverse effect of climate change.

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Table 4.6: Distribution of respondents according to their occupation

Occupation Frequency Percentage

Agriculture 58 24.16

Agriculture + Labour 82 34.17

Agriculture + Service 23 9.58

Agriculture + Service + Labour 42 17.50

Agriculture + Business + Service + Labour 19 7.92

Agriculture + Business + Service +

Labour/Others 16 6.67

The respondents with irrigation for only kharif season and possessing small

size of land holding were employing themselves in other activities in addition to

agriculture for their occupation. The data presented in Table 4.6 clearly shows that

agriculture was the main occupation of the respondents and 24.16 per cent of them

were engaged in agriculture alone. About 34 per cent of them were doing

agriculture along with labour, whereas, 17.50 per cent were engaged in agriculture

along with service and labour. Nearly 10 per cent of the respondents were

practicing agriculture along with service as their main occupation followed by

about 8 per cent of them were engaged in agriculture along with business, service

& labour. Similar findings were also reported by Patange et al. (2001) and

Jhamtani et al. (2003).

4.1.2.4 Annual Income

The sum of total earnings from all the sources in particular year is

termed as annual income. As agriculture is main source of income of the

respondents and the implementation of new agricultural technologies requires

sufficient financial wellbeing. With income and resource limitations, farmers fail

to meet transaction costs necessary to acquire adaptation measures and at times

farmers cannot make beneficial use of the available information they might have.

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The data pertaining to annual income of the respondents is given in Table

4.7. Majority of the respondents were having low annual income between Rs.

75001 to 150000/-, whereas, 22.50 and 18.33 per cent were having medium and

very low annual income. Only about 6 per cent of the respondents belonged to very

high (more than Rs. 450000/-) annual income group category. The findings are

supported with the findings of Karjagi (2006), Knowler and Bradshaw (2007) and

Binkadakatti (2008).

Table 4.7: Distribution of respondents according to their annual income

Income Frequency Percentage

Very low (Up to Rs. 75000) 44 18.33

Low (Rs. 75001 to 150000) 96 40.00

Medium (Rs. 150001 to 300000) 54 22.50

High (Rs. 300001 to 450000) 32 13.33

Very high (More than Rs. 450000) 14 5.83

Income and expenditure Pattern

The income of the respondents from various sources and its average

contribution are presented in Fig. 4.2. Agriculture was main source of income and

the average annual income of respondents was Rs. 87534.62/-. Out of the total

income respondents earned 68 per cent from agriculture only in which contribution

of kharif crop income was 46 per cent, while, rabi and zaid crop were contributing

20 and 2 per cent of total income, respectively. Labour work, agriculture labour

and service were next important source of earning contributing 9, 8 and 7 per cent

in total income, respectively. Only 2 per cent of the total income was contributed

by livestock. Similar findings were reported by Khan (2001).

With regards to expenditure pattern of the respondents the data presented in

Fig. 4.2 reveals that 31 per cent of their total income was spent for food materials

and 26 per cent expenditure from total income was incurred for agriculture

purpose, whereas, expenditure on festival/social functions, disaster management

and medicines was 8, 6 and 5 per cent, respectively. Only 6 per cent of the total

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Average Income Rs. 87534.62

Fig. 4.2: Income and expenditure patterns of respondents

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income was saved by the respondents. On entertainment, livestock and fuel 2 per

cent expenditure was incurred for each. Very less amount (1%) was spent for crop

insurance by the respondents. Similar results were reported by Khan (2001).

4.1.2.5 Access to Credit

Acquisition of credit is main practice of the respondents to recuperate from

adverse circumstances due to uneven climatic conditions. Access to affordable

credit increases their ability and flexibility to change production strategies in

response to the forecasted climate conditions. Availability of credit eases the cash

constraints and allows them to buy inputs such as fertilizer, improved crop

varieties, and irrigation facilities. Easily access to credit helps the farmers to

purchase the required inputs that may influence the extent of adoption of the

farmers and adaptation towards adverse effect of climate change.

The credit acquisition patterns of the respondents are given in Table 4.8.

The data reveals that majority of the respondents (87.08%) had acquired credit, out

of which 72.73 per cent had obtained credit from cooperative society, whereas,

15.31 per cent of them had obtained credit from bank as well as cooperative

society.

Almost equal number of respondents about 29, 28 and 27 per cent were

obtained credit in range of Rs. 25001- 50000/-, up to 25000/- and Rs. 50001 to

75000/-, respectively. Only 16.27 per cent of the respondents had acquired credit

more than Rs. 75000/-.

The respondents obtained credit for various purposes, in which majority of

the respondents (82.77%) obtained credit as crop loan followed by 10.53 and 6.70

per cent of them were obtained credit for farm implements and other purposes,

respectively.

Majority of the respondents (66.51%) had repaid their credit in kind while

selling their produce like paddy in cooperative society, whereas, 18.18 and 15.31

per cent of them had repaid their credit as cash and cash as well as kind,

respectively.

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Table 4.8: Credit acquisition pattern of the respondents

Particulars Frequency Percentage

Credit acquired (n = 240)

No 31 12.92

Yes 209 87.08

Source of credit (n = 209)

Co-operative society 152 72.73

Bank + Co-operative 32 15.31

Bank 11 5.26

Other sources 14 6.70

Amount of credit (n = 209)

Up to Rs. 25000 58 27.75

Rs. 25001 – Rs. 50000 61 29.19

Rs. 50001 – Rs. 75000 56 26.79

More than Rs. 75000 34 16.27

Purpose of credit (n = 209)

Crop loan 173 82.77

Farm implement 22 10.53

Other purpose 14 6.70

Mode of repayment (n = 209)

Cash 139 66.51

Kind 38 18.18

Cash + Kind 32 15.31

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4.1.2.6 Availability of farm implements

With reducing labour forces, use of implements in agriculture is only

solution for timely operation of cultivation practices. Availability of farm

implement may help farmers to change their farm practices according to short term

climatic variability. The data availability of farm implements is presented in Table

4.9. It indicated that most of the respondents (82.92%) were having between 1 to 4

implements for their cultural operations, while, 13.75 per cent of them were having

between 5 to 8 implements. About 2 per cent of the respondents had possessed

more than 8 implements, whereas, 1.25 per cent of the respondents reported that

they did not have any of the farm implement.

Also respondents were asked for item wise availability of farm

implements as shown in Fig. 4.3. Among the respondents only 17.5 per cent were

having their own tractor and 66.7 per cent of them used tractor in hire basis for

their form operations. Only 3 per cent of the respondents possessed seed drill,

whereas, about 61 per cent said that they harvested their paddy crop using

harvester in hire basis. About 38 per cent of the respondents were having their own

diesel pump and sprayer/duster was possessed by majority of the respondents

(74.6%). Equal numbers of respondents (2.5%) were having rotovator and reaper,

while, very few respondents (1.3%) each said that they had drip system and power

tiller.

Thus, it can be concluded from above discussions that among

respondents the availability of farm implement is very less and they are dependent

in hired implements for their farm operations.

Table 4.9: Distribution of respondents according to their availability of farm implements

Availability of farm implements Frequency Percentage

Not available 03 1.25

1-4 Implements 199 82.92

5-8 Implements 33 13.75

> 8 Implements 05 2.08

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4.1.2.7 Distance to market

Market is the place where buying of agriculture inputs and selling of

agriculture produces are taken place among large number of buyers and sellers.

Distance to market is taken as variable in accordance with availability of

agriculture inputs. Distance to market is directly correlated with availability of

agriculture inputs, lesser the distance means easier they get.

Table 4.10 shows the distribution of respondents according to their

distance to market for seasonal farm inputs. It can be observed that 36.25 per cent

of the respondents were getting farm inputs from the market within 3 to 5 km of

distance followed by 30 per cent of them were getting inputs within the village.

Nearly 14 per cent of the respondents had input markets within 2 km, whereas,

about 9 per cent of them said that they used to travel more than 8 km for

agriculture inputs.

The availability of farm inputs shown in Fig. 4.4 indicates, 43.3, 42.9

and 27.5 per cent of respondents said that manure & fertilizer, improved seed and

insecticide/pesticide/weedicide were easily available for them, respectively.

Insecticide/pesticide/weedicide, manure & fertilizer, improved seeds and small

farm implements were available with difficulty for 67.5, 53.3, 46.3 and 40.0 per

cent of respondents, respectively. Similar findings were reported by Maddison

(2006) and Arya (2010).

Table 4.10: Distribution of respondents according to their distance to market for seasonal farm inputs

Distance to market for seasonal agriculture inputs Frequency Percentage

Within village (0 km) 72 30.00

Up to 2 km 34 14.17

3 km to 5 km 87 36.25

6 km to 8 km 26 10.83

More than 8 km 21 8.75

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4.1.2.8 Crop insurance

Crop insurance provides security to the farmers from unexpected loss of

crops due to natural calamities. Farmers compelled for compulsory insurance while

purchasing inputs from cooperative society but they are not getting remunerative

benefits from it.

Table 4.11: Distribution of respondents according to their crop insuranceinstitution

Crop insurance Frequency Percentage

Nil 52 21.66

From private institution 04 1.67

From government institution (Compulsory

insurance) 178 74.17

From government & private institution 06 2.50

The data in Table 4.11 shows that majority of the respondents (74.17%)

insured their crop from cooperative society (government institution) as compulsory

insurance. Nearly 22 per cent of the respondents didn’t take crop insurance policy

from any of the institution, while, only 2.50 per cent of them insured their crop

from both government & private institution.

4.1.2.9 Socio-economic Status

Socio-economic status refers to the position of an individual and his family

occupies with reference to the prevailing social standard. With better socio-

economic status other resources farmers are able to change their management

practices in response to changing climatic condition. Table 4.12 shows the

distribution of respondents according to their socio-economic status. Majority of

the respondents (40.83%) belonged to lower class group followed by 36.25 per

cent of them belonged to lower middle class group. Whereas, 14.59 per cent of the

respondents were coming under medium class group and only 3.33 per cent of

them belonged to upper class group.

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Thus, it can be conclusively say that socio-economic status of most of the

respondents belonged within lower to lower middle class. Similar findings were

also reported by Oloruntoba and Fakoya (2000) and Rao and Rupkumar (2005)

Table 4.12: Distribution of respondents according to their socio-economic status

Socio-economic status Frequency Percentage

Lower class (Up to 9 score) 98 40.83

Lower middle class (10-18 score) 87 36.25

Medium class (19-27 score) 35 14.59

Upper middle class (28-36 score) 12 5.00

Upper class (More than 36 score) 08 3.33

4.1.3 Communicational characteristics

Communication is the process by which farmer can get information

regarding improved agriculture technologies and weather forecast. Weather related

information may help them in changing their farm operations according to climatic

conditions. Under this section various communicational characteristics of

respondents which were taken as variables are discussed.

4.1.3.1 Contact with extension personnel

With regards to contact of respondents with extension personnel, the

respondents were asked about their contact with six enlisted personnel (RAEO,

ADO, SMS, NGOs, Scientist and Input dealers) and compiled results are given in

Table 4.13. Majority of the respondents had low level of contact with extension

personnel, whereas, 37.08 and 6.25 per cent of them had medium and high level of

extension contact, respectively. Only 2.50 per cent of the respondents never

contacted with extension personnel.

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Table 4.13: Extent of contact of the respondents with extension personnel

Extent of contact Frequency Percentage

No contact 06 2.50

Low (Up to 4 score) 130 54.17

Medium (5-8 score) 89 37.08

High (More than 8 score) 15 6.25

Regarding contact with extension personnel (Fig. 4.5), 47.08 per cent of

the respondents contacted occasionally with Rural Agriculture Extension Officer

(RAEO) and 45.42 per cent had contacted regularly. About 68 per cent of the

respondents had never contacted with scientist, while, 29.58 and 2.50 per cent had

occasional and regular contact with them. Majority of the respondents (49.58%)

had regular contact with input dealers and 46.25 per cent of them contacted

occasionally. Almost all the respondents (93%) never contacted with Non

Government Organisation (NGO) functionaries. Above findings are in line with the

findings of Markad (1996), Dixit and Bhople (2001) and Rathod (2001).

4.1.3.2 Participation in extension activities

As for participation of respondents in extension activities a total of seven

extension activities were enlisted and asked about their participation in those

activities. The recorded data were compiled and presented in Table 4.14 and Fig.

4.6.

Table 4.14: Extent of participation of respondents in extension activities

Extent of participation Frequency Percentage

No participation 45 18.75

Low (1-4 score) 73 30.42

Medium (5-8 score) 83 34.58

High (9-12 score) 26 10.83

Very high (More than 12 score) 13 5.42

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The finding indicates that majority of the respondents (34.58%) were

having medium level of participation in extension activities followed by 30.42 per

cent had low level of extension participation. Nearly 19 per cent of the respondents

never participated in any of the extension activities. Only 10.83 and 5.42 per cent

of the respondents had high and very high level of participation in extension

activities.

The data in Fig. 4.6 reveals that about 53 and 51 per cent of respondents

participated occasionally in training programmes and demonstration, whereas,

20.42 and 12.08 per cent of them participated regularly in those programmes.

Regular participation in field visit (5.00%) was more as compare to field day

(4.58%). Only 7.92 per cent of the respondents regularly participated in kisan

mela, while 50.42 per cent had participated occasionally. Similar findings were

reported by Gupta (1999), Angadi (1999), Kumar (2004) and Anitha (2004).

4.1.3.3 Exposure to mass media

The respondents were asked about the mass media sources used by them

and compiled results are presented in Fig. 4.7. Majority of the respondents

(52.92%) regularly watched television, whereas, 42.92 per cent came under

occasional users of television. About 43 per cent of the respondents were regular

readers of news paper and more than 31 per cent of them were occasional readers.

Among the respondents regular listeners of radio were very less (3.75%), while,

nearly 9 per cent were occasionally listened radio. Hardly 12.08 per cent of the

respondents read agriculture articles in agricultural magazine, whereas, about 24

per cent of them read occasionally.

The overall extents of use of mass media sources of respondents was

determined and given in Table 4.15. Almost half of respondents were having low

level of use of mass media sources, whereas, 46.25 per cent had medium level of

use. Nearly 2 per cent were having high level of use, while, about 3 per cent of

them had never used any king of mass media. Shashidhar (2003), Kumar (2004)

and Nirban (2006) were also reported similar findings.

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Table 4.15: Distribution of respondents according to their extent of use of massmedia

Extent of use of mass media Frequency Percentage

Nil 07 2.92

Low (1-3 score) 117 48.75

Medium (4-6 score) 111 46.25

High (More than 6 score) 05 2.08

4.1.3.4 Access to weather forecast

Timely and accurate information related to weather forecast is very

important for the farmers in present scenario of changing climatic conditions. It is

needful that the weather forecasts often should correct, so that the farmers can

make agricultural decisions based on the weather forecasts. The respondents were

asked about sources utilized by them for gathering information on weather forecast

and results are depicted in Table 4.16 and Fig. 4.8.

The summation of scores obtained by respondents for frequency of use

and utility of information sources were considered to determine the extent of

utilization of information sources. It is apparent from Table 4.16 that majority

(55.83 %) of the respondents were having low level of utilization of information

sources for collecting weather information followed by 33.75 per cent of them had

reported medium level of utilization. The information sources were utilized highly

by very little (2.50%) number of respondents to collect weather information.

Table 4.16 : Extent of utilization of information sources for weather forecast

Extent of utilization Frequency Percentage

Nil 19 7.92

Low (1-12 score) 134 55.83

Medium (13-24 score) 81 33.75

High (More than 24 score) 06 2.50

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4.1.3.5 Utilization pattern of information sources for weather forecast

Various sources of information are being utilized by the respondents but

it cannot be necessarily say that they are getting relevant information timely.

Weather related information are gathering by most of the farmers by different

sources but how much of them are applying it in actual practice is a question. For

the purpose utilization pattern of respondents for gathering information related to

weather forecast was worked out and presented in Fig. 4.8. This can be discussed

on following heads:

Credibility of information sources

Information related to weather forecast were being collected by

respondents using different information sources. To know the credibility of those

sources data were recorded from the respondents and credibility index were

worked out (Fig. 4.8). The results revealed that among the respondents

friends/relatives/etc., newspaper, mobile and national TV channel were most

credible sources of information to collect weather related information with

credibility index of 76.54, 69.24, 65.48 and 60.54 per cent, respectively. The

credibility of other sources like radio, regional TV channel and extension

functionaries were 57.36, 51.52 and 47.52 per cent, respectively. The overall

credibility index value of all the information sources was 61.18 per cent.

Extent of use of information sources

Data regarding frequency of use of information sources for collecting

weather related information were recorded and worked out an index. The results

presented in Fig. 4.8 indicate that national TV channel, friends/relatives/etc.,

newspaper and regional TV channel were most frequently used information

sources for gathering weather related information with the extent of 61.46, 52.50,

49.17 and 28.13 per cent, respectively. Whereas, extension functionaries (11.67%),

radio (5.63%) and mobile (0.83%) were the information sources used with less

extent. The overall extent of use information sources was 29.91 per cent.

Extent of utility of information sources

All the information gathered from various information sources were not

utilized by the respondents. The data on utility of information provided by

information sources were recorded and the results are presented in Fig. 4.8. It

indicates that according to respondents the utility of information related to weather

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forecast were 39.30, 35.55 and 31.80 per cent for national TV channel,

friends/relatives/etc. and news paper, respectively. The utility of information were

19.30 and 8.47 per cent in case of regional TV channel and extension

functionaries. However, 19.80 per cent utility of information was reported by the

respondents with regards to overall utility.

Hence, it can conclusively say that friends/relatives/etc. and newspaper

were more credible among the respondents. More than half of them were using

those sources for gathering information but most of the respondents were not

applying it in their actual practice due to irrelevancy of weather related

information. Therefore, relevant and timely weather forecast is needed to build

trust among the respondents so that they can change their cultivation practices

according to changing climatic condition. Similar finding were also reported by

Athimuthu (1982), Jyothi (2000) and Luni et al. (2012).

4.1.3.6 Cosmopoliteness

Cosmopoliteness is the degree to which an individual is oriented outside

to his immediate social system. It provides outside exposure to the farmers that

may be beneficial for them to gather agricultural information. The data recording

cosmopoliteness of the respondents are given in Table 4.17 and Fig. 4.9. It can

inferred that majority of the respondents (37.91%) were having low level of

cosmopoliteness followed by 36.67 and 25.42 per cent of them were having

medium and high level of cosmopoliteness.

Further, Fig. 4.9 elucidates the frequency and purpose of visit of the

respondents at various places. It indicates that 29.58 per cent of the respondents

visited outside often of their social system for domestic/personal purpose followed

by 27.92 per cent visited often for agriculture purpose. Moreover, majority of the

respondents (32.50%) visited outside sometimes for agriculture purpose, whereas

32.08 and 31.25 per cent visited sometimes for entertainment and other purpose.

Thus, it can be concluded that nearly three fourth of the respondents

were having low to medium level of cosmopoliteness and nearly 60 per cent of

them visited often to sometimes for agriculture purpose. Similar results were also

reported by Shashidhar (2003) and Kumar (2004).

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Table 4.17: Distribution of respondents according to their cosmopoliteness

Cosmopoliteness Frequency Percentage

Low (Up to 4 score) 91 37.91

Medium (5 – 8 score) 88 36.67

High (More than 8 score) 61 25.42

4.1.4 Psychological characteristics

Based on the previous research studies and with the consultation of experts,

the variables which were found directly or indirectly related with the farmer’s

perception and adaptation of climate change were identified for the study. Further,

the data regarding various psychological traits were collected from the respondents

and compiled. The results are presented in Table 4.18.

4.1.4.1 Risk orientation

Risk orientation in the present study referred to the degree to which a

respondent is oriented towards risks and uncertainty due to changing climatic

conditions and has the courage to face various risks involved in farming and other

activities. The results compiled in the Table 4.18 clearly reveal that majority

(56.67%) of the respondents were having medium level of risk orientation,

whereas, 30.00 per cent and 13.33 per cent belonged to low and high category. The

findings are supported by the results reported by Ravishankar (1995), Sawant

(1999) and Bhagyalaxmi et al. (2003).

4.1.4.2 Innovativeness

Innovativeness is the socio-psychological orientation of an individual to get

linked or closely associated with change, adopting innovative ideas and practices

to minimize the adverse effect of climate change. It can be inferred from the Table

4.18 that 49.17 per cent of study area farmers were in the medium innovative

proneness category, while, 35 and 15.83 per cent of them were in low and high

innovativeness category, respectively. Raghupathi (1994) and Bhagyalaxmi et al.

(2003) were also reported similar findings in their study.

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Table 4.18: Distribution of respondents according to their psychological characteristics

Particulars Frequency Percentage

Risk orientation

Low (1 – 10 score) 72 30.00

Medium (11 – 20 score) 136 56.67

High (More than 20 score) 32 13.33

Innovativeness

Low (1 – 15 score ) 84 35.00

Medium (16 – 30 score) 118 49.17

High (More than 30 score) 38 15.83

Scientific orientation

Low (1 – 10 score) 79 32.92

Medium (11 – 20 score) 124 51.67

High (More than 20 score) 37 15.41

Decision making pattern

Low (1 – 10 score) 145 60.42

Medium Between (11 – 20 score) 37 15.41

High (More than 20 score) 58 24.17

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4.1.4.3 Scientific orientation

Scientific orientation refers to the degree to which a respondent is oriented

towards the use of scientific methods. The data in Table 4.18 shows that 51.67 per

cent of the respondents belonged to the medium scientific orientation category,

while, 32.92 and 15.41 per cent of them were found to have medium and high

scientific orientation, respectively. The findings are in partial accordance with the

findings reported by Sakharkar (1995) and Karpagam (2000).

4.1.4.4 Decision making pattern

The decision making pattern of a farmer is operationally defined as the

degree of weighing the available alternatives in terms of their desirability and their

likelihoods and choosing the most appropriate one for achieving maximum profit

on his farming. The results in Table 4.18 reveal that 60.42 per cent of the

respondents belonged to low decision making category followed by 24.17 and

15.41 per cent of respondents belonged to high and medium decision making

categories.

Decision making patterns of the respondents was operationalised according

to nature of the decision making (individual, joint or collective) that the farm

family has resorted to, while performing farming activities. As per the assumptions

collective decisions to have considered as better way of decision making to cope

with negative effect of climate change. The results in Fig. 4.10 indicate that almost

65 per cent of the respondents in each case had taken self decision for choice of

crop/its varieties and choice of cropping pattern/sowing method, whereas, nearly

29 per cent each had taken joint decision along with his wife for selling of

produces and determination of time for agriculture activities. About 34 per cent of

the respondents were indulge in taking collective decisions for application of

insecticide and pesticides followed by 30.42 and 27.08 per cent of them were

taking collective decision in case of determination of time for agriculture activities

and application of manure and fertilizers.

4.1.4.5 Awareness

As the understanding on global climate and its change is pre requisite to

take appropriate initiatives to combat climate change. Climate change with

expected long-term changes in rainfall patterns and shifting temperature zones are

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expected to have significant negative effects on agriculture, food security and

livelihood of the farmers. Most of the farming communities cannot classify the

term climate change but are well capable of describing changes in weather.

Table 4.19: Distribution of respondents according to their awareness about climatic variability

Particulars

Fully aware (%)

Somewhat aware (%)

Not aware at all (%)

Overall awareness

(%)Rank

Climate is getting warmer 54.58 40.42 5.00 74.79 IV

Weather has become unpredictable

52.50 42.08 5.42 73.54 V

Duration of seasons is changing

26.67 49.17 24.17 51.25 IX

Occurrence of extreme weather conditions

42.92 48.75 8.33 67.29 VI

Risk of crop failure has increased

70.00 25.83 4.17 82.92 I

Pollution is increasing in the atmosphere

65.00 30.00 5.00 80.00 II

Occurrence of natural disasters are increasing

55.42 41.67 2.92 76.25 III

Rainfall pattern has beenchanging

40.83 52.08 7.08 66.88 VII

Human and animal health problems are increasing

39.17 52.92 7.92 65.63 VIII

It can be observed from the Table 4.19 that majority of the farmers

(70.00%) were fully aware that risk of crop failure has increased due to climate

change, whereas, 65, 55.42, and 54.58 per cent of the farmers were fully aware

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about pollution is increasing in the atmosphere, occurrence of natural disasters are

increasing and climate is getting warmer, respectively. While, somewhat

awareness belonged to about 52.92, 52.08, 49.17 and 48.75 per cent of the

respondents for the phenomena viz. human and animal health problems are

increasing, rainfall pattern has been changing, duration of season is changing and

occurrence of extreme weather condition, respectively.

With regards to overall awareness for each phenomena, respondents

were more aware about risk of crop failure has increased (82.92%), pollution is

increasing in the atmosphere (80.00%) and occurrence of natural disasters are

increasing (76.25%) with the rank of I, II and III, respectively.

The level of awareness of the respondents about climate change is

presented in Table 4.20. It reveal that about 55 per cent of them were moderately

aware, whereas, 32.08 and 9.58 per cent farmers belonged to highly aware and

somewhat awareness category. Very few farmers (3.33%) were not aware about

phenomena due to climate change. Similar findings were also reported by Dietz et

al. (2007), Kotei et al. (2007), Aggarwal (2009) and Sharma (2010).

Table 4.20: Distribution of respondents according to their level of awareness about climate change

Level of awareness about climate change Frequency Percentage

Nil 08 3.33

Low (1 – 6 score) 23 9.58

Medium (7 – 12 score) 132 55.00

High (More than 12 score) 77 32.09

4.1.4.6 Vulnerability

Vulnerability to climate change is the extent to which a natural or social

system is susceptible to sustaining damage from climate change. Vulnerability is a

function of the sensitivity of a system to changes in climate, adaptive capacity and

the degree of exposure of the system to climatic hazards. While, it is increasingly

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accepted that the vulnerability of farmers due to climatic conditions cannot be

solely understood through the quantification of biophysical impacts, very few

studies in climate change indicates the social aspects of vulnerability to climate

change with an in depth examination of the underlying socio-economic and

institutional factors that determine how farmers respond to and cope with climate

hazards. This was a little effort to quantify farmer’s vulnerability due to climate

change and their coping mechanisms to mitigate its adverse effect.

The data on Table 4.21 explains the natural disasters faced by

respondents during last 15 years along with their coping mechanism. It indicate

that majority of the respondents (90.00%) had faced drought during last 15 years,

whereas, 89.58, 70.00 and 36.25 per cent had faced erratic rainfall, flooding and

storm/typhoon as disasters, respectively. Most of the farmers pointed that their

income and crop yield were reduced due to disasters faced by them with first rank.

Further, other major losses incurred due to disaster could be ordered sequentially

as house damaged, livestock lost, loss of business/services, loss of water sources,

family members harmed and rabi crop area reduced, respectively.

Whatsoever, various coping mechanism had been practicing by the

respondents to minimize losses caused by disasters. Among the respondents use of

savings, borrowing loan from various sources, government relief and aid, selling of

assets, selling of land and reduce consumption were the coping mechanisms used

by them to minimize losses by the disasters.

Table 4.22 demonstrates other disasters faced by the respondents. It reveals

that majority of the respondents (80.00%) had faced disease and pest out break

followed by 60.00, 59.58 and 55.00 per cent who had faced epidemic,

environmental pollution and theft/grazing, respectively. Types of losses incurred

due to disaster were income and yield reduced, family members harmed, livestock

lost, health problems and business/service lost accordingly ranked by the

respondents. Nevertheless, use of saving, borrowing loan, selling of assets, selling

of land, leased out land, government relief and aid and getting medical treatment

were common coping mechanisms to minimize losses caused by disasters.

116

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Tabl

e 4.

21: N

atur

al d

isas

ters

face

d by

resp

onde

nts d

urin

g la

st 1

5 ye

ars a

long

with

thei

r cop

ing

mec

hani

sms

Typ

e of

dis

aste

rR

espo

nden

ts w

ho

face

d di

sast

erT

ype

of d

amag

e/lo

ss%

*C

opin

g m

echa

nism

to m

inim

ize

loss

es

from

dis

aste

rFl

oodi

ng

168

Loss

of b

usin

ess/

serv

ice

16.6

7

Use

savi

ngs

(70.

00%

)In

com

e re

duce

d63

.69

Se

lling

of a

sset

sFa

mily

mem

bers

har

med

4.17

Lo

an/C

redi

tH

ouse

dam

aged

22.0

2

Red

uce

cons

umpt

ion

Yie

ld re

duce

d58

.33

G

over

nmen

t rel

ief a

nd a

idLi

vest

ock

loss

17.2

6

Mig

ratio

nEr

ratic

rain

fall

215

Loss

of b

usin

ess/

serv

ice

4.19

U

se sa

ving

s(8

9.58

%)

Inco

me

redu

ced

98.6

0

Selli

ng o

f ass

ets

Hou

se d

amag

ed9.

77

Loan

/Cre

dit

Yie

ld re

duce

d98

.60

R

educ

e co

nsum

ptio

nLi

vest

ock

loss

3.26

G

over

nmen

t rel

ief a

nd a

idLo

ss o

f wat

er so

urce

s 19

.53

M

igra

tion

Dro

ught

216

Loss

of b

usin

ess/

serv

ice

21.3

0

Use

savi

ngs

(90.

00%

)In

com

e re

duce

d99

.54

La

nd le

ase/

mor

tgag

eFa

mily

mem

bers

har

med

7.87

Se

lling

of l

and

Loss

of w

ater

sour

ces

28.7

0

Selli

ng o

f liv

esto

ckY

ield

redu

ced

98.1

5

Selli

ng o

f ass

ets

Live

stoc

k lo

ss44

.44

Lo

an/C

redi

tRa

bicr

op a

rea

redu

ced

22.2

2

Red

uce

cons

umpt

ion

G

over

nmen

t rel

ief a

nd a

id

Mig

ratio

nSt

orm

/Typ

hoon

87In

com

e re

duce

d83

.91

U

se sa

ving

s(3

6.25

%)

Fam

ily m

embe

rs h

arm

ed17

.24

Se

lling

of a

sset

sH

ouse

dam

aged

75.8

6

Loan

/Cre

dit

Yie

ld re

duce

d82

.76

G

over

nmen

t rel

ief a

nd a

idLi

vest

ock

loss

10.3

4*P

erce

ntag

e is

cal

cula

ted

from

the

resp

onde

nts a

ffec

ted

by p

artic

ular

dis

aste

r and

dat

a ar

e ba

sed

on m

ultip

le re

spon

ses

117

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Tabl

e 4.

22: O

ther

dis

aste

rs fa

ced

by re

spon

dent

s dur

ing

last

15

year

s alo

ng w

ith th

eir c

opin

g m

echa

nism

s

Typ

e of

dis

aste

rR

espo

nden

ts w

ho

face

d di

sast

erT

ype

of d

amag

e/lo

ss%

*C

opin

g m

echa

nism

to m

inim

ize

loss

es fr

om d

isas

ter

Dis

ease

and

pes

t ou

t bre

ak19

2In

com

e re

duce

d10

0.00

U

se sa

ving

s(8

0.00

%)

Fam

ily m

embe

rs h

arm

ed9.

37

Loan

/Cre

dit

Yie

ld re

duce

d97

.92

G

over

nmen

t rel

ief a

nd a

idLi

vest

ock

loss

5.48

Epi

dem

ic14

4In

com

e re

duce

d2.

08

Use

savi

ngs

(60.

00%

)Fa

mily

mem

bers

har

med

52.7

7

Selli

ng o

f lan

dY

ield

redu

ced

3.47

Se

lling

of l

ives

tock

Live

stoc

k lo

ss60

.42

Se

lling

of a

sset

s

Loan

/Cre

dit

The

ft/gr

azin

g13

2Lo

ss o

f bus

ines

s/se

rvic

e 6.

06

Use

savi

ngs

(55.

00%

)In

com

e re

duce

d92

.42

Se

lling

of a

sset

sY

ield

redu

ced

90.9

0

Loan

/Cre

dit

Env

ironm

enta

l po

llutio

n14

3In

com

e re

duce

d86

.71

U

se sa

ving

s(5

9.58

%)

Hea

lth p

robl

ems

35.6

6

Land

leas

e/m

ortg

age

Hou

se d

amag

ed12

.59

Se

lling

of l

and

Yie

ld re

duce

d83

.91

Fi

lterin

g of

drin

king

wat

erLi

vest

ock

loss

23.7

8

Mor

e pl

anta

tion

Con

tam

inat

ion

of ir

rigat

ion

and

drin

king

w

ater

30.0

6

Get

ting

med

ical

trea

tmen

t

*Per

cent

age

is c

alcu

late

d fr

om th

e re

spon

dent

s aff

ecte

d by

par

ticul

ar d

isas

ter a

nd d

ata

are

base

d on

mul

tiple

resp

onse

s

118

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The distribution of respondents according to extent of losses faced by

respondents due to the disasters is presented in Table 4.23. It illustrates that

majority of the respondents (68.5%) among those who faced disaster reported that

the loss caused by drought was to a great extent followed by 28.0, 26.5 and 25.2

per cent of them who faced disaster said that the losses caused by flooding, erratic

rainfall and storm/typhoon were to a great extent, respectively. Moreover, a

considerable per cent of respondents (59.4%), (59.0%) and (45.8%) had faced

losses with moderate extent from disasters viz. disease and pest outbreak, erratic

rainfall and epidemic, respectively. Furthermore, 83.3, 69.2 and 58.3 per cent had

faced losses with small extent from the disasters theft/grazing, environmental

pollution and flooding, respectively.

Table 4.23: Disasters faced by respondents along with extent of losses during last15 years

Type of disaster

FrequencyExtent of loss

Great Extent

Moderate Extent

Small Extent Nil

Flooding 168(70.0%) 47(28.0%) 23(13.7%) 98(58.3%) 72(30.0%)

Erratic rainfall 215(89.5%) 57(26.5%) 127(59.0%) 31(14.4%) 25(10.4%)

Drought 216(90.0%) 148(68.5%) 61(28.2%) 07(3.2%) 24(10.0%)

Storm/Typhoon 87(36.3%) 22(25.2%) 34(39.0%) 31(35.6%) 153(63.7%)

Disease and pest outbreak

192(80.0%) 25(13.0%) 114(59.4%) 53(27.6%) 48(20.0%)

Epidemic 144(60.0%) 34(23.6%) 66(45.8%) 44(30.5%) 96(40.0%)

Theft/grazing 132(55.0%) 06(4.5%) 16(12.1%) 110(83.3%) 108(45.0%)

Environmental pollution

143(59.6%) 25(17.5%) 19(13.3%) 99(69.2%) 97(40.4%)

*percentage is calculated from the respondents who faced disaster

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Table 4.24 explains the distribution of respondents according to their

extent of vulnerability due to disasters. It illustrates that majority of the

respondents (43.34%) fell under the category of low vulnerability, whereas, 37.08,

12.92 and 5.83 per cent of them were belonged to category of medium, very low

and high vulnerability. Only 0.83 per cent of the respondents were coming under

the category of very high vulnerability.

Table 4.24: Distribution of respondents according to their extent of vulnerability

Extent of vulnerability Frequency Percentage

Very Low (Up to 20%) 31 12.92

Low (21-40%) 104 43.34

Medium (41-60%) 89 37.08

High (61-80%) 14 5.83

Very High (More than 80%) 02 0.83

Hence, conclusively it can be say that most of the farmers are vulnerable to

climate change as they had faced various disasters during last 15 years. However,

they were able to cope with and to minimize losses caused by it by using several

coping mechanism. The above results are in line with the findings of Allen (2003),

Fischer et al. (2005), Thomas and Twyman (2005), Desalegn et al. (2006) and

Morton (2007).

4.2 Dependent variables

4.2.1 Perception of farmers about climate change

People’s perceptions are very much useful to establish the fact that the

particular region is facing direct or indirect problems in agriculture and other

activities due to climate change. Consequently, understanding the perception of

climate change by farmers is important as perception can shape the preparedness of

these actors to adapt and change their practices. The adoption and successful

implementation of new technology by farmers in their ecosystems depend on their

tendency to perceive and

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Table 4.25: Distribution of respondents according to their perception aboutclimatic variability

Climatic variabilityIncreased Decreased No change

F P F P F P

A. Rainy Season Timing of rain onset 179 74.58 32 13.34 29 12.08 Timing of rain cessation/offset 42 17.50 168 70.00 30 12.50 Season duration 14 5.83 178 74.17 48 20.00 Dry spell frequency 175 72.92 41 17.08 24 10.00 Rainy days frequency 20 8.33 201 83.75 19 7.92 Uneven distribution of rainfall 147 61.25 17 7.08 76 31.67 Total amount of precipitation 11 4.58 88 36.67 141 58.75 Cloudy weathers/cloudy days 123 51.25 26 10.83 91 37.92 Sunshine hours 25 10.42 123 51.25 92 38.33

B. Winter Season Starting of winter 165 68.75 09 3.75 66 27.50 Ending of winter 18 7.50 166 69.17 56 23.33 Intensity of cold 24 10.00 163 67.92 53 22.08 Minimum temperature in winter 184 76.67 45 18.75 11 4.58 Maximum temperature in winter 165 68.75 31 12.92 44 18.33 Winter duration 08 3.33 162 67.50 70 29.17 Number of cool days 03 1.25 181 75.42 56 23.33 Frequency of heavy fogged days 17 7.08 173 72.08 50 20.84 Winter rainy days 129 53.75 68 28.33 43 17.92

C. Summer Season Minimum temperature in summer 169 70.42 41 17.08 30 12.50 Maximum temperature in summer 182 75.83 31 12.92 27 11.25 Starting of summer 07 2.92 184 76.67 49 20.41 Ending of summer 141 58.75 22 9.17 77 32.08 Duration of season 179 74.58 19 7.92 42 17.50 Number of hot days 146 60.83 23 9.59 71 29.58 Intensity of loo 88 36.67 82 34.17 70 29.17 Prickly-heat during summers 154 64.17 38 15.83 48 20.00 Summer rainy days 40 16.67 141 58.75 59 24.58

D. Other Occurrences Air pollution 224 93.33 04 1.67 12 5.00 Occurrence/frequency of storm 126 52.50 73 30.42 41 17.08 Thunderbolt/thunderstorm 06 2.50 02 0.83 232 96.67

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react favorably towards changes in climate and environment. This study also tries

to quantify the people's perception on various seasonal climatic variability.

Findings on farmer’s perception regarding change in climate are presented

in Table 4.25. The results indicated that most of the respondents (74.58%)

perceived that the timing of rain onset has increased, whereas, about 73 per cent

were responded that dry spell frequency has increased in rainy season over the past

15 years. Additionally, more than 83 per cent of the respondents were reported that

rainy days frequency has decreased followed by season duration (74.17%) and

timing of rain cessation/offset. Furthermore, they have been experiencing no

change (58.75%) in total amount of precipitation over the past 15 years.

The results for winter season (Table 4.25) show a similar uniformity of

opinion across the sample. The majority of farmers (76.67%) believed that the

minimum temperature in winter season had increased followed by maximum

temperature in winter (68.75%) and starting of winter (68.75%). Decreasing trend

in number of cool days, frequency of heavy fogged days and ending of winter were

reported by 75.42, 72.08 and 69.17 per cent of the respondents, respectively.

Furthermore, about 76 per cent of the respondents said that maximum

temperature in summer has increased, while, nearly 75 per cent of them were

responded that duration of summer season has increased. In addition, majority of

the respondents (76.67%) observed that starting of summer has decreased, while,

58.75 per cent were reported summer rainy days has decreased. Almost all the

respondents (93.33%) were facing problem of air pollution. More than half of the

respondents looked increasing trend in occurrence of storm.

Table 4.26 elucidates extent of perception of the respondents about climatic

variability. It shows that majority of the respondents (61.25%) in study area

perceived high changes in climatic condition in rainy season due to changing

rainfall patterns like shifting of timing of rain onset & withdrawal, increasing trend

in dry spell frequency and decreasing trend in rainy days frequency.

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Table 4.26: Distribution of respondents according to their extent of perception about climatic variability

Extent of perception Frequency Percentage

Rainy season

Low (Up to 3 score) 19 7.92

Medium (4-6 score) 74 30.83

High (More than 6 score) 147 61.25

Winter season 0.00

Low (Up to 3 score) 24 10.00

Medium (4-6 score) 65 27.08

High (More than 6 score) 151 62.92

Summer season 0.00

Low (Up to 3 score) 21 8.75

Medium (4-6 score) 58 24.17

High (More than 6 score) 161 67.08

Other occurrences 0.00

Low (Up to 1 score) 46 19.16

Medium (1-2 score) 181 75.42

High (More than 2 score) 13 5.42

Overall perception

Low (Up to 10 score) 23 9.58

Medium (11-20 score) 75 31.25

High (More than 20 score) 142 59.17

Moreover, about 63 per cent of the respondents perceived high level of

changes in climatic condition in winter season because they felt that minimum &

maximum temperature in winter has increased and number of cool & heavy fog

days has decreased. Nearly 67 per cent of the respondents reported that high level

of changes occurred in summer season due to increasing trend in minimum &

maximum temperature, duration of season and number of hot days. Further,

medium level of changes perceived by majority of the respondents (75.42%) in

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other occurrences like air pollution, occurrence/frequency of storm and

thunderbolt/thunderstorm. With regards to overall perception of climate change

59.17 per cent of the respondents reported high level of overall change in climatic

condition, whereas, 31.25 and 9.58 per cent of them perceived medium to low level

of overall change in climatic condition.

In general, most people’s understanding of the underlying issues and causes

of climate change varies a lot, with some taking a more scientific approach and

others a more religious one. Some of the perceptions are unscientific, mainly

because many subsistence farmers, who are by definition often poorly educated,

resort to superstition to explain natural events because that is their only source of

‘information’. Similar findings were also reported by Bhushal et al. (2009),

Akponikpe et al. (2010), McSweeney et al. (2010), Johnsen and Aune (2011) and

Krishna et al. (2011).

4.2.2 Impact of climate change on agriculture and allied activitiesClimate change impacts and associated vulnerability are of particular

concern to developing countries, where large parts of the population depend on

climate sensitive sectors like agriculture for livelihood. Agriculture plays a

prominent role in the Indian economy. India is a land of small cultivators and about

80 per cent of its farmers owning less than 2 ha of land. In other words, the land

provides livelihood security for more than 50 per cent of the people. Scientific

evidence about the seriousness of the climate threat to agriculture and allied

activities is now unambiguous, although the exact magnitude is uncertain because

of the complex interactions and feedback processes in the ecosystem and in the

economy. So farmers’ perspectives are equally important to quantify the climate

change impacts on agriculture and allied activities. Impact of climate change at the

local level is difficult to assess due to lack of data and poor understanding of

microclimate. Most of the farming communities cannot classify the term climate

change but are well capable of describing changes in weather and its impact.

Farmers were asked about changes occurred in agriculture and allied activities

according to their past experiences as impact of long term climate change and

sudden changes performed by them in agriculture operations due climatic

variability as impact of short term climate change.

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4.2.2.1 Impact of long term climate change

Long term climate change has been not only affecting the growth and

quality of various crops but also its effects could be clearly seen in the activities of

the farmers other than agriculture. From a food security perspective, India as whole

and state like Chhattisgarh particularly is arguably the most vulnerable region to

many adverse effects of climate change due to a very high reliance on rainfed

agriculture for basic food security and economic growth, and entrenched poverty.

Climate change is certain to amplify these vulnerabilities given projections of

warming temperatures. The present study was an attempt to document the farmers’

perception on impact of long term climate change on agriculture and allied

activities as per their farming experiences of 15 years or more.

4.2.2.1.1 Impact of long term climate change on agriculture

Table 2.27 reveals the impact of long term climate change on agriculture.

As per the past experiences, majority of the respondents (86.25%) agreed that due

to climate change, investment in agriculture has increased. This is mainly due to

more infestation of insects & diseases on crops and more expenses on irrigation

water. Moreover, 82.92, 82.08 and 79.59 per cent of them said that cropping

pattern has changed, use of traditional crop varieties decreased and climate change

has reduced traditional irrigation sources like pond, respectively. It might be due to

fluctuations in rain onset, heat stress, longer dry seasons, uncertain rainfall and

changing patterns of rainfall. A total of 75.00 per cent key informant believed that

there was drastically conditions getting favorable to flourish weeds/

insects/diseases, whereas, 71.67 per cent agreed that population of rodent like rat

has increased in recent past years due to climatic conditions have been supportive

to its growth and 67.91 per cent of the farmers said that new species of seasonal

weeds seen in recent years due to climate change.

Almost half of the respondents believed that due to climate change area of

some crops like minor millets, sesame, pigeon pea, maize, jowar etc. in kharif and

linseed, lathyrus, lentil etc. in rabi has decreased, on the other hand 33.75 per cent

of them were disagreed with that. The results of the impact of long term climate

change observed in the present study are similar to the earlier studies of Pearce et

al. (1996), Kinuthia (1997), FAO (2005) and Bhushal et al. (2009).

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Table 4.27: Perception of respondents about impact of long term climate change on agriculture

Statement Agree (%)

Can’t say (%)

Disagree (%)

Area of some crops (like minor millets, sesame, pigeon pea, maize, jowar etc. in kharif and linseed, lathyrus, lentil etc. in rabi) has decreased

48.33 17.92 33.75

Use of traditional crop varieties decreased 82.08 12.50 5.42

Changes occurred in flowering and fruiting time of crops

48.33 32.50 19.17

Cropping pattern has changed 82.92 15.83 1.25

Population of rodent like rat has increased 71.67 22.50 5.83

Some insects have extinct and some have been getting adapted with changing climatic condition

67.09 29.16 3.75

New species of seasonal weeds seen in recent years

67.91 27.50 4.59

Conditions getting favorable to flourish weeds/insects/diseases

75.00 20.00 5.00

Investment in agriculture has increased 86.25 12.08 1.67

Traditional irrigation sources like pond has reduced

79.59 14.16 6.25

Level of ground water has decreased 63.75 29.16 7.09

4.2.2.1.2 Impact of long term climate change on allied activities

The results of analysis examining the impact of long term climate change

on allied activities depicted in Table 4.28. The results revealed that majority of

respondents (86.30%) agreed, over the past 15 years migration of birds and

animals has increased due to climate change, while, 82.92 per cent believed that

climate change has increased drudgery of farmers/farm women. A significant

majority of respondents (82.51%) agreed that drinking water availability decreased

due to climate change. Though drinking water has decreased in summer due to

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changing pattern of rainfall resulting more runoff, local people said that they were

facing more drought periods resulting decrease in ground water level. It was also

perceived by a substantial percentage of respondents that the change in climate has

resulted in scarcity of fodder in the area, increased human health problems and air

pollution.

Table 4.28: Perception of respondents about impact of long term climate change on allied activities

Statement Agree (%)

Can’t say (%)

Disagree (%)

Species of some animal and bird has extinct 67.97 21.33 10.70

Scarcity of fodder in the area 80.42 17.91 1.67

Behavioral changes and adverse effect on health of livestock 60.00 29.17 10.83

New fish species found and old species have extinct in rivers 60.42 38.33 1.25

Investment on physical facilities increased 68.75 12.92 18.33

Human health problems are increasing 72.92 25.41 1.67

Migration of birds and animals has increased 86.30 9.58 4.12

Drinking water availability decreased 82.51 10.41 7.08

Air pollution are increasing 71.67 28.33 0.00

Water pollution are increasing 51.66 47.92 0.42

Drudgery of farmers/farm women has increased 82.92 7.50 9.58

However, it was surprising to note that 68.75 per cent of the respondents perceived that due to climate change investment on physical facilities increased, there life style have improved. Those who agreed that extinct of some animal and bird species has resulted due to climate change and new fish species found and old

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species have extinct in rivers due to climate were 67.97 and 60.42 per cent, respectively.

Similar findings were also reported by Rischkowsky et al. (2004), Arya (2010), Bhushal et al. (2009), Pettengell (2010) and Owusu-Sekyere et al. (2011).

Furthermore, overall impact of long term climate change was determined by summed up the scores of farmers’ perception on impact of long term climate change on agriculture and allied activities. Findings of farmers’ perceptionregarding overall impact of long term climate change are presented in Table 4.29.The results indicated that nearly 37 per cent of the respondents perceived mediumlevel of overall impact of long term climate change, while, 34.17 and 29.17 per cent of the respondents reported high to low level of overall impact of long term climate change on agriculture and allied activities.

Table 4.29: Perception of respondents about overall impact of long term climatechange

Impact of long term climate change Frequency Percentage

Low (Up to 22 score) 70 29.17

Medium (23-44 score) 88 36.67

High (More than 44 score) 82 34.17

4.2.2.1.3 Impact on various crops grown by respondents

Farmers are the best judge of their own concerns and they alter their farm

operations to get adapted with changing climatic conditions by new technological

interventions. Selection of crops and its varieties are dependent on prevailing

climatic conditions and recourses available with them.

This study further assessed farmers' perception on impact of long term

climate change on various crops grown by the farmers. Table 4.30 shows that

paddy was dominant crop of study area which was grown by 100 per cent of the

respondents 15 years back and unchanged at present only per cent area covered

might be differ little bit. With regards to various varieties grown by respondents

there was drastic change in 15 years, local varieties like Gurmatia, Mundaria,

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Kanthbhulaw, Nankeshar, Bhejri, Asamchudi etc. were grown by 86.25 per cent of

the respondents 15 year back which has confined to only 1.67 per cent of the

respondents with varieties like Gurmatia, Nankeshar, Asamchudi etc. at present.

As for improved varieties of paddy, Safari was most preferred variety 15 years

back which was grown by about 89 per cent of respondents followed by Kranti

(36.25%), IR-36 (30.42%) and Culture (17.50%), at present time, area of these

varieties has replaced by Swarna (88.33%), MTU-1010 (70.00) and Mahamaya

(55.83). Swarna has been preferably growing by farmers in low land, whereas,

MTU-1010 and Mahamaya has been growing in mid land and up land as well with

some extent at present time. Replacement of paddy varieties was mainly due to

technological advancement with changing climatic conditions.

In kharif season other than paddy, crops like kodo (minor millet), pigeon

pea, sesame and moong/urd were grown by 28.33, 17.50, 16.25 and 13.75 per cent

of the respondents 15 years back which has reduced at present by 0.00, 10.83, 1.67

and 2.08 per cent, respectively. Only soybean growers were in increasing trend

during previous 15 years. The decrement in number of growers of above

mentioned crops was mainly because most of the farmers converted their suitable

lands into paddy fields by making big bunds to store run off waters in fear of

insufficient rainfall and to make efficient use and take full advantage of the

prevailing water and temperature conditions in this changing scenario of climate.

In rabi season drastic change was occurred in number of lathyrus grower

farmers which was reduced from 55.00 to 34.17 per cent during last 15 years.

Lathyrus is cultivated by farmers as relay crop in matured paddy fields in rainfed

condition. At present declining moisture content at the time of harvesting of paddy

is main reason behind the decrement of lathyrus growers. These findings are in

partial accordance with those reported by Bhushal et al. (2009), Pande and

Akermann (2010), Kemausuar et al. (2011) and Sorhang and Kristiansen (2011).

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Table 4.30: Impact of long term climate change on various crops grown by respondents

Season/Crops

15 years back Season/Crops

At present time Change

DirectionRespondents (%)

Respondents (%)

Kharif Kharif Paddy 100.00 Paddy 100.00

Local varieties (Gurmatia, Mundaria, Kanthbhulaw, Nankeshar, Bhejri, Asamchudi etc. )

86.25

Local varieties(Gurmatia, Nankeshar, Asamchudi etc.) 1.67 -

Scented varieties (Dubraj, Rani kajar, Luchai, Lohandi, Tulsimala etc. )

20.00

Scented varieties (Dubraj, Vishnu bhog, Badsah bhog, Tulsimala etc.)

5.00 -

Improved varieties Improved varieties Swarna 9.58 Swarna 88.33 + Safari 89.17 MTU-1010 70.00 Mahamaya 2.08 Mahamaya 55.83 + Culture 17.50 Hybrid 17.08 IR-64 12.08 IR-64 5.83 - IR-36 30.42 IR-36 13.33 - Kranti 36.25 HMT 13.33

Others (Falguna, Shyamla, Masuri etc.)

4.12

Others (BPT, Karma masuri, Bamleshwari, Samleshwari, 1001 etc.)

5.24

Kodo (Minor millets) 28.33 Kodo (Minor millets) 0.00 -

Pigeon pea 17.50 Pigeon pea 10.83 - Sesame 16.25 Sesame 1.67 - Soybean 4.17 Soybean 7.92 + Moong/Urd 13.75 Moong/Urd 2.08 - Rabi Rabi Lathyrus 55.00 Lathyrus 34.17 - Wheat 22.50 Wheat 26.25 + Gram 41.17 Gram 46.67 + Summer paddy 0.00 Summer paddy 20.00 + Linseed 30.00 Linseed 3.75 - Lentil 14.17 Lentil 7.50 -

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4.2.2.2 Impact of short term climate changeIndia’s agriculture is more dependent on monsoon from the ancient periods.

Any change in monsoon trend drastically affects agriculture. To study about the

impact of short term climate change on various cultural operations of paddy and

area covered under different kharif & rabi crops, the time of arrival of monsoon

and the amount of precipitation in kharif were undertaken, further the data were

collected from the farmers accordingly.

4.2.2.2.1 Impact on area under various varieties of paddy

For paddy, the cultivation period is the basic condition for planning its

production, which is decided by the climate conditions and the rice variety. Among

several agricultural climate conditions, temperature and arrival of monsoon are the

critical factor in deciding the rice cultivation period and selection of its variety. In

general, rice is a kharif season crop and when the monsoon arrives early or late, the

area available with farmers for cultivating different rice varieties changes for

adapting to the changing climatic conditions.

The data regarding area covered under various varsities of paddy according

to arrival of monsoon is given in Table 4.31. It clearly indicates that in case of

timely (15 June) arrival of monsoon, long duration variety Swarna (145 days) was

grown in about 174.44 ha of land out of 553.70 ha of total land of farmers in study

area that was increased up to 210.32 ha when monsoon arrived early and decreased

up to 145.48 ha when it arrived late with change per cent of (+) 20.57 and (-) 16.60

in comparison to normal, respectively. Area of medium duration (120-125 days)

varieties MTU-1010 and Mahamaya were 136.35 ha and 83.54 ha that were

decreased by 9.01 & 9.83 per cent and increased by 8.32 & 10.99 per cent with

respect to early and late arrival of monsoon, respectively. While, short duration

(90-95 days) varieties like Purnima and Annapurna were grown by farmers in

about 5.28 ha and 3.13 ha of their land which were decreased by 43.18 & 100.00

per cent in case of early arrival of monsoon and increased by 70.27 & 51.44 per

cent in case of late arrival of monsoon, respectively.

It can be concluded from above discussions that area under long duration

varieties of paddy increases with early arrival of monsoon and decreases with late

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arrival of monsoon. On the other hand area under medium and short duration

varieties decreases with early arrival of monsoon and increases with late arrival of

monsoon.

Table 4.31: Impact of short term climate change on area under various varieties of paddy

Varieties N

Arrival of Monsoon

Normal (ha)

Early(ha)

Change (%)

Late(ha)

Change (%)

Swarna 212 174.44 210.32 + 20.57 145.48 - 16.60

MTU-1010 168 136.35 124.07 - 9.01 147.69 + 8.32

Mahamaya 134 83.54 75.33 - 9.83 92.72 + 10.99

Hybrid 41 26.52 21.69 - 18.21 26.52 0.00

HMT 32 17.58 18.38 + 4.55 16.91 - 3.81

IR-36 32 54.58 51.79 - 5.11 58.50 + 7.18

Purnima 10 5.28 3.00 - 43.18 8.99 + 70.27

Annapurna 05 3.13 0.00 - 100.00 4.74 + 51.44

Others 43 52.18 49.02 - 6.06 52.05 - 0.25

Total cropped area = 553.70 ha

4.2.2.2.2 Impact on area under various crops

Farmers change their farming operations in response to numerous farm

risks and uncertainty due to dependency of farming on climatic conditions. Various

studies inferred that diversification is identified as a best coping strategy that has

evolved to deal with both expected rainfall uncertainty and evolving within season

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fluctuations in rainfall. The need for diversifying agricultural activities is

increasingly recognized by farmers.

Table 4.32 presents data regarding impact of short term climate change on

area under various crops grown by respondents in kharif and rabi season. The data

recorded were based on past experiences of respondents in case of normal, deficit

or surplus rainfall in monsoon. It can be revealed from data that all the farmers

were growing paddy in almost all of their cultivable land in kharif, a little portion

of area (about 4-6%) was covered under other crops like pigeon pea, soybean,

vegetable, etc. Farmers were growing paddy in 553.60 ha out of 583.70 ha of total

cultivable land which was decreased up to 550.81 ha and increased up to 556.23 ha

with change of -0.50 and +0.48 per cent in case of deficit and surplus precipitation

in kharif. This is mainly due to most of the up land farmers divert for low water

requiring crops like pigeon pea, soybean, moong, urd, til etc. in rainfed condition.

A fluctuation in total amount of precipitation in kharif mainly affected the

area covered under different crops in rabi season. Lathyrus was major effected

crop in rabi season which was grown as relay crop in matured paddy field to utilize

excess moisture in rainfed condition. In case of deficit rainfall in kharif, area

covered under Lathyrus crop was decreased by 49.51 per cent and increased by

55.63 per cent when amount of precipitation was surplus.

Furthermore, data reveal that gram was most liking crop of the study area

in rabi season and because of low water requirement comparing to other crops, its

area increased by 18.46 per cent and decreased by 29.15 per cent with deficit and

surplus amount of precipitation, respectively. This is mainly because farmers divert

for wheat and vegetable in irrigated condition and for lathyrus crops in rainfed

condition in case of surplus precipitation. Due to high water requiring attribute of

the crops like wheat and vegetables, area under cultivation was decreased with

deficit amount of precipitation and increased with surplus amount of precipitation

in kharif season. Similar findings were reported by Adger et al. (2003), Orindi and

Eriksen (2005), Nhemachena and Hassan (2007) and Cooper et al. (2008).

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Table 4.32: Impact of short term climate change on area under various crops

Season/CropN

Amount of Precipitation

Normal(ha)

Deficit(ha)

Change (%)

Surplus(ha)

Change (%)

Kharif

Paddy 240 553.60 550.81 -0.50 556.23 0.48

Pigeon pea 26 10.09 11.15 10.51 9.13 -9.51

Soybean 19 13.08 14.24 8.87 11.76 -10.09

Vegetables 11 3.58 3.12 -12.85 3.92 9.50

Others 12 3.35 4.38 30.75 2.66 -20.60

Total cropped area 583.70 583.70 00.00 583.70 00.00

Rabi

Summer paddy 48 41.60 37.42 -10.05 45.26 8.80

Lathyrus 82 44.80 22.62 -49.51 69.72 55.63

Gram 132 123.92 146.80 18.46 87.80 -29.15

Wheat 85 48.00 27.50 -42.71 68.90 43.54

Vegetables 33 14.74 13.24 -10.18 18.86 27.95

Others 27 12.33 11.17 -9.41 14.56 18.09

Total cropped area 285.39 258.75 -9.33 305.10 6.91

4.2.2.2.3 Impact on infestation of weeds, insects and diseases in paddy crop Incidence of weeds, insects and diseases is most severe in study area due to

favorable climatic conditions, multiple cropping and availability of alternate host throughout the year. Its development is strongly dependent upon the temperature, humidity and rainfall fluctuations. Any change in them, depending upon their base value, they can significantly alter the scenario, which ultimately may result in yield loss. Any small change in temperature and rainfall in region can result in changed

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virulence as well as appearance of new insects and diseases. Likewise, crop-weed competition may be affected, depending upon their crop behaviour.

The present study also recorded the responses of farmers as per their past experiences regarding infestation of weeds, insects and diseases on paddy crop according to arrival of monsoon and presented in Table 4.33. It can be revealed from the data that Echinicloa colonum was reported as major weed of paddy by 110 out of 240 respondents of study area in case of normal arrival of monsoon,which get more favorable conditions for its infestation with early arrival as reported by 226 respondents with change of +105.45 per cent. Its infestation getsdecreased with late arrival as only 41 respondents faced it was major weed of paddy. Infestation of weed like Cyperus spp. was drastically increase with late arrival of monsoon as reported by 83 respondents against 16 and 9 respondents in case of normal and late arrival. Severity of weed like Ischeamum rugosum and Agropyron repens was increased with early arrival and decreased with late arrival of monsoon. According to respondents they observed more infestation of some of the weeds like Fimbristylis mileaceae and Commelina benghalensis in both the cases of early and late arrival but it get more favorable conditions in case of late arrival.

With regards to insects, BPH/GLH was reported as major insect of paddy by 106 respondents when monsoon arrived in its normal time as against 170 and 67 respondents in case of late and early arrival with change of (+) 60.38 and (-) 36.79 per cent, respectively. Majority of the respondents (205) said that paddy crop gotmore infested with insect like leaf folder in case of late arrival of monsoon and its infestation was negligible when monsoon arrives earlier. No change of infestation of stem borer was occurred with respect to arrival of monsoon as almost similar number of respondents reported that stem borer was major insect of paddy in all three conditions. Respondents perceived that population of insects like dragon fly and army worm had decreased with early arrival and decreased with late arrival of monsoon.

As for infestation of disease in paddy crop, it was reported by respondents that disease like blast and leaf blight was major problem in paddy for 138 and 125respondents in case of late arrival as against 58 and 13 respondents in case of early arrival of monsoon, respectively. No change in infestation of false smut was reported by respondents with time of arrival of monsoon. Above findings are in

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line with the findings of Food and Agriculture Organisation (FAO) in (2007),Jianchu et al. (2007), SAGUN (2009) and Sharma (2010).

Table 4.33: Impact of short term climate change on infestation of weeds, insects and diseases in paddy crop

Particulars

Arrival of Monsoon

Normal EarlyChange

(%) LateChange

(%)

Weeds

Echinicloa colonum 110 226 + 105.45 41 - 62.73

Alternenthra triendra 103 52 - 49.51 102 - 0.97

Ischeamum rugosum 70 81 + 15.71 66 - 5.71

Fimbristylis mileaceae 8 21 + 162.50 36 + 350.00

Cyperus spp. 16 9 - 43.75 83 + 418.75

Commelina benghalensis 21 32 + 52.38 48 + 128.57

Agropyron repens 45 63 + 40.00 38 -15.56

Others (Cynodon, Portulaca etc.)

31 31 0.00 28 - 9.68

Insects

Stem borer 65 61 - 6.15 67 + 3.08

BPH/GLH 106 67 - 36.79 170 + 60.38

Leaf folder 27 5 - 81.48 205 + 659.26

Gundhi bug 21 21 0.00 15 - 28.57

Dragon fly 12 7 - 41.67 73 + 508.33

Army worm 18 12 - 33.33 43 + 138.89 Disease

Blast 67 58 - 13.43 138 + 105.97

Leaf blight 45 13 - 71.11 125 + 177.78

False smut 44 46 + 4.55 45 + 2.27

Sheath blight 14 11 - 21.43 17 + 21.43

Neck blast 10 10 0.00 12 + 20.00

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4.2.2.2.4 Impact on other selected cultural operations of paddy

Most of the cultural practices of paddy in rainfed condition depend upon

the arrival of monsoon and farmers alter their practices accordingly. Further,

farmers were asked about the changes they perform in other selected cultural

operations of paddy according to time of arrival of monsoon and presented in

Table 4.34.

It elucidates that out of 240 respondents of study area 127 respondents

performed more than three ploughing if monsoon arrived in its normal time, which

was decreased up to 92 and 67 respondents with change of (-) 27.56 and (-) 47.24

per cent in case of early and late arrival of monsoon, respectively. Majority of the

respondents shifted from more than three ploughing to less than 3 ploughing to 3

ploughing in both the cases of early and late arrival of monsoon. When monsoon

arrived earlier than normal, farmers had tendency to reduce ploughing to take

advantage of early moisture and in case of late arrival they were compelled to

reduce ploughing to save time.

As for method of sowing was concerned variation were found in number of

farmers according to arrival of monsoon. With early arrival of monsoon number of

farmers of lehi method increased by (+) 177.36 per cent and farmers of line sowing

method decreased by (-) 66.67 per cent. On the contrast with late arrival number of

farmers of transplanting method decreased by (-) 13.64 per cent, whereas, lehi

method and line sowing method farmers increased by (+) 20.75 and (+) 13.33 per

cent, respectively.

Data regarding area covered under different method of sowing as per

arrival of monsoon is given in Table 4.34. It indicate that in case of early monsoon

area under broadcasting/biasi method decreased from 332.00 ha to 276.77 ha and

area under line sowing method decreased from 18.57 ha to 5.23 ha with change per

cent of (-) 16.64 and (-) 71.84, this decrement of area mainly shifted in lehi method

and transplanting method with change per cent of (+) 311.52 and (+) 8.87,

respectively. In case of late monsoon area under transplanting method decreased

by (-) 19.05 per cent, which was mainly shifted in lehi method, line sowing method

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and broadcasting/biasi method with change per cent of (+) 55.35, (+) 46.15 and

(+) 4.81, respectively. Lehi method of sowing was in increasing trend in both the

cases but it was most preferred practice in case of early arrival of monsoon with

more per cent in number and area.

Farmers also change quantity of seed required for sowing in per unit area

(1 ha) with fluctuations in arrival of monsoon. Out of total 229 broadcasting

farmers 198 farmers applied seed in recommended quantity which was reduced by

174 and 103 farmers with change per cent of (-) 12.12 and (-) 47.98 with early and

late arrival of monsoon, respectively. Among the respondents a total of 27 farmers

applied seed more than recommended which was increased with change per cent of

(+) 88.89 and 351.85 in case of early and late arrival of monsoon, respectively.

A total of 176 transplanting farmers, 158 applied seed in recommended

dose which decreased up to 132 and 79 in case of early and late arrival of

monsoon, this decrement was mainly shifted in group of farmers who were

applying seed with increased rate. In short it can be say that majority of farmers

increase seed rate with late arrival of monsoon in both the method of sowing.

Biasi is main practice in broadcasting method of sowing. Out of 229 biasi

farmers 183 performed biasi in proper time when monsoon arrives timely, but in

case of early arrival it increased up to 209 farmers and which was decreased up to

158 farmers with late arrival of monsoon. Among the respondents 42 farmers

performed biasi delayed which was decreased with early arrival and increased with

late arrival by (-) 52.38 and (+) 52.38 per cent, respectively. With regards to weed

control hand weeding increased (+ 11.93%) and chemical weeding deceased

(-20.18%) with early arrival of monsoon. On the contrary chemical weeding

decreased with early arrival and increased with late arrival of monsoon.

It can be concluded from the above discussions more than three ploughing

is common practice of farmers which is reduced in both the cases. Lehi method of

sowing is mostly preferred by farmers in case of early arrival of monsoon and they

apply more seed rate in case of late arrival of monsoon.

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Table 4.34: Impact of short term climate change on other selected cultural operations of paddy

Cultural practices

Arrival of Monsoon

Normal Early Change (%) Late Change

(%)

Land preparation (n = 240 ) < 3 ploughing 16 31 + 93.75 82 + 412.50 3 ploughing 97 117 + 20.62 91 - 6.19 > 3 ploughing 127 92 - 27.56 67 - 47.24

Method of sowing (n = 240 ) Broadcasting/Biasi method 229 225 - 1.75 232 + 1.31 Transplanting method 176 186 + 5.68 152 -13.64 Lehi method 53 147 + 177.36 64 + 20.75 Line sowing method 30 10 - 66.67 34 + 13.33 SRI method 13 12 - 7.69 14 + 7.69

Method of sowing (Area in ha ) Broadcasting/Biasi method 332.00 276.77 - 16.64 347.96 + 4.81 Transplanting method 180.72 196.75 + 8.87 146.31 - 19.05 Lehi method 16.93 69.67 + 311.52 26.30 + 55.35 Line sowing method 18.57 5.23 - 71.84 27.14 + 46.15 SRI method 5.38 5.18 - 3.72 5.90 + 9.67

Seed rateBroadcasting (n = 229 ) Recommended 198 174 - 12.12 103 - 47.98 Reduced 04 04 00.00 04 0.00 Increased 27 51 + 88.89 122 + 351.85

Transplanting (n = 176) Recommended 158 132 - 16.46 79 - 50.00 Reduced 04 06 + 50.00 03 - 25.00 Increased 14 38 + 171.43 94 + 571.43

Biasi (n = 229) In proper time 183 209 + 14.21 158 - 13.66 Earlier 04 00 - 100.00 07 + 75.00 Delayed 42 20 - 52.38 64 + 52.38

Weed control Hand weeding 109 122 + 11.93 87 - 20.18 Chemical weeding 12 06 - 50.00 25 + 108.33 Hand & Chemical weeding 119 112 - 5.88 128 + 7.56

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4.3 Coping mechanism/adaptation to climate change

Coping mechanism/adaptation is the ability of farmers to respond and

adjust against actual or potential impacts of changing climate conditions on crop in

ways that cause moderate harm or takes advantage of any positive opportunities

that the climate may afford. It includes policies and measures to reduce expected

harmful impacts of climate variability and extremes, and the strengthening of

adaptive capacity. They should include local actions taken by the farmers

themselves in response to changing market or environmental conditions. The

process of adaptation includes learning about risks, evaluating response options,

creating the conditions that enable adaptation, mobilizing resources, implementing

adaptations, and revising choices with new learning.

Most studies assessing the potential effects of climate change on agriculture

are regional or national and yet adaptation is place-based and needs the use of

place-specific strategies. This study therefore examined how rural smallholder

farmers in different selected study area perceive the effects of changes in climatic

variables, and how they have adjusted their farming practices to cope with the

changes in climate. The research revealed that, the coping strategies (adaptation

options) adopted by farmers to sustain adverse effect imposed on paddy production

by climate change can be categorized into crop management strategy, soil fertility

strategy, land preparation strategy and farm size strategy or diversification of crop.

Further, we collected data from the farmers and investigated actual farm-level

coping strategies and documented how paddy farmers cop with extreme conditions

generated by excess or deficit/no rainfall during various stages of crop. The

specific methods embedded in each of these strategies are elaborated below.

4.3.1 Coping mechanism in paddy against excess rainfall

Table 4.35 illustrates farmers coping mechanism in paddy, as an adaptation

to excess rainfall the majority of respondents delayed sowing dates. This change in

sowing date was adopted by 68.33 per cent of the farmers in study area. The

majority of farmers (67.91%) were opted late harvesting in case of excess rainfall

at the time of maturity of crop.

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Table 4.35: Distribution of respondents according to their coping mechanism

against excess rainfall

Coping mechanism Frequency Percentage

Late sowing 164 68.33

Double sowing 53 22.08

Use of short duration varieties 149 62.08

Sowing by lehi method 132 55.00

Increase broadcasting method of sowing 09 3.75

Prepare more seedlings than required 23 9.58

Sowing without ploughing 8 3.33

Increase seed rate 28 11.67

Purchasing of seedlings 12 5.00

Transplanting by thinning dense field 08 3.33

Gap filling 46 19.17

Prepare channels inside the field to drain excess water 38 15.83

Application of potash 06 2.50

Late harvesting 163 67.91

Put harvested paddy (Karpa) on bunds for drying 128 53.33

Turn harvested paddy (Karpa Palatna) several timesfor drying

99 41.25

Keep harvested paddy (Karpa) on big size of stubbles 28 11.67

Trailing of harvested paddy (Karpa katar) to save from excess water

18 7.50

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According to data in Table 4.35, majority of the informants (62.08%) believed that use of short duration varieties might be beneficial if there was excessrainfall at the time of sowing of paddy. Sowing by lehi method, put harvested paddy (Karpa) on bunds for drying, turn harvested paddy (Karpa palatna) several times for drying, double sowing and gap filling were cited by 55.00, 53.33, 41.25, 22.08 and 19.17 per cent of the respondents as a core strategy to deal with excessrainfall during various stages of crop period, respectively.

Other coping mechanisms were mentioned by some of the farmers to deal with excess rainfall which may be profitable to the whole farming community if successful. A quite number of farmers believed in preparation of channels inside the field to drain excess water, keeping harvested paddy (Karpa) on big size of stubbles and prepare more seedlings than required.

The disparity of adoption of these strategies clearly indicates the need to test their effectiveness of their efforts and available resource with them to cop against these circumstances.4.3.2 Coping mechanism in paddy against deficit rainfall

No rainfall during sowing of crop land becomes dry and difficult to plough, and lack of precipitation hinders seed cultivation and germination of cultivated seeds. Even weeks delay in the onset of rain and long dry spells in between the various stages of crop cultivation was found to have significant difference on the harvest and has deprivation of households’ livelihood due low productivity of crop.

Table 4.36 presents coping mechanisms actually adopted by the respondents against deficit rainfall during various stages of paddy cultivation. As an adaptation to deficit rainfall at the time of sowing majority of the farmers(70.41%) delayed sowing dates, whereas, 54.58, 49.17 and 24.17 per cent of the respondents cited that they increase seed rate, use short duration varieties and use different varieties for sowing, respectively. Use dry seeding method (30.41%), crop diversification (15.83%), increase broadcasting method of sowing (12.92%), use of line sowing method (10.83%), and transplanting of young aged seedlings(3.75%) were the main coping strategies used by the respondents in study area to reduce the risk of crop failure.

Soil water management and arrangement of irrigation is very crucial in case of deficit rainfall. Furthermore in Table 4.36, it was mentioned by 42.50 per cent of the farmers that they were dependent on canal for irrigation, while, 31.25 per

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Table 4.36: Distribution respondents according to their coping mechanism against deficit rainfall

Coping mechanism Frequency Percentage

Late sowing 169 70.41

Sowing of different varieties 58 24.17

Use dry seeding method 73 30.41

Increase seed rate 131 54.58

Transplanting of young aged seedlings 09 3.75

Use of short duration varieties 118 49.17

Increase broadcasting method of sowing 31 12.92

Use of line sowing method 26 10.83

Crop diversification 38 15.83

Change the dose of N & P 07 2.92

Application of FYM to increase water holding capacity

13 5.42

Purchasing of water for irrigation 08 3.33

Dependent on canal for irrigation 102 42.50

Irrigation from storage water tank by diesel pump

75 31.25

Weeding without biasi/Delayed biasi 45 18.75

Use crop insurance 11 4.58

Late harvesting 08 3.33

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cent of them arranged irrigation water from storage water tank by using diesel pump. However, 18.75 per cent of the respondents used to weeding without biasi or delayed biasi, 5.42 per cent believed in application of FYM to increase water holding capacity, while, equal number of farmers (2.92%) change dose of Nitrogenous (N) and Phosphoric (P) fertilizers to accelerate vegetative growth of crop and to increase water holding capacity of soil, respectively.

4.4 Relationship between dependent and independent variables

Determination of relationship between dependent and independent

variables might help the identification of explanatory variables to describe in better

way the farmer’s perception about climate change and its impact on agriculture and

allied activities. Correlation and linear regression analysis were worked out to find

out the nature and extent of relationship between dependent and selected

independent variables. Accordingly the results are presented and discussed under

following categories.

4.4.1 Correlation analysis among independent and dependent variables

To determine the degree and nature of relationship and direction of

association among independent and dependent variables a correlation analysis were

worked out and presented in the form of correlation matrix in Table 4.37. Out of

twenty four independent variables taken in the study, eighteen variables like Age

(X1), Educational status (X2), Farming experience (X4), Social participation (X5),

Land holding (X7), Irrigation (X8), Annual income (X10), Annual expenditure

(X11), Distance to market (X12), Socio-economic status (X13), Crop insurance

(X14), Sources of information (X15), Contact with extension personnel (X17),

Cosmopoliteness (X19), Awareness (X20), Innovativeness (X22), Scientific

orientation (X23), Risk orientation (X24) were highly and positively significantly

correlated with perception of farmers about climate change (Y1) at 0.05 level of

probability.

In case of impact of climate change twenty variables like Age (X1),

Educational status (X2), Farming experience (X4), Social participation (X5), Land

holding (X7), Irrigation (X8), Annual income (X10), Annual expenditure (X11),

Distance to market (X12), Socio-economic status (X13), Crop insurance (X14),

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Tabl

e 4.

37:C

orre

latio

n m

atrix

of s

elec

ted

inde

pend

ent a

nd d

epen

dent

var

iabl

es

X1

X2

X3

X4

X5

X6

X7

X8

X9

X10

X11

X12

X13

X14

X15

X16

X17

X18

X19

X20

X21

X22

X23

X24

Y1

Y2

X1

1.00

-0.2

3*0.

25*

0.91

*-0

.15*

0.12

0.13

*-0

.05

-0.1

10.

080.

09-0

.03

-0.0

90.

00-0

.18*

-0.2

2*-0

.12

-0.0

3-0

.10

0.12

0.14

*-0

.18*

-0.2

2*-0

.21*

0.33

*0.

36*

X2

1.00

-0.0

5-0

.24*

0.31

*-0

.24*

0.32

*0.

23*

0.15

*0.

34*

0.32

*0.

36*

0.45

*0.

40*

0.55

*0.

60*

0.37

*0.

27*

0.37

*0.

54*

0.00

0.52

*0.

57*

0.55

*0.

25*

0.35

*X

31.

000.

19*

-0.0

10.

21*

0.04

0.02

0.01

0.17

*0.

20*

0.10

0.16

*0.

06-0

.14*

-0.1

20.

04-0

.04

0.06

-0.0

20.

22*

-0.0

5-0

.05

-0.0

40.

05-0

.01

X4

1.00

-0.1

8*0.

080.

16*

-0.0

6-0

.05

0.11

0.12

0.04

-0.1

20.

04-0

.16*

-0.2

2*-0

.09

-0.0

3-0

.08

0.11

0.16

*-0

.16*

-0.2

2*-0

.19*

0.30

*0.

33*

X5

1.00

-0.0

40.

36*

0.16

*0.

000.

29*

0.31

*0.

33*

0.79

*0.

25*

0.41

*0.

39*

0.35

*0.

22*

0.38

*0.

35*

-0.1

5*0.

35*

0.42

*0.

31*

0.19

*0.

31*

X6

1.00

-0.1

8*-0

.04

-0.1

6*-0

.16*

-0.1

4*-0

.25*

0.09

-0.1

8*-0

.24*

-0.2

5*-0

.23*

-0.0

8-0

.16*

-0.1

8*0.

15*

-0.2

4*-0

.23*

-0.2

6*-0

.09

-0.1

6*X

71.

000.

090.

13*

0.77

*0.

78*

0.50

*0.

43*

0.55

*0.

38*

0.38

*0.

41*

0.12

0.50

*0.

44*

-0.0

40.

55*

0.49

*0.

43*

0.26

*0.

42*

X8

1.00

0.18

*0.

13*

0.14

*0.

15*

0.39

*0.

22*

0.25

*0.

29*

0.11

0.13

*0.

18*

0.15

*0.

000.

13*

0.20

*0.

14*

0.18

*0.

19*

X9

1.00

0.11

0.11

0.21

*0.

13*

0.30

*0.

17*

0.23

*0.

15*

0.12

0.20

*0.

090.

020.

18*

0.19

*0.

22*

0.05

0.03

X10

1.00

0.98

*0.

48*

0.38

*0.

46*

0.38

*0.

38*

0.47

*0.

13*

0.54

*0.

44*

0.04

0.60

*0.

53*

0.50

*0.

34*

0.43

*X

111.

000.

49*

0.40

*0.

46*

0.39

*0.

38*

0.46

*0.

14*

0.55

*0.

45*

0.05

0.60

*0.

53*

0.49

*0.

33*

0.43

*X

121.

000.

34*

0.42

*0.

45*

0.44

*0.

49*

0.23

*0.

56*

0.46

*0.

010.

53*

0.51

*0.

50*

0.23

*0.

42*

X13

1.00

0.33

*0.

43*

0.44

*0.

37*

0.21

*0.

40*

0.42

*-0

.06

0.43

*0.

51*

0.38

*0.

27*

0.38

*X

141.

000.

36*

0.40

*0.

38*

0.16

*0.

41*

0.45

*0.

000.

47*

0.45

*0.

44*

0.22

*0.

37*

X15

1.00

0.73

*0.

57*

0.63

*0.

55*

0.58

*-0

.06

0.56

*0.

58*

0.56

*0.

26*

0.38

*X

161.

000.

45*

0.56

*0.

50*

0.53

*-0

.05

0.57

*0.

57*

0.53

*0.

110.

35*

X17

1.00

0.24

*0.

66*

0.55

*-0

.12

0.65

*0.

62*

0.63

*0.

31*

0.42

*X

181.

000.

27*

0.33

*0.

000.

21*

0.25

*0.

20*

0.09

0.21

*X

191.

000.

53*

0.03

0.67

*0.

65*

0.66

*0.

27*

0.43

*X

201.

00-0

.11

0.67

*0.

69*

0.63

*0.

59*

0.69

*X

211.

00-0

.14*

-0.1

0-0

.10

-0.1

1-0

.06

X22

1.00

0.86

*0.

83*

0.39

*0.

50*

X23

1.00

0.84

*0.

35*

0.50

*X

241.

000.

33*

0.43

*

* Si

gnifi

cant

at 0

.05

leve

l of p

roba

bilit

y

146

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Sources of information (X15), Exposure to mass media (X16), Contact with

extension personnel (X17), Access to weather forecasts (X18), Cosmopoliteness

(X19), Awareness (X20), Innovativeness (X22), Scientific orientation (X23), Risk

orientation (X24) were highly and positively significantly correlated with

perception of farmers about impact of climate change on agriculture and allied

activities (Y2) at 0.05 level of probability, while, only one variable i.e. occupation

(X6) was highly and negatively significantly with perception of farmers about

impact of climate change on agriculture and allied activities (Y2) at 0.05 level of

probability.

Independent variables like size of family (X3), access to credit (X9) and

decision making pattern (X21) were showing non-significant correlation with both

the dependent variables Y1 and Y2. Most of the independent variables were

positively significantly correlated with one another, while some of the variables

were showing negative and significant correlation with one another. Only one

variable i.e. decision making pattern was significantly correlated with a little

number of independent variables.

4.4.2 Multiple regression analysis

To determine the strength of the relationship between both the dependent

variables and independent variables considered under study regression analysis

were worked out separately. The analysis consisted of choosing and fitting an

appropriate model, done by the method of step down regression analysis, with a

view to exploiting the relationship between the variables to help estimate the

expected response for a given value of the independent variable.

4.4.2.1 Multiple regression analysis of independent variables with perception

of farmers’ about climate change

To find out the best predictor and appropriate fit model for predicting

perception of farmers’ about climate change a step down multiple regression

analysis was worked out. In each step of analysis one variable was dropped that

showing more than 10 and maximum value of variable inflation factor (VIF). In

this way best fit model was found by dropping the variable i.e., expenditure (X11)

and presented in Table 4.38.

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Out of twenty three variables considered in the model, seven variables like

age (X1), land holding (X7), irrigation (X8), annual income (X10), exposure to

mass media (X16), awareness (X20) and innovativeness (X22) showed significant

contribution on predicting perception of farmers’ about climate change (Y1) at

0.05 level of probability. The model revealed that 52.50 per cent of the variation in

perception of farmers about climate change (Y1) can be explained by considering

twenty three independent variables and one dependent variable (Y1). The model is

significant in predicting dependent variable (Y1) with 10.391 ‘F’ value at 0.05

level of probability.

Table 4.38: Multiple regression analysis of best fit model among selected independent variables with perception of farmers’ about climate change

Variables Regression coefficient‘b’ value ‘t’ value

X1 Age 0.146* 2.337X2 Educational status 0.473 1.244X3 Size of family -0.380 -0.817X4 Farming experience -0.002 -0.030X5 Social participation 0.098 0.686X6 Occupation -0.236 -0.697X7 Land holding -0.254* -2.011X8 Irrigation 0.800* 2.571X9 Access to credit 1.186 1.316X10 Annual income 0.020* 2.578X12 Distance to market -0.178 -0.381X13 Socio-economic status 0.309 0.384X14 Crop insurance -0.634 -0.946X15 Sources of information 0.324 0.916X16 Exposure to mass media -2.304* -4.626X17 Contact with extension personnel 0.067 0.238X18 Access to weather forecasts 0.030 0.067X19 Cosmopoliteness -0.305 -0.548X20 Awareness 0.568* 6.490X21 Decision making pattern -0.033 -1.314X22 Innovativeness 0.213* 2.266X23 Scientific orientation -0.219 -1.283X24 Risk orientation 0.012 0.105* Significant at 0.05 level of probability

Multiple R2 = 0.525, Intercept = 6.956,‘F’ Value = 10.391 at 23, 216 df

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Among above discussed twenty three independent variables various models

were developed and tested for finding their predicting ability for variation in the

perception of farmers’ about climate change (Y1). The best model was picked out

and presented in Table 4.39. It was found that the model developed by considering

variables (X1, X7, X8, X10, X16, X20 and X22) showing significant relationship

with dependent variable (Y1) explained highest variation (49.40%) in predicting

perception of farmers’ about climate change with significant ‘F’ value (32.344) at

5 per cent level of probability.

Table 4.39: Multiple regression analysis of selected model among independent variables with perception of farmers’ about climate change

VariablesRegression coefficient

‘b’ value ‘t’ value

X1 Age 0.120* 4.386

X7 Land holding -0.205 -1.874

X8 Irrigation 0.881* 3.316

X10 Annual income 0.015* 2.024

X16 Exposure to mass media -1.785* -4.677

X20 Awareness 0.599* 8.028

X22 Innovativeness 0.156* 2.326

* Significant at 0.05 level of probability

Multiple R2 = 0.494, Intercept = 4.719,

‘F’ Value = 32.344 at 07, 232 df

These findings are in partial accordance with those reported by Shiferaw

and Holden (1998) that age of the head of household can be used to capture

farming experience, Nhemachena and Hassan (2007) argued that higher age with

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highly experienced farmers are likely to have more information and knowledge on

changes in climatic conditions and crop and livestock management practices. They

also discovered that higher income farmers might however be less risk-averse and

have enough access to information and access to extension services with mass

media exposure was one of the important determinants of farmers perception on

climate change and farm-level adaptation. Total size of farm area also had positive

effect on climate change perceptions but the likelihood of farmers’ adaptation to

climate change varied.

4.4.2.2 Multiple regression analysis of independent variables with perception

of farmers’ about impact of climate change on agriculture and allied

activities

To find out the best predictor and appropriate fit model for predicting

perception of farmers’ about impact of climate change on agriculture and allied

activities a step down multiple regression analysis was worked out. In each step of

analysis one variable was dropped that showing more than 10 and maximum value

of variable inflation factor (VIF). In this way best fit model was found by dropping

the variable i.e., expenditure (X11) and presented in Table 4.40.

Out of twenty three variables considered in the model, seven variables like

age (X1), size of family (X3), irrigation (X8), distance to market (X12), sources of

information (X15), awareness (X20) and innovativeness (X22) showed significant

contribution on predicting perception of farmers’ about impact of climate change

on agriculture and allied activities (Y2) at 0.05 level of probability. The model

revealed that 63.20 per cent of the variation in perception of farmers about impact

of climate change on agriculture and allied activities (Y2) can be explained by

considering twenty three independent variables and one dependent variable (Y2).

The model is significant in predicting dependent variable (Y2) with 16.106 ‘F’

value at 0.05 level of probability.

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Table 4.40: Multiple regression analysis of best fit model among selected independent variables with perception of farmers’ about impact of climate change

on agriculture and allied activities

Variables Regression coefficient

‘b’ value ‘t’ value

X1 Age 0.422* 3.522

X2 Educational status 0.577 0.789

X3 Size of family -2.327* -2.602

X4 Farming experience 0.024 0.204

X5 Social participation 0.182 0.662

X6 Occupation -0.738 -1.132

X7 Land holding -0.278 -1.144

X8 Irrigation 0.901* 2.015

X9 Access to credit -1.883 -1.086

X10 Annual income 0.017 1.133

X12 Distance to market 1.518* 2.120

X13 Socio-economic status 1.362 0.879

X14 Crop insurance 0.801 0.621

X15 Sources of information -0.844* -2.142

X16 Exposure to mass media -0.131 -0.136

X17 Contact with extension personnel 0.504 0.934

X18 Access to weather forecasts 0.240 0.277

X19 Cosmopoliteness 0.664 0.621

X20 Awareness 0.912* 5.412

X21 Decision making pattern -0.009 -0.187

X22 Innovativeness 0.211* 2.106

X23 Scientific orientation 0.231 0.705

X24 Risk orientation -0.125 -0.564

* Significant at 0.05 level of probability

Multiple R2 = 0.632, Intercept = 49.078,

‘F’ Value = 16.106 at 15, 216 df

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Among above discussed twenty three independent variables various models

were developed and tested for finding their predicting ability for variation in the

perception of farmers’ about impact of climate change on agriculture and allied

activities (Y2). The best model was picked out and presented in Table 4.41. It was

found that the model developed by considering variables (X1, X3, X8, X12, X15,

X20 and X22) showing significant relationship with dependent variable (Y2)

explained highest variation (60.80%) in predicting perception of farmers’ about

climate change with significant ‘F’ value (51.384) at 5 per cent level of probability.

Table 4.41: Multiple regression analysis of selected model among independent variable with perception of farmers’ about impact of climate change on agriculture

and allied activities

Model wise VariablesRegression coefficient

‘b’ value ‘t’ value

X1 Age 0.404* 7.809

X3 Size of family -1.741* -2.255

X8 Irrigation 1.302* 2.585

X12 Distance to market 1.997* 2.487

X15 Sources of information -0.290 -0.597

X20 Awareness 1.069* 7.188

X22 Innovativeness 0.365* 3.120

* Significant at 0.05 level of probability

Multiple R2 = 0.608, Intercept = 48.318,

‘F’ Value = 51.384 at 06, 232 df

These findings are supported by the results reported by Mandleni (2011)

that access to extension services was positively related to climate change impacts.

Among the exogenous variables, it was the only variable that had the highest

weighting coefficient. Nhemachena and Hassan (2007) stated that raising

awareness of changes in climatic conditions among farmers would have greater

impact in increasing adaptation to changes in climatic conditions. Households that

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had large sizes were therefore expected to have enough labour to take up

adaptation measures in response to climate change impacts (Hassan and

Nhemachena, 2008). Zhang and Flick (2001) however, found that long distances to

input markets decreased the likelihood of adaptation against climate change

impacts. Innovative farmers perceive more about climate change impacts.

4.5 Constraints faced by farmers in adaptation to climate change and theirsuggestions to minimize the constraints

4.5.1 Constraints in coping/adaptation to climate change

The present study also assessed farmers’ perception on constraints

experienced by them in using various coping mechanisms to mitigate adverse

effect of climate change on agriculture and allied activities. The information

received by the farmers on constraints was further ranked as per maximum number

of responses obtained and presented in Table 4.42.

Analysis of the data collected from respondent's shows that the major

constraints to coping to climate change faced by farmers in the study area included

lack of information about accurate weather forecast (68.33%), irregularity of

extension services (66.25%) and lack of knowledge about need based improved

agriculture technologies (64.58%) with rank of I, II and III, respectively.

Moreover, findings of the study indicate that other major constraints reported by

respondents were lack of information about climate change (61.67%), lack of

resources (48.33%), unavailability of inputs on proper time (46.67%), lack of

believe on current weather forecast system (43.75%) and inadequate supply of

irrigation water in canal (42.50%).

The result further showed that lacking of training programmes on disaster

management, less/no subsidies on desired agricultural inputs, irregularity in

electricity supply and lack of government policies to combat against natural

calamities were other constraining factors reported by respondents for their better

coping to climate change. These findings are similar with findings reported by

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Nhemachena and Hassan (2007), Ishaya and Abaje (2008), Bryan et al. (2009),

Deressa et al. (2009), Pande and Akermann (2010) and Nzeadibe et al. (2011).

Table 4.42: Distribution of respondents according to constraints faced by them in coping to climate change

4.5.2 Suggestions given by farmers to overcome the constraintsThe farmers of the study area were also asked about their suggestions to

overcome constrains faced by them in coping to climate change and presented in

Table 4.43. Majority (65.83%) of the respondents suggested that weather forecast

should be more accurate and timely, whereas, 63.33 and 57.91 per cent of them

said that effective extension services should be available to the farmers and proper

information should be provided about climate change which might be enable them

to adapt against climate change.

Constraints F P Rank

Lack of information about accurate weather forecast 164 68.33 I

Lack of information about climate change 148 61.67 IV

Lack of knowledge about need based improved agriculture technologies 155 64.58 III

Lack of resources 116 48.33 V

Unavailability of inputs on proper time 112 46.67 VI

Irregularity of extension services 159 66.25 II

Less/no subsidies on desired agricultural inputs 82 34.17 X

Lack of government policies to combat against natural calamities 27 11.25 XII

Lack of believe on current weather forecast system 105 43.75 VII

Irregularity in electricity supply 49 20.41 XI

Lacking of training programmes on disaster management 94 39.17 IX

Inadequate supply of irrigation water in canal 102 42.50 VIII

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Table 4.43: Distribution of respondents according to their suggestions to minimizethe constraints in coping to climate change

Suggestions F P Rank

Weather forecast should be more accurate and timely 158 65.83 I

Proper information should be provided about climate change 139 57.91 III

Regular training programme should be organised on disaster management

102 42.50 V

Good quality of agricultural inputs should be available on subsidized rate in proper time

88 36.67 X

Availability of agricultural inputs at village level on time 97 40.41 VI

Efforts should be made to create awareness among the people about the effect of climate change and its consequences

128 53.33 IV

Effective extension services should be available to the

farmers152 63.33 II

Need based water supply in canal should be ensured 91 37.91 VIII

Government policies should be made to support the farmers during natural calamities 95 39.58 VII

Location specific water storage structure should be developed for effective utilization of rainwater

76 31.67 IX

Electricity supply should be proper 18 7.50 XI

The other suggestions given by respondents were efforts should be made to

create awareness among the people about the effect of climate change and its

consequences (53.33%), training should be imparted to build the capacity for better

adaptation (42.50%) and government policies should be made to support the

farmers during natural calamities. Furthermore, farmers suggested that availability

of agricultural inputs at village level on time should be ensured, need based water

supply in canal should be ensured and good quality of agricultural inputs should be

available on subsidized rate in proper time. According to the farmers of study area

above arrangements may help them to overcome constraints in coping against

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climate change. Above findings are in line with the findings of Pande and

Akermann (2010) and Pettengell (2010).

4.5.3 Recommendations

As per the present study conducted among the farmers, it is evidenced that

farmers are experiencing change in climate and they have already devised a means

to survive. But farmers are facing some constraints in adaptation to climate change,

therefore, it is advised that policy of reliable and effective measures of adaptation

need to be implemented and must be accessible to the end users. Looking at the

issue of climate change adaptation, the role of agricultural extension in this regard

is significant to raise both the consciousness of the need to climate change

adaptation and possible methods of mitigation to both the end users and policy

makers.

The farmers of study area are facing problem of water availability, reduced

farm productivity due to drought and erratic & untimely rainfall. Soil fertility loss,

soil erosion problem and intensified agriculture practices lead to an overall

decrease in income of marginal and small farmers of study area. Moreover, mono –

cropping, practiced in many places adds to their problems. At the same time, these

farmers at most of the times do not wait for external interventions and develop

their own adaptation strategies. In many cases, there is a good understanding of the

challenges and problems faced by the farmers, they also know which strategies to

adopt in order to tackle those problems. However, in many cases they lacked the

capacity to implement the necessary changes. There is a lack of financial ability

and sometimes technical knowledge, which impedes the implementation of

adaptive capacities. According to the farmers’ perception on climate change, its

impact on agriculture, constraints faced in adaptation and suggestions given by

them, the recommendations proposed as an outcome of the study in this section

and further elaborated in Fig. 4.13.

In the study area farmers were unaware and lacking of information about

climate change. This study therefore, recommends dissemination of information to

be a critical element because farmers were not informed about climate change in

the study area. The information on changing climatic conditions and its impact on

agriculture and allied activities must be made available to those farmers that are far

from weather stations. Extension officers who are already agents of information

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can be assigned to convey messages about the climate change related weather

forecasts to farmers. It further suggests farmers need accurate weather forecasts

and agro-advisory services, to take vital decisions regarding farming practices.

However, until date the Indian Meteorological Department extends its agro-

advisory services only up to the district level. The information often does not reach

the end users. Establishing an efficient service delivery system down to the village

level is a daunting task. However, external agencies can play an important role in

supporting these services by including them in their area of their operations.

Management strategies must include adaptation activities that minimize the

impact of drought, flood and erratic & uneven rainfall on agriculture production

systems. The role of drought and flood in agriculture needs to be better understood

and appropriate adaptation measures must be implemented. National policies need

to support research and development programmes that prepare appropriate location

specific technologies to help farmers adapt to changing climatic conditions.

Climate change also is seen and predicted to have worse impacts in the future. It is

therefore crucial to develop early warning systems that can be used to reduce

disasters that can be caused by drought and flood. Capacity building at community

level in order to enable the farmers to implement adaptation strategies must be one

of the top priorities for decision makers.

Most of the farming communities are unaware of government schemes and

programmes related to drought mitigation, agriculture and rural development.

Raising awareness is crucial in order to enable the farming communities to take

advantage from the various existing schemes. The livelihoods of farmers need to

have a broad base and should not be restricted solely to the income out of farming

activities. There is an urgent need for sensitization of the rural communities about

the various schemes of the government for which the extension services need to

have more interaction with rural masses. While the Govt. of India provides enough

subsidies for inorganic fertilizers and pesticides, not much effort is being given to

encourage environmentally sound farming practices. There should be a mechanism

of direct subsidies to farmers, who are practicing environmental friendly practices.

Compulsory insurance scheme is provided to the farmers by cooperative

societies at the time of seasonal loan which is not actually benefitting them. At the

same time existing insurance schemes are covering only certain cereal, pulses and

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cash crops. Besides, there are certain technical issues also, for example, until date

insurance is provided against total rainfall in the growing season. Under climate

change scenarios, the total rainfall may not vary much but its distribution might be

grossly affected. This change in rainfall distribution pattern seriously affects crop

production. However, this important aspect is not yet taken into consideration

while designing crop insurance schemes. For this, close collaboration between

Agriculture Research Institutes and Insurance Companies with Government

mediation is needed. Designing and putting into practice economically viable crop

insurance schemes would substantially improve the situation of farmers.

Basic infrastructure needs to be improved in all the sectors for making

agriculture sustainable. Better road connectivity for greater market access as well

as increasing the storage capacity of both food and fodder at local level is need of

farmers. Village level water harvesting structures may be another important

intervention. Strengthening of agricultural extension services through the existing

Krishi Vigyan Kendras (KVKs), by focusing on low input agricultural practices

and locally adapted cropping patterns is critical and urgently needed. Farming

communities should get support in learning about market mechanisms and

merchandising their products. They should have easy access to markets and

information about global market prices.

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Summary and Conclusions

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CHAPTER –V

SUMMARY AND CONCLUSIONAgriculture is the most important sector in Indian economy that provides

food and livelihood security to majority of its population. Agriculture places heavy burden on the environment in the process of providing humanity with food and fiber, while climate is the primary determinant of agricultural productivity. Given the fundamental role of agriculture in human welfare, concern has been expressed by federal agencies and others regarding the potential effects of climate change on agricultural productivity. In India, climate change has been putting additional stress on ecological and socioeconomic systems that already facing tremendous pressures due to rapid urbanization, industrialization and economic development.

Climate change is predicted by scientists to have the main impact on agriculture, economy and livelihood of the populations of developing countries and India is one of them, where large parts of the population depend on climate sensitive sectors like agriculture and forestry for livelihood. In order to understand how farmers would respond to climate change, it is essential to study farmers’perceptions on climate change and its impact on agriculture. As the understanding on global climate and its change is pre requisite to take appropriate initiatives to combat climate change. The only solution for these huge populations seems to be adequate and relevant adaptation strategies.

Hence, the investigation entitled “Farmers’ perception about climate

change and its impact on agriculture and allied activities in Chhattisgarh

plains” was carried out in plain zone of Chhattisgarh state during the year 2013-14

and 2014-15 with the following specific objectives:

1. To study the profile of the farmers,

2. To determine the awareness and perception about climate change among the

farmers,

3. To assess the farmers vulnerability due to climatic variability,

4. To find out the impacts of climate change on various agriculture and allied

activities,

5. To find out adaptation/mitigation measures being taken by farmers in response

to climate change,

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6. To ascertain the association between perception of farmers about climate change

and impact of climate change with selected independent variables, and

7. To find out the constraints faced by farmers in various adaptation activities in

response to climate change and obtained suggestions from them to minimize the

constraints.

The study was conducted in four randomly selected districts of Plain Zone

of Chhattisgarh State during the year 2013-14 and 2014-15. From each selected

district 2 blocks were selected, where three villages from each block were

considered to obtain a sample of 240 farmers as respondents who had 15 or more

years of farming experience. The data collected from respondents through personal

interview and group discussion were coded, tabulated and subjected to statistical

analysis in accordance with the objectives of the study.

This study was carried out to measure perception of farmers about climate

change and impact of climate change on agriculture and allied activities

considering as dependent variables. These tactical observations were influenced by

a number of socio-personal, socio-economic, communicational and socio-

psychological factors as independent variables. Efforts were also made to find out

farmers vulnerability due to climate change, their coping mechanisms to mitigate

the adverse effect and constraints faced by them to adapt with climate change.

Major findings of the study are summarized in this section under following heads:

5.1 Independent Variables5.1.1 Socio-personal characteristics

This section included the socio-personal characteristics of the respondents

which were associated with dependent variables and might influence their

perceptions. Majority of the respondents were belonged to middle age group

ranging from 46-60 years of age and more than two third of them belonged to other

backward class. Among respondents more than half of them educated up to middle

to higher secondary level. Most of the respondents were residing as joint family

with 5 to 8 members in their family. A little more than half of them had 21 to 40

years of farming experience with membership of two social organisations and

participated regularly in organisation like cooperative society.

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5.1.2 Socio-economic characteristics

Important socio-economic characteristics that might be influence the

perceptions of the respondents and directly associated with impact of climate

change were considered in the study. Majority of the respondents were possessing

1.1 to 2 ha of land and belonged to small farmers’ category. About three fourth of

them were having irrigation facilities, out of which about 40 per cent of them had

irrigation availability for kharif season only. Paddy was the principal crop of study

area, based on the multiple responses most of the respondents were growing paddy

in irrigated as well as un-irrigated condition. In rabi season more than half of the

respondents were growing Lathyrus in un-irrigated condition. Gram, summer

paddy and wheat were other major crops grown by the respondents in rabi season.

Agriculture along with labour was main occupation of the respondents followed by

agriculture alone and agriculture along with service and labour. Majority of the

respondents were having low annual income between Rs. 75000 to 150000/- per

annum. Agriculture was main source of income and the average annual income of

respondents was Rs. 87534.62/-. About one third of their total income was spent

for food materials and nearly one forth expenditure from total income was incurred

for agriculture purpose.

More than three forth of the respondents were acquiring credit mainly

from cooperative society as crop loan which was repaid in kind while selling their

produce like paddy. Most of the respondents were having between 1 to 4

implements for their cultural operations, while, 13.75 per cent of them were having

between 5 to 8 implements. About 2 per cent of the respondents had possessed

more than 8 implements, whereas, 1.25 per cent of the respondents reported that

they did not have any of the farm implement but majority of them were using

tractor in hire basis for their form operations. More than one third of the

respondents were getting farm inputs from the market within 3 to 5 km of distance

and nearly half of the respondents said that manure & fertilizer, improved seed and

insecticide/pesticide/weedicide were easily available for them. Nearly three forth

were insuring their crop from cooperative society as compulsory insurance.

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Majority of the respondents (40.83%) belonged to lower class group followed by

36.25 per cent of them belonged to lower middle class group.

5.1.3 Communicational characteristics

Communicational characteristics of respondents were also studied and it

was found that majority of them had low level of contact with extension personnel.

A little less than half of the respondents had occasional contact with Rural

Agriculture Extension Officer (RAEO) and more than three fifth of them had never

contacted with scientist, while, almost all the respondents (93%) never contacted

with Non Government Organisation (NGO) functionaries. One third of the

respondents were having medium level of participation in extension activities and

little more than fifty per cent of them participated occasionally in training

programmes and demonstrations. Majority of the respondents (52.92%) regularly

watched television and almost half of respondents were having low level of use of

mass media sources.

Various sources of information were being utilized by the respondents to

collect weather related information. Among the respondents friends/relatives/etc.,

newspaper, mobile and national TV channel were most credible and frequently

used sources for collecting weather information. All the information gathered from

various information sources were not utilized by the respondents. According to

respondents the utility of information related to weather forecast were 39.30, 35.55

and 31.80 per cent for national TV channel, friends/relatives/etc. and news paper,

respectively. However, 19.80 per cent utility of information was reported by the

respondents with regards to overall utility. Nearly three fourth of the respondents

were having low to medium level of cosmopoliteness and nearly three fifth of them

visited often to sometimes for agriculture purpose.

5.1.4 Psychological characteristics

Under this section the variables which were found directly or indirectly

related with the farmer’s perception and adaptation of climate change were

identified for the study. About half of the respondents were having medium level

of risk orientation, innovative proneness and scientific orientation. A little more

than three fifth of the respondents belonged to low decision making ability

category and almost 65 per cent of the respondents in each case had taken self

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decision for choice of crop/its varieties and choice of cropping patter/sowing

method.

Majority of the farmers (70.00%) were fully aware about risk of crop

failure has increased due to climate change. With regards to overall awareness for

each phenomena, respondents were more aware about risk of crop failure has

increased, pollution is increasing in the atmosphere and occurrence of natural

disasters are increasing with the rank of I, II and III, respectively. Majority of the

respondents (90.00%) had faced drought during last 15 years, whereas, 89.58,

70.00 and 36.25 per cent had faced erratic rainfall, flooding and storm/typhoon as

disasters, respectively. Most of the farmers pointed that their income and crop

yield were reduced due to disasters faced by them with first rank. A little more

than two third of the respondents among those who faced disaster reported that the

loss caused by drought was to a great extent. It was found that majority of the

respondents fell under the category of low vulnerability.

5.2 Dependent variables 5.2.1 Perception of farmers about climate change

Findings on farmer’s perception regarding change in climate indicated that

almost three forth of the respondents perceived the timing of rain onset has

increased and more than 83 per cent of the respondents were reported that rainy

days frequency has decreased. They have been experiencing no change (58.75%)

in total amount of precipitation over the past 15 years. The majority of farmers

(76.67%) believed that the minimum temperature in winter season had increased.

Decreasing trend in number of cool days was reported by 75.42 per cent of the

respondents. Furthermore, about 76 per cent of the respondents said that maximum

temperature in summer is increasing, while, nearly three forth of them were

responded that duration of summer season has increased. Majority of the

respondents (61.25%) in study area perceived high changes in climatic condition in

rainy season due to changing rainfall patterns like shifting of timing of rain onset

& withdrawal, increasing trend in dry spell frequency and decreasing trend in rainy

days frequency. Moreover, about 63 per cent of the respondents perceived high

level of changes in climatic condition in winter season because they felt that

minimum & maximum temperature in winter has increased and number of cool &

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heavy fog days has decreased. Nearly 67 per cent of the respondents reported that

high level of changes occurred in summer season due to increasing trend in

minimum & maximum temperature, duration of season and number of hot days.

5.2.2 Impact of climate change on agriculture and allied

activities

5.2.2.1 Impact of long term climate change

As per the past experiences majority of the respondents (86.25%) agreed

that due to climate change, investment in agriculture has increased. This is mainly

due to more infestation of insects & diseases on crop and more expenses on

irrigation water. About 82.92 per cent of them said that cropping pattern has

changed and almost half of the respondents believed that due to climate change

area of some crops like minor millets, sesame, pigeon pea, maize, joar etc. in kharif

and linseed, lathyrus, lentil etc. in rabi has decreased, on the other hand 33.75 per

cent of them were disagreed with that. The results revealed that majority of

respondents (86.30%) agreed, over the past 15 years migration of birds and

animals has increased due to climate change, while, 82.92 per cent believed that

climate change has increased drudgery of farmers/farm women. It was also

perceived by a substantial percentage of respondents that the change in climate has

resulted in scarcity of fodder in the area, increased human health problems and air

pollution. The results indicated that majority (36.67%) of the respondents

perceived medium level of overall impact of long term climate change.

With regards to various varieties grown by respondents there was drastic

change in 15 years, local varieties like Gurmatia, Mundaria, Kanthbhulaw,

Nankeshar, Bhejri, Asamchudi etc. were grown by 86.25 per cent of the

respondents 15 year back which has confined to only 1.67 per cent of the

respondents with varieties like Gurmatia, Nankeshar, Asamchudi etc. at present.

As for improved variety of paddy, Safari was most preferred variety 15 years back.

In kharif season other than paddy, crops like kodo (minor millet), pigeon pea,

sesame and moong/urd were grown by the considerable number of respondents 15

years back which has reduced at present. Only soybean growers were in increasing

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trend during previous 15 years. In rabi season drastic change occurred in number

of lathyrus grower farmers which was reduced from 55.00 to 34.17 per cent during

last 15 years.

5.2.2.2 Impact of short term climate change

In case of timely (15 June) arrival of monsoon, long duration variety Swarna

(145 days) was grown in about 174.44 ha of land out of 553.70 ha of total land of

farmers in study area that was increased by (+) 20.57 and (-) 16.60 per cent in case

of early and late arrival of monsoon. Area of medium duration (120-125 days)

varieties MTU-1010 and Mahamaya were 136.35 ha and 83.54 ha that were

decreased by 9.01 & 9.83 per cent and increased by 8.32 & 10.99 per cent with

respect to early and late arrival of monsoon, respectively.

Farmers were grown paddy in 553.60 ha out of 583.70 ha of total cultivable

land which was changed by -0.50 and +0.48 per cent in case of deficit and surplus

precipitation in kharif. Lathyrus was major effected crop in rabi season which was

grown as relay crop in matured paddy field to utilize excess moisture in renfaid

condition. In case of deficit rainfall in kharif, area covered under Lathyrus crop

was decreased by 49.51 per cent and increased by 55.63 per cent when amount of

precipitation was surplus. In rabi season area of gram was increased by 18.46 per

cent and decreased by 29.15 per cent with deficit and surplus amount of

precipitation.

It was found in study that Echinicloa colonum was reported as major weed

of paddy by 110 out of 240 respondents of study area in case of normal arrival of

monsoon, which get more favorable conditions for its infestation with early arrival

as reported by 226 respondents with change of +105.45 per cent. Paddy weds like

Ischeamum rugosum and Agropyron repens was increased with early arrival and

decreased with late arrival of monsoon. With regards to insects, BPH/GLH was

reported as major insect of paddy by 106 respondents when monsoon arrived in its

normal time as against 170 and 67 respondents in case of late and early arrival.

Majority of the respondents (205) said that paddy crop got more infested with

insect like leaf folder in case of late arrival of monsoon and its infestation was

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negligible when monsoon arrives earlier. It was reported by respondents that

disease like blast and leaf blight was major problem in paddy for 138 and 125

respondents in case of late arrival as against 58 and 13 respondents in case of early

arrival of monsoon, respectively.

Majority of the respondents shifted from more than three ploughing to less

than 3 ploughing to 3 ploughing in both the cases of early and late arrival of

monsoon. With early arrival of monsoon number of farmers of Lehi Method

increased by (+) 177.36 per cent and farmers of line sowing method decreased by

(-) 66.67 per cent. In case of late monsoon area under transplanting method

decreased by (-) 19.05 per cent, which was mainly shifted in lehi method, line

sowing method and broadcasting/biasi method. Out of total 229 broadcasting

farmers 198 farmers applied seed in recommended quantity which was reduced by

174 and 103 farmers with change per cent of (-) 12.12 and (-) 47.98 with early and

late arrival of monsoon, respectively.

A total of 176 transplanting farmers, 158 applied seed in recommended

dose which decreased up to 132 and 79 in case of early and late arrival of

monsoon, this decrement was mainly shifted in group of farmers who were

applying seed with increased rate. In short it can be say that majority of farmers

increase seed rate with late arrival of monsoon in both the method of sowing. Biasi

is main practice in broadcasting method of sowing. Out of 229 biasi farmers 183

performed biasi in proper time when monsoon arrives timely, but in case of early

arrival it increased and decreased with late arrival of monsoon.

5.3 Coping mechanism/adaptation

As an adaptation to excess rainfall the majority of respondents delayed

sowing dates. This change in sowing date was adopted by 68.33 per cent of the

farmers in study area. Majority of the informants (62.08%) believed that use of

short duration varieties might be beneficial if there was excess rainfall at the time

of sowing of paddy. Sowing by lehi method, put harvested paddy (Karpa) on

bunds for drying, turn harvested paddy (Karpa palatna) several times for drying,

double sowing and gap filling were cited by the respondents as a core strategy to

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deal with excess rainfall during various stages of crop period. A quite number of

farmers believed in preparation of channels inside the field to drain excess water,

keeping harvested paddy (Karpa) on big size of stubbles and prepare more

seedlings than required.

As an adaptation to deficit rainfall at the time of sowing, the majority of the

farmers (70.41%) delayed sowing dates. Increase seed rate (54.58%), use short

duration varieties (49.17%) use dry seeding method (30.41%), use different

varieties (24.17%) and crop diversification were other main coping strategies used

by the respondents in study area to reduce the risk of crop failure. It was mentioned

by 42.50 per cent of the farmers that they are dependent on canal for irrigation,

while, 31.25 per cent of them arrange irrigation water from storage water tank by

using diesel pump.

5.4. Constraints in adaptation

The major constraints to coping to climate change faced by farmers in the

study area included lack of information about accurate weather forecast (68.33%),

irregularity of extension services (66.25%) and lack of knowledge about need

based improved agriculture technologies (64.58%) with rank of I, II and III,

respectively. Moreover, findings of the study indicate that other major constraints

reported by respondents were lack of information about climate change (61.67%),

lack of resources (48.33%), unavailability of inputs on proper time (46.67%), lack

of believe on current weather forecast system (43.75%) and inadequate supply of

irrigation water in canal (42.50%).

5.5 Suggestion

To overcome the above constraints, the majority (65.83%) of the

respondents suggested that weather forecast should be more accurate and timely,

whereas, 63.33 and 57.91 per cent of them said that effective extension services

should be available to the farmers and proper information should be provided

about climate change which might be enable them to adapt against climate change.

The other suggestions given by respondents were efforts should be made to create

awareness among the people about the effect of climate change and its

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consequences (53.33%), training should be imparted to build the capacity for better

adaptation (42.50%) and government policies should be made to support the

farmers during natural calamities.

5.6 Conclusion

It was found in the investigation that farmers’ in the study area were able to

recognize that temperatures have increased, intensity of winter decreased and there

has been a fluctuation in the rainfall pattern. So the present study disproved the

hypothesis that climate change is merely a hoax as most of the sample population

has experienced some changes in relation to different climatic phenomenon over

the last few years. There was limited awareness, knowledge and capacity at local

level to understand climate change scenarios, address issues, and conduct long-

term planning. Coping strategies and adaptation mechanism were limited at the

study site. So, to solve the problem of climate change at first we have to create

awareness among the farmers by using mass media followed by individual contact

method through trained extension agents. In addition, empowerment is crucial in

enhancing farmers’ awareness. This is vital for adaptation decision making and

planning. Combining access to extension and credit ensures that farmers have the

information for decision making and the means to take up relevant adaptation

measures. Farming experience and access to education were found to promote

adaptation. Agriculture was the main source of livelihood of the farmers in study

area and that was most vulnerable section due to climate change because majority

of the farmers in the study area were relied on rainfed agriculture, while

considering risky, mono-cropping practicing under dry land. Government policies

should therefore ensure that farmers have access to affordable credit to increase

their ability and flexibility to change production strategies in response to the

forecasted climate conditions. Because access to water for irrigation increases the

resilience of farmers to climate variability, irrigation investment needs should be

reconsidered to allow farmers increased water control to counteract adverse

impacts from climate variability and change. Furthermore, government should

improve off-farm income-earning opportunities. There is urgent need to undertake

the steps towards awareness increasing programs regarding future unavoidable

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impacts of climate change and strategies to cope with its adverse effect on

agriculture and allied activities.

5.7 Suggestions for future research work

Based on the findings obtained and experience gained from the present

investigation, the following suggestions can be drawn to improve the further

studies on climate change.

1. The present investigation was confined to eight blocks and twenty four

villages of four districts. The study needs to be replicated in large sample

covering all the major potential areas in Chhattisgarh, so that the inference

drawn can be generalized to a greater extent.

2. The present study concentrated on impact of climate change on agriculture

especially paddy crop in kharif and some selected major crops in rabi

season. So similar studies may be conducted for other crops and allied

sectors like horticulture, fisheries, animal husbandry etc.

3. The study was conducted with some selected independent variables which

may be limited to determine the farmer’s perception on climate change and

its impact on agriculture and allied activities. Thus, the future study may be

made more comprehensive by incorporating some additional attributes.

4. A location wise action-research must be conducted to identify and

document climate change impacts and adaptation strategy. Because the

local observations may provide a clear direction for future strategies and for

development planning and adaptation management programs in different

ecological regions.

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Appendices

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APPENDIX – A

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191

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dqy mmRiknu ¼fDo--½

miHk¨x dh xbZ ek=k ¼¼fDo-½½

csaph xbZ eek=k ¼fDo--½

vk; ¼¼:-½

1-- [kjhQ fla-- vfla-- fla-- vfla-- 1- /kkUk

2- vjgj 3- eDdk 4- ------------

2 Jcch 1- xsag¡w

2- puk 3- ------------ 4- ------------

3 tk;n 1- Ewakx

2- mM+n 3- ------------ 4- ------------

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113- viuh vk; ls lacaf/kr fuEu Tkkudkjh nhft,A

ØØ-

fdz;k;sa

Ifjokj ds ffdrus lnL; lkfey gSa

ekg es afdrus ffnu dk;Z djrs

gSa

o"kZ es afdrus ekg dk;Z djrs gS

nj izfRkfnu ¼:-½

dqy [[kPkZ ¼:--½

'kq) vvk; ¼:--½

efgyk iq:"k efgyk iq:"k efgyk iq:"k efgyk iq:"k 1 Ñf"k Ektnwjh 2 i'kqikyu 3 ukSdjh 4 /ka/kk@O;olk; 5 Ektnwjh 6 fuekZ.k dk;Z 7 vU; 8 9

14- fofHkUu enksa ij fd;s tkus okys okf"kZd O;; dk fooj.k nsaA

Ø-- Ekn O;; ¼:--½ O;; dk iizfr'kr 1 [kkn~; lkexzh Pkk¡oy Xksag¡w nky rsy 'kCth elkys Qy vU; 2 Ñf"k 3 i'kqikyu 4 f'k{kk 5 fpfdRlk 6 bZa/ku 7 vkink fu;a=.k 8 R;kSgkj@ lkekftd dk;Z 9 Ekuksjatu 10 Qly chek gsrq 11 'kjkc 12 rackdq@fcfM+@xqV[kk 13 vU; dqy

193

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115- Ñf"k ;a=ksa dh miYkC/krk ds ckjs esa fuEu tkudkjh nhft,A

Ø-- Ñf"k ;a= dk uke gk¡@ugha ekfydkUkk gd

dqy [kpZ 'kq) vk; Loa; dk fdjk;s ls yh xbZ

1 VsªDVj 2 lhM Mªhy 3 IykÅ 4 gkjosLVj 5 Lizhadyj lsV 6 Mªhi fLkLVe 7 Mhty iai 8 Lizs;j@MLVj 9 10

16- D;k vki us d`f"k@vU; fdz;kv¨a ds fy;s _.k fYk;k gS ;fn gk¡ rks fuEu tkudkjh nhft,A

Ø-- _.k dk L=ksr _.k dh jkf'k ¼:-½

_.k ysus dk dkj.k*

_.k dk lgh ddk;Z esa mi;ksx

¼%½½

_.k vvknk;xh**

1 cSad 2 lgdkjh laLFkk,a 3 nqdkunkj@VsªMj 4 Lkkgqdkj 5 v'kkldh;@xSj

ljdkjh laLFkk,a

6 fe=@nksLr@fjLrsnkj 7 vU;

* 1- d`f"k ;a= gsrq 2- d`f"k vknku gsrq 3- tehUk [kjhnU¨ gsrq 4- fuekZ.k dk;Z gsrq 5- fookg gsrq 6- bZYkkt gsrq 7- lkekftd dk;Z gsrq

** 1. uxn 2- oLrq 3- n¨Uk a

17- D;k vki orZeku esa py jgs ljdkjh ;kstukvksa ls ykHkkfUor gks jgs gS ;fn gk¡ rkss fuEu tkudkjh nhft,A

Ø-- ljdkjh ;kstuk dk uke fdl izdkj ykHkkfUor gks jgs gSA 1 2 3 4

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118- cktkj miYkC/krk ds ckjs esa fuEu tkudkjh nhft,A ¼v½ cktkj dh xkao ls nwjh tgk¡ ls vki Ñf"k vknku izkIr djrs gS --------------fdeh- ¼c½ Ñf"k vknku@;a=ksa dh miyC/krk ds ckjs esa fuEu tkudkjh iznku dhft,A

ØØ-

vvknku@;a=

ggk¡@ugh

cktkj ttgk¡ ls izkIr

ddjrs gSA

xk¡o ls nwjh ¼fdeh-½

le; ij miyC/krk dk Lrj vklkuh

ls miyC/k

dqN iijs'kkuh ds

lkFk

vf/kd ddfBukbZ

ls 1 mUur cht 2 [kkn ,oa moZjd 3 dhVuk'kh]

jksxuk'kh ,oa [kjirokjuk'kh

4 y?kq Ñf"k ;a= 5 vU;

19- Qlyksa dk chek djkrs gS ;fn gk¡ rks fUkEu tkudkjh iznku dhft,A

ØØ- Qly dk Ukke {ks=Qy ¼,dM+½ {ks= ¼%½½ 1 /kku 2 yk[kM+h 3 Pkuk 4 xsagw¡ 5 vU;

20- ffofHkUu LFkkuksa ij Hkze.k dh foLr`r tkudkjh nhft,A

Ø-- Hkze.k dk vfHkizk; Hkze.k dk LFkku Hkze.k dh vkofr lnSo lkekU;r% dHkh&dHkh

1 Ñf"k 2 O;fDrxr@?kjsyq 3 Ekuksjatu 4 lkekU;@vU;

21- izlkj dk;ZdrkZvks ls vius laidZ ds ckjs esa tkudkjh nhft,A

Ø-- izlkj dk;ZdrkZ laidZ dk Lrj dHkh ugha dHkh&dHkh ges'kk

1 xzkeh.k Ñf"k foLrkj vf/kdkjh 2 Ñf"k fodkl vf/kdkjh 3 fo"k; oLrq fo'ks"kK 4 Ñf"k oSKkfud 5 xSj ljdkjh laxBu 6 Ñf"k vknku foØsrk

195

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222- fofHkUu ekl fefM;k L=ksrksa ds mi;ksx dh tkudkjh iznku djsaaA

Ø-- ekl fefM;k LL=ksr

gk¡@ugh mi;ksx dk mn~ns'; * mi;ksx dk Lrj lnSo dHkh&dHkh dHkh ugha

1 Vsyhfot+u 2 jsfM;ks 3 lekpkj i= 4 Ñf"k if=dk;sa

* 1- Ñf"k laca/kh dk;ZØe 2- lekpkj 3- euksjatu 4- foKkiu 5- Ñf"k laca/kh ys[k

23- D;k vki ekSle iwokZuqeku dh tkudkjh izkIr djrs gS & gk¡@ugh ;fn gk¡ rks fuEu tkudkjh iznku dhft,A

Ø-- lwpuk dk L=ksr lwpuk dh izkfIr lwpuk dh mi;ksfxrk

ges'kk dHkh&dHkh dHkh ugha iw.kZr% e/;e vkaf'kd Ukgha 1 jsfM;ksa 2 jk"Vªh; Vh-Ogh-

pSuyksa ls

3 LFkkuh; Vh- Ogh- pSuyks ls

4 lekpkj i= 5 izlkj dk;ZdrkZ 6 nksLr@fjLrsnkj 7 vU;

24- Ñi;k vki Ñf"k izlkj dk;ZØeksa ds ckjs esa viuh tkudkjh rFkk mlesa Hkkxhnkjh ds ckjs esa mRrj iznku djsaA

Ø-- izlkj dk;Z Tkkudkjh ¼¼gk¡@ ugha½

Hkkxhnkjh dk Lrj ges'kk dHkh&dHkh dHkh ugh

1 izf'k{k.k dk;ZØe 2 izn'kZu 3 iz{ks= fnol 4 iz{ks= Hkze.k 5 lkeqfgd ifjppkZ 6 izn'kZuh 7 fdlku esyk 8 vU; 9

196

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225- fuEufyf[kr oDrO;ksa ds ckjs esa vki D;k lksprs gSA ¼tksf[ke ogu {kerk½

ØØ-

oodrO;

lgefr dk Lrj iw.kZr% llger

lger r; uugha

vlger iw.kZr% vvlger

1 fdlkuksa dks de tksf[ke okys de ykHk iznku djus okys dk;ksZ dh rqyuk esa vf/kd tksf[ke ijUrq vf/kd ykHk okys voljksa ds ckjs esa lkspuk rFkk dk;Z djuk pkfg,A

2 Ñ"kd tks vf/kd tksf[ke ysus ds fy, vxzlj jgrs gS os lkekUr% vU; Ñ"kdksa dh rqyuk esa vkfFkZd :i ls vf/kd lger jgrs gSA

3 Ñ"kd rHkh tksf[ke ysrs gS] ;fn fdlh dk;Z esa lQyrk ds volj vf/kd gSA

4 fdlh mUUkr i)fr dks Ñ"kd }kjk u viukuk mfpr gS ;fn og vU; Ñ"kdksa }kjk lQyrk iwoZd u viuk;k x;k gSaA

5 Ñf"k lacaf/k u;h i)fr dks viukuk tksf[ke Hkjk dke gS exj Qk;nsean gSA

6 vfuf'pr tyok;q ds bl nkSj esa tksf[ke ls cpus ds fy, Ñ"kdksa dks ,d ;k nks Qlyksa dh rqyuk esqa vf/kd Qly fdLe yxkuk pkfg,A

26- fuEu oDrO;ksa ds ckjs esa viuh lgefr ;k vlgefr n'kkZ,A ¼ufoÑr Ñ"kd½

ØØ-

oodrO;

lgefr dk Lrj iw.kZr% llger

lger r; uugha

vlger iw.kZr% vvlger

1 eSa Ñf"k lacaf/kr mUUkr rduhd ds ckjs esa ges'kk tkx:d jgrk gw¡ exj bldk eryc ;s ugha gS fd gj i)fr miuk;k tk;A

2 vkt dy cgqr lh mUur Ñf"k i)fr;ksa dh ckr gksrh gS] exj dkSu tkurk gS fd ;g iqjkuh i)fr;ksa ls T;knk ykHknk;d gSA

3 fdlh ubZ i)fr ds ckjs esa lqudj eSa rc rd 'kkUr ugha cSBrk tc rd mls viuk uk ywaA

4 le;&le; ij eSSaus cgqrlkjh mUur i)fr;ksa ds ckjs esa tkuk gS rFkk fiNys dqN o"kkZs esa muesa ls cgqrksa dks viuk;k Hkh gSA

5 mUur i)fr;ksa dks viukus ls iwoZ eSa vius iM+kslh Ñ"kdksa ls mldk ifj.kke tkuus dk bPNqd jgrk gw¡A

6 dqn gn rd eSa fo'okl djrk gw¡ iqjkuh Ñf"k i)fr;ka csgrj gSA

7 ubZ Ñf"k i)fr;ksa dks viukus ds izfr eSa ges'kk

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ltx jgrk gw¡A 8 gekjs iwoZt Ñf"k ds izfr T;knk bekunkj Fks vr%

eq>s dksbZ dkj.k ugha yxrk fd bu iqjkuh Ñf"k i)fr;ksa dks cnyk tk;A

9 ges'kk ubZ i)fr;ka lQy@Qk;nsean ugha gksrh gS ;fn mfpr gS rks fcYdqy eS mls miukrk gw¡A

227- ffuEu oDrO;ksa ds ckjs esa vki D;k jk; j[krs gSA ¼Scintific Orientation½

ØØ-

ooDrO;

lgefr dk Lrj iw.kZr% llger

lger r; uugha

vlger iw.kZr% vvlger

1 Ñf"k dh mUur ,oa u;h i)fr;ka iqjkuh i)fr;ksa dh rqyuk eas vPNs ifj.kke nsrs gSA

2 gekjs iwoZt tks Ñf"k i)fr viukrs Fks os vkt Hkh cgqr vPNs rFkk egRoiw.kZ gSaA

3 Ñ"kdksa ds ikl cgqr vPNs Ñf"k vuqHko gksus ds ckn Hkh ifjorZuksa ds vuq:i ubZ i)fr;ksa dks viukrs jguk pkfg,A

4 lEHkor% Ñ"kdksa ds fy, ubZ i)fr;kas dks lh[kuk rFkk vius [ksrksa esa mi;ksx djuk eqf'dy Hkjk dk;Z gS ijUrq ;s Qk;nseUn rFkk mi;ksxh gSA

5 vPNs Ñ"kd ubZ i)fr;ksa dks vius [ksrksa esa iz;ksx djrs jgrs gSA

6 Ñ"kdksa dks vius thou Lrj esa lq/kkj ds fy, Ñf"k laca/kh iqjkuh rduhd ds LFkku ij ubZ i)fr;ka viukuh pkfg,A

28- Ñf"k fØ;kvksa laca/kh fofHkUu fu.kZ; dkSu ysrk gSA

dz-- Ñf"k fØ;kdyki Lo;a iRuh n¨u¨ iwjk

iifjokj ifjokj@

nn¨Lr@fjLrsnkj 1 Qly ,oa iztkfr dk p;u 2 Qly i)fr laca/kh fu.kZ; 3 Hkwfe dh rS;kjh 4 [kkn~; ,oa moZjd dk mi;ksx 5 jksx ,oa dhVuk'kd ds iz;ksx laca/kh 6 Ñf"k vkStkj [kjhnus ds laca/k esa 7 mRikn cspus ds laca/k esa 8 Ñf"k dk;Z gsrq yksu ysus ds laca/k esa 9 Ñf"k dk;kZs gsrq le; fu/kkZj.k ds laca/k

esa

10 i'kqikyu ds laca/k esa

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229- D;k vkius yEcs le; ls tyok;q esa fdlh izdkj dk ifjorZu vuqHko fd;k gSA gk¡@ugha ;fn gk¡ rks fuEu tkudkjh iznku djsaA

¼v½ D;k vkidks tyok;q ifjorZu ds ckjs esa Kku gS\ gk¡@ugha ¼c½ D;k vkius 'kCn Xykscy okfeZax dk uke lquk gS\ gk¡@ugha ¼l½ fuEu ?kVukvksa ls lacaf/kr viuh tkx:drk ds Lrj ds ckjs esa tkudkjh iznku djsaA

Ø-- Ekn gk¡@uugha

tkx:drk dk Lrj iw.kZr% vkaf'kd Ukgha

1 ekSle xeZ gksrh tk jgh gSA 2 tyok;q esa vfuf'Pkrrk c<+ xbZ gSA 3 fofHkUu ekSleksa dh vof/k ifjofrZr gks jgh gSA 4 vizR;kflr@vuqfpr tyok;qoh; ?kVukvksa dh vko`fr

c< jgha gSA

5 [kjkc ekSle dh otg ls Qlyksa ds [kjkc gksus dh ?kVuk;sa c<+ jgh gSA

6 okrkoj.k es iznq"k.k dk Lrj c<+ jgk gSA 7 BaMs izns'k¨a esa cQZ ds pV~Vku rhoz xfr ls fi?ky jgh

gSA

8 leqnz¨ esa pØokr dh vko`fr c<+ jgh gSA 9 leqnz esa ikuh dk Lrj c<+ jgk gSA 10 izkÑfrd vkink;sa fnu c fnu c<+ jgk gSA 11 tyok;q ifjofrZr ls euq";ksa esa LokLF; lacaf/k leL;k;sa

c<+ jgh gSA

12 tyok;q ifjofrZr ls i'kqvksa esa LokLF; lacaf/k leL;k;sa c<+ jgh gSA

30- viuh vuqHkoks ds vk/kkj ij ekSle vuqlkj fofHkUu ekSleh@tyok;qoh; ?kVukvksa@ cnykvksa ds ckjs esa fuEu tkudkjh iznku djsaA

Ø-- ekSleh ?kVuk;sa@cnyko ugha ddg ldrs

dksbZ iifjorZu ugha

deh ggqbZ@iwoZ

c<+ xxbZ@ nsjh ls

A oo"kkZ _rq 1 ekulqu dk vkxeu 2 ekulqu dk izLFkku 3 ekSle dh vof/k 4 fcuk o"kkZ okys fnuks dh la[;k 5 lq[ks iM+us dh vko`fr 6 o"kkZ okys fnuks dh vko`fr 7 ckjh'k dk fo"ke foHkktu 8 vfuf'Pkr o"kkZ

199

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9 ckjh'k dh ek=k 10 cnyh okys fnuksa dh la[;k 11 /kqi okys ?kaVks dh la[;k 12 [ksrksa esa ck<+@[ksrh okys tehuksa esa

tyHkjko

13 vknzrk dh ek=k B ''khr _rq 1 'khr _rq vkjaHk dk le; 2 'khr _rq izLFkku dk le; 3 tkM+s dh rhozrk 4 'khr _rq esa U;qure rkieku 5 'khr _rq esa vf/kdre rkieku 6 'khr _rq dh vof/k 7 tkM+s okys fnuks fd la[;k 8 rhoz tkM+s okys eghus 9 rhoz /kqi okys fnuks dh la[;k 10 rhoz dksgjs okys fnuks dh vko`fr 11 'khr _rq esa o"kkZ 12 BaMh ok;q izokg@rjax C xxzh"e _rq 1 xzh"e _rq esa U;qure rkieku 2 xzh"e _rq esa vf/kdre rkieku 3 xzh"e _rq dh lqjokr@vkjaHk 4 xzh"e _rq dk izLFkku 5 ekSle dh vof/k 6 Rkhoz xehZ okys nhuksa dh la[;k 7 yq dh rhozrk 8 'kjhj esa fpiphikiu@ilhus dk vkuk 9 rhoz xehZ okys eghus 10 xehZ ls 'kjhj esa pqHku 11 xzh"e _rq esa ckjh'k

D vvU; ?kVuk;sa 1 ok;q iznq"k.k 2 vka/kh rqQku dh vko`fr 3 4 5 6

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331- fiNys 15 lky ds vuqHkoksa ls vki vius thou ;kiu ds ckjs D;k vuqHko djrs gS A 1- csgrj gqbZ gS A 2- dksbZ ifjorZu ughA 3- cnrj gqbZ gSA

32- vkius foxr 15 o"kksZ esa dksbZ vkink,a@foifÙk;k eglql fd;k gSA gk¡@ugh ;fn gk¡ rks fdu vkinkvksa dk lkeuk fd;k gSA

vkinkvkas dk izdkj uqd'kku @ gkfu dk izdkj

uqd'kku dk Lrj vkinkvkas ls cpus ds mik;

eghuksa esa vvkinkvkas dh

vof/k vf/kd e/;e de

ck<+

vfuf'pr ckfj’k

lq[kk

dhV @fcekjh;ksa dk izdksi

vksyk @ikyk

vka/kh @ rqQku

[kkn~; iznkFkksZ @pkjk dh deh

fcekjh

Pkksjh

var%@varj leqnkf;d dyg

okrkoj.kh; iznq"k.k

------- ------

uqd'kku dk izdkj% 1- ukSdjh@O;olk; [kksuk 2- vk; es deh 3- ifjokj ds lnL;ks dks uqd'kku@[kks nsuk 4- ?kj dks uqdlku 5- ikuh ds L=ksar dks uqdlku 6- Qlyks dks uqd'kku 7- i'kqv a dks uqd'kku

uqd'kku dk Lrj % 1- vf/kd 2- e/;e 3- de

vkinkvkas ls cpus ds mik;% 1- cpr 2- iÍs@fxjoh es tehu j[kuk 3- tehu cspuk 4- i'kq/ku cspuk 5- laifÙk cspuk 6- dtZ 7- miHkksx de djuk 8- ljdkjh lg;ksx@vuqnku 9- iyk;u

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333- foxr iwoZ o"kksZa eas tyok;q esa ifjorZu ds dkj.k vkiusa fofHkUu Ñf"k fØ;kvksa esa D;k ifjorZu vuqHko fd;k gSA

Ø-- odrO; iw.kZr% llger

Lkger r; uugha dj lldrs

vlger iw.kZr% vvlger

1 tyok;q ifjorZu ds dkj.k fofHkUu Qlyksa dk mRiknu de gqvk gSA

2 ijEijkxr Qly iztkfr;ksa dk mi;ksx de gqvk gSA

3 Qlyksa ds Qwy ,oa Qy yxus ds le; esa ifjorZu gqvk gSA

4 Qlyksa ds dVkbZ dk le; ifjorZu gqvk gSA

5 Qyksa@Qlyksa ds idus dk le; ifjorZu gqvk gSA

6 [kk| Qlyksa dh xq.k@DokfyVh esa fxjkoV vkbZ gSA

7 Qly i)fr ifjorZu gqbZ gSA 8 tyok;q ifjorZu dh otg ls flapkbZ ds

fy, ty dh miyC/krk de gqbZ gSA

9 tyok;q ifjorZu ds dkj.k Hkwfexr ty L=ksrksa ,oa Lrj esa deh vkbZ gSA

10 tyok;q ifjorZu ds dkj.k [ksrksa esa ty Hkjko dh ?kVuk c<+h gSA

11 rkts Qyksa ,oa lfCt;ksa dh miyC/krk de gqbZ gSA

12 tyok;q esa ifjorZu ds dkj.k Qlyksa esa dhVksa ,oa chekjh;ksa dk izdksi c<+k gSA

13 dhVksa@fcekjh;ksa ¼Qlyksa esa½ dh fofHkUu ubZ fdLeksa dk inkiZ.k gqvk gSA

14 [kjirokjksa dh fofHkUu ubZ fdLe fn[kkbZ nsus yxs gSA

15 ekSleh [kjirojksa dk izdksi Qlyksa esa c<+k gSA

16 [kjirkokjksa@dhVksa @chekjh;ksa ds c<+okj ds fy, ekSle mi;qDr gksrh tk jgh gSA

17 tyok;q ifjorZu ds dkj.k fofHkUu Qlyksa ,oa tkuojksa dh iztkfr;ka yqIr gksrh tk jgh gSaA

18 oukPNkfnr {ks=Qy de gksrk tk jgk gSA 19 tyok;q ifjorZu ds dkj.k fuf'pr LFkku

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ij ik;s tkus okys taxyh isM+ks ,oa i'kqvksa dh iztkfr ifjofrZr gks xbZ gSA

20 tyok;q ifjorZu taxyksa ds mTkkM+ dk ,d dkj.k gSA

21 tyok;q ifjorZu ds dkj.k e`nk vijnu c<+ jgk gSA

22 tyok;q ifjorZu ds dkj.k [ksrh esa [kpZ c<+rk tk jgk gSA

23 tyok;q ifjorZu fofHkUu {ks=ksa esa pkjk dh deh dk dkj.k gSA

24 tyok;q ifjorZu ds dkj.k i'kq/ku ds O;ogkj esa ifjorZu gksrs tk jgk gSa

25 tyok;q ifjorZu i'kq/ku ds LokLFk esa foijhr izHkko Mky jgk gSA

26 ufn;ksa esa eNfy;ksa dh iqjkuh iztkfr;ka yqIr gks jgh gS rFkk u;h itkfr;ka ns[kh tk jgh gSA

334- tyok;q ifjorZu dk vki fuEu ?kVukvksa@enksa@phtksa ij D;k izHkko ns[krs gS\ Ø-- odrO;@en iw.kZr%

llger lger dg

uugha ldrs

vlger iw.kZr% vvlger

1 tyok;q ifjorZu ds dkj.k HkkSfrd lk/kuksa esa fuos'k c<+ jgk gSA

2 tyok;q ifjorZu ds dkj.k yksxksa dk thou Lrj izHkkfor gksrk tk jgk gSA

3 [kk| inkFkksZ dh deh dk ,d otg tyok;q ifjorZu gSA

4 tyok;q ifjorZu ds dkj.k yksx xaHkhj chekjh;ksa ls xzflr gks jgs gSA

5 tyok;q ifjorZu ds dkj.k euq";ksa dk iyk;u c<+ jgk gSA

6 tyok;q ifjorZu ds dkj.k i'kq&if{k;ksa dk iyk;u c<+ jgk gSA

7 tyok;q esa ifjorZu ds dkj.k fofHkUu ty L=ksr lw[k jgs gSA

8 ihus dh ikuh dh miyC/krk de gks jgh gSA 9 ok;q iznq"k.k tyok;q ifjorZu ds dkj.k c<+

jgk gSA

10 ikuh dk iznq"k.k tyok;q esa ifjorZu ds dkj.k c<+ jgk gSA

11 tyok;q ifjorZu ds dkj.k vkidh dk;Z djus dh {kerk izHkkfor gqbZ gSaA

203

Page 229: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

335- vYidkyhu ekSle ifjorZu ds lkFk vki d`f"k fØ;kvksa esa fdl izdkj ifjorZu djrs gS ;k dkSu lh d`f"k fØ;k, viukrs gSaA

1. /kku cqokbZ dh fof/k dkSu lh viukrs gSA

ccqokbZ dh fof/kgk¡@ugha ekulwu dk vkxeu

le; ls iwoZ (% {{ks«k)

le; ij (% {{ks«k)

nsjh ls (% {{ks«k)

a. fNVdko@C;klh i)fr

b. j¨ik i)fr

c. ysgh i)fr

d. drkj i)fr ls cokbZ

e. SRI i)fr ls cqokbZ

2. //kku dh fdl izdkj dh fdLe viukrs gS ,oa D;k fo'¨"krk gSi fuPkYkh Hkwfe ¼1½ ¼2½ ¼3½ ¼4½

ii lkekU; Hkwfe ¼1½ ¼2½ ¼3½ ¼4½

iii mPPk Hkwfe ¼1½ ¼2½ ¼3½

3. [[ksr dh rS;kjh ds llaca/k esa tkudkjh nhft,i fuPkYkh Hkwfe ii lkekU; Hkwfe iii mPPk Hkwfe 4. //kku dh cqokbZ fdl le; djrs gSAi fuPkYkh Hkwfe ii lkekU; Hkwfe iii mPPk Hkwfe

204

Page 230: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

5. ££¢Rk dh rS;kjh g¢rq d`f"k ;a=ksa dk mi;ksxAi fuPkYkh Hkwfe ii lkekU; Hkwfe iii mPPk Hkwfe 6. ccht dh ek=k*i fuPkYkh Hkwfe ii lkekU; Hkwfe iii mPPk Hkwfe *ccht dh ek=k : a fu/kkZfjr cht nj ls de b fu/kkZfjr cht nj ds cjkcj c fu/kkZfjr cht nj ls vf/kd

7. [[kjirokj, dhV ,oa jksxksa d¢ izdksi d¢ laca/k esa tkudkjh nhft,A

a. [kjirokj dk izdksi ekulwu dk vkxeu

le; ls iwoZ** le; ij* nsjh ls**1 2 3 1 2 3 1 2 3

1

2

3

4

5

b. ddhM+ks dk izdksi 1

2

3

4

5

c. jjksxksa dk izdksi 1

2

3

4

5

* A=vf/kd B=lkekU; C=de D=ugha ** a= vf/kd b= lkekU;c de =d= ugha ¼ le; ij ekulqu vkU¨ dh rqyuk esa ½

205

Page 231: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

8. C;;klh dj ikus ds laca/k esa tkudkjh nhft,A

a. ugha dj ikrs gS

b. le; ij djrs gSA

c. le; ds iqoZ djrs gSa

d. nsjh ls djrs gSA

99. ffunkabZ xqM+kbZ ds laca/k es tkudkjh nhft,A

a. ugha dj ikrs gSA

b. ;kf=dh rjhds ls djrs gSA

i. le; ij dj ikrs gSA

ii. djus es foyac gks tkrk gSA

c. jklk;fud rjhds ls djrs gSA

i. le; ij dj ikrs gSA

ii. djus es foyac gks tkrk gSA

110. [[kkn ,oa moZjdksa dk iz;ksx

a. fu/kkZfjr le; ijA

b. fu/kkZfjr le; ls iqoZ

c. fu/kkZfjr le; ds cknA

d. fu/kkZfjr ek=k ds cjkcj

e. fu/kkZfjr ek=k ls de

f. fu/kkZfjr ek=k ls T;knk

111. QQly dVkbZ ds laca/k es tkudkjh nhft,A

a. le; ij dj ikrs gSAb. dVkbZ djus esa foyac gks

tkrk gSAc. ;kaf=dh fof/k ls dVkbZ djrs

gSAd. gkjosLVj ds iz;ksx ls dVkbZ

djrs gSA112. mmRiknu ds laca/k es tkudkjh iznku djsaA mRiku ¼fDo-@,dM+½ HHkwfe dk izdkj : 11-- fuPkYkh 2- lkekU; 3- mPPk

206

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336- /kku dh fofHkUUk voLFkkv¨ esa lq[kk iM+us dh fLFkfr es fUkEu iz'u® dk mRRkj iznku djsaA

dd`f"k fdz;k;sa

lq[kk iM+us dk le;

cqokbZ ds igys vadqj.k ds le; okLifrd o`f) dds le;

Qwy@Qy yxrs lle;

cqokbZ dh fof/k /kku dh fdLe eq[; dhV eq[; fcekjh eq[; [kjirokj mit esa deh ¼fDo-½

jch QlYk dk jdck ¼,dM+½

37- jch esa yxk;s tkus okyh Qlyksa ds jdck ¼,dM+½ d¢ ckjs esa tkudkjh iznku djsa

A. eekulqu dk vkxeu le; ls iwoZ QQly@iztkfr

[kjhQ esa v©lr o"kkZ dh ek«kk dee lkekU; vf/kd

a. jjch Qlyksa dk dqy jdck

b. yk[kM+h

c. puk

d. xsagw¡

e. ckM+h esa 'kCth

B. eekulqu dk vkxeu le; ij a. jjch Qlyksa dk dqy jdck

b. yk[kM+h

c. puk

d. xsagw¡

e. ckM+h esa 'kCth

C. eekulqu dk vkxeu nsjh ls a. jjch Qlyksa dk dqy jdck

b. yk[kM+h

c. puk

d. xsagw¡

e. ckM+h esa 'kCth

207

Page 233: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

338- jch Qlyksa ds mRiknu ¼fDo-@,dM+½ ds ckjs esa tkudkjh iznku djsa

A. eekulqu dk vkxeu le; ls iwoZ QQly dk uke

[kjhQ esa v©lr oo"kkZ dh ek«kk dee lkekU; vf/kd

a. yk[kM+h

b. puk

c. xsagw¡

d. ckM+h esa 'kCth

B. eekulqu dk vkxeu le; ij a. yk[kM+h

b. puk

c. xsagw¡

d. ckM+h esa 'kCth

C. eekulqu dk vkxeu nsjh ls a. yk[kM+h

b. puk

c. xsagw¡

d. ckM+h esa 'kCth

39- foXkr 15 o"kksZ esa vkius yxk;s tkus okys Qlyksa] mRikndrk rFkk fdLe es D;k ifjorZu vuqHko fd;k gS d`i;k crk,A

Øa-- 15 o"kZ iwoZ orZeku Qly@@fdLe {kS=

¼¼%½½ mRikndrk ¼¼fDo-@@,-++½

Qly@@fdLe {kS= ¼%½½ mRikndrk ¼fDo--@,--+½

[kjhQ 1 /kku 1-- /kku

a. a. b. b.

c. c. 2 3 jcch 1 2 3 tk;n 1 2

208

Page 234: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

440- fofHkUUk e©leh ÄVUkkv¨a dh iwoZ 15 o"kksZ esa iqujko`fRRk] g¨us okys uqd'kku rFkk cpko ds ckjs es foLr`r tkudkjh nhft, A

Ø-- e©leh ÄVUkk;sa iqujko`fRRk mit esa ddeh ¼fDo--@gS--½

cpko ds mik;

1 vfRk o`f"V

A cqokbZ ds igys

B cqokbZ ds le;

C cqokbZ ds ckn

D dVkbZ ds igys

E dVkbZ ds le;

F dVkbZ ds ckn

2 vYi o`f"V

A cqokbZ ds igys

B cqokbZ ds le;

C cqokbZ ds ckn

D dVkbZ ds igys

E dVkbZ ds le;

F dVkbZ ds ckn

3 vfUk;fer o`f"V

A cqokbZ ds igys

B cqokbZ ds le;

C cqokbZ ds ckn

D dVkbZ ds igys

E dVkbZ ds le;

F dVkbZ ds ckn

4 cnyh okys ekSle

A cqokbZ ds igys

B cqokbZ ds le;

C cqokbZ ds ckn

D dVkbZ ds igys

E dVkbZ ds le;

F dVkbZ ds ckn

209

Page 235: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

441- vkids vuqlkj ,sls dkSu ls dkjd gS tks tyok;q ifjorZu ds vuq:i viu¢ vkid¨ <kYku¢ esa lgk;d gSaA

Ø-- Ekn gk¡@ugha iw.kZr% e/;e vkaf'kd 1 Ñ"kd dh vk;q vf/kd e/;e de 2 ?kj dk eqf[k;k efgyk iw#"k 3 f'k{kk dk Lrj vf/kd de 4 Ñf"k dk;Z dk vuqHko vf/kd de 5 ifjokj dk vkdkj N¨Vk cM+k 6 QkeZ dk vkdkj N¨Vk cM+k 7 vk; dk Lrj vf/kd de 8 Ñf"k ;a=ksa dh miyC/krk 9 _.k dh izkfIr 10 flapkbZ lka/kuksa dh miyC/krk 11 eq¶r izlkj lsokv a dh miyC/krk 12 Ñf"k vknkuksa dh miyC/krk 13 ?kj esa fctyh@bysDVªhflVh dh miyC/rk 14 Ñf"k lwpukvksa dh izkfIr 15 ekSle iwokZuqeku dh tkudkjh

210

Page 236: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

442- tyok;q ifjorZu ds vuqlkj vuqdwyu esa vki dkSu&dkSu lh ck/kkvksa dk lkeuk djrs gSA

Ø- Ekn gk¡ Ukgha 1 ekSle ds iwokZuqeku dk vHkko 2 tyok;q ifjorZu ds ckjs esa tkudkjh dk vHkko 3 Ñf"k dh vuqlaflr i)fr;ksa ds ckjs esa tkudkjh dk vHkko 4 lalk/ku® dh deh 5 flapkbZ lqfo/kkvksa dh deh 6 Ñf"k vknkuksa dh vuqIyC/krk 7 vuqlaflr Qly iztkfr;ksa dh deh@vuqIyC/krk 8 lwpuk dk vHkko 9 jk"Vªh; j.kuhfr;ka izHkkoiw.kZ u gksukA 10 izlkj lsokvksa dk fu;fer u gksukA 11 Ñf"k vknkuksa esa ljdkj }kjk lHkh d`"kd¨a d¨ NqV u fn;k tkuk 12 mfpr ty izca/ku rduhd dk vHkko 13 tyok;q ifjorZu ls fuiVus gsrq ljdkjh ;kstukvksa dk vHkko 14 miyC/k tkudkjh;ksa dks izkIr djus dh vleFkZrk 15 miyC/k vuqdwyu fof/k;ksa dk fdQk;rh u gksukA 16

43- tyok;q ifjorZu ds foijhr izHkkoksa ls fuiVus@de djus gsrq vki D;k lq>ko nsuk pkgsxsaA

1- taxyksa dks cpkus ds fy, izHkko'kkyh ,oa okLrfod ;kstuk cukdj ;kstukvksa dk fØ;kUo;u djuk pkfg,A

2- leqnk; Lrj ij ikS/kjksi.k dk dk;Z izkjaHk djuk pkfg,A 3- vks|ksfxd {ks=ksa ds vklikl iznq"k.k dks fu;af=r djus rFkk tSo ra= dks lajf{kr djus ds fy,

vko';d dne mBk;k tkuk pkfg,A 4- lkS;Z mTkkZ dk leqfpr iz;ksx] lkS;Z ykbZV] lkS;Z pqYgk ,oa lkS;Z ghVj ds :i esa djuk pkfg,A 5- Ñf"k vknku] HkaMkj.k ,oa cktkj dh miyC/krk c<+kuk pkfg,A 6- fofHkUu ekl fefM;k lk/kuksa Vh-Ogh-] jsMh;ks] fQYe ,ao lekpkj i=ksa ds ek/;e ls yksxksa esa

tyok;q ifjorZu rFkk blds izHkkoksa ds izfr tkx:drk c<+k;k tkuk pkfg,A 7- taxyksa eas ikS/kjksi.k] mlds ckn cpko ,oa izca/ku dk dk;Z iapk;rkas dks ns nsuk pkfg,A 8- tyok;q ifjorZu ds dkj.kksa ,oa izHkkoksa ds ckjs esa yksxksa dks tkx:d djus ds fy, lkekftd

,oa 'kkldh; Lrj ij izpkj&izlkj fd;k tkuk pkfg,A 9- Ldwy ,oa dkWyst Lrj ij tyok;q ifuorZu dks ,d vko';d fo"k; ds :i esa lfEefyr

fd;k tkuk pkfg,A 10- ljdkj }kjk ty laj{k.k ds fy, mfpr mik; fd;k tkuk pkfg,A 11- e`nk vijnu jksdus ds fy, ty L=ksrksa ds pkjksa vksj vf/kd ls vf/kd ikS/kksa dk jksi.k fd;k

tkuk pkfg,A

211

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APP

EN

DIX

–B

Mon

thly

ave

rage

max

imum

& m

inim

um te

mpe

ratu

re, r

ainf

all a

nd su

nshi

ne h

our

of R

aipu

r di

stri

ct o

f Chh

attis

garh

Pla

in

I.M

onth

ly M

axim

um T

empe

ratu

re

Mon

th/Y

ear

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

Jan

28.9

28.3

24.1

2826

.125

.926

.928

.828

.127

.528

.126

.827

.528

.728

.728

30.3

26.6

27.4

25.7

Feb

31.2

29.1

29.1

30.3

30.1

29.6

31.4

28.4

32.6

30.5

30.2

28.9

30.4

33.4

30.2

28.1

33.5

30.7

30.2

30.7

Mar

33.9

37.5

32.5

36.7

35.6

32.5

36.2

34.7

35.2

35.8

34.2

36.6

35.2

33.2

34.4

34.7

36.7

37.7

35.6

35.6

Apr

40.1

37.7

38.8

39.4

36.8

38.6

41.9

41.1

38.5

40.9

40.3

39.9

39.1

38.6

39.5

3940

.642

.636

.639

.5

May

43.2

42.6

38.9

43.6

41.6

4240

.640

.942

.843

.443

.241

.141

.740

.241

.742

.542

.942

.341

.442

.9

Jun

37.1

3340

.238

.637

.837

.735

.834

.833

.137

39.4

3639

.837

.737

.134

.941

.338

.735

.338

.3

Jul

31.6

2931

.332

.731

.331

.431

30.7

29.4

34.3

31.5

31.8

30.5

30.1

30.9

31.6

30.6

31.4

31.8

29.9

Aug

29.8

28.8

30.8

29.8

30.2

31.1

29.5

30.9

30.6

29.6

29.9

29.1

29.5

29.3

30.2

30.2

31.2

31.2

30.1

29.2

Sep

30.3

30.1

3132

.131

31.4

29.2

31.4

32.8

3129

.532

.231

.131

.330

.731

.232

.331

.130

.231

.1

Oct

31.2

30.3

30.5

30.6

30.8

30.6

30.7

33.7

31.9

3229

.930

.830

.332

.231

3231

.531

.132

.231

.4

Nav

29.4

2829

.229

.730

.428

.129

.631

.930

.630

.130

30.2

29.2

29.8

29.5

30.3

28.9

30.2

3129

Dec

26.5

26.8

28.9

27.1

25.3

27.2

27.4

28.6

28.5

29.7

26.8

28.1

26.8

28.8

28.3

29.7

27.5

26.6

28.6

28.5

Ave

rage

32.7

731

.77

32.1

133

.22

32.2

532

.18

32.5

232

.99

32.8

433

.48

32.7

532

.63

32.5

932

.78

32.6

832

.68

33.9

433

.35

32.5

332

.65

212

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II.

Mon

thly

Min

imum

Tem

pera

ture

Mon

th/Y

ear

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

Jan

10.8

11.5

10.3

13.8

1014

.28.

410

.310

.711

.110

.511

.911

.910

.111

12.6

13.3

10.2

10.5

13.4

Feb

11.5

13.2

13.2

14.1

10.5

14.9

15.7

14.8

13.4

14.5

15.7

12.3

15.4

13.7

15.1

12.9

15.7

14.8

14.9

14.3

Mar

16.6

1718

.318

.616

.716

.717

.415

.819

.817

.817

.317

.718

.918

.418

.319

.119

20.7

18.8

17.1

Apr

22.7

2222

22.6

20.3

22.8

21.7

22.5

22.5

24.2

23.9

23.4

21.9

22.6

23.3

22.7

2324

.922

.424

.3

May

26.4

25.5

25.3

27.1

24.8

26.4

26.3

26.3

27.5

27.6

26.7

27.9

2626

.527

26.8

27.9

27.8

27.1

27.3

Jun

25.2

24.4

26.9

27.2

25.5

2725

.425

24.7

26.1

27.7

25.9

28.6

26.9

26.6

25.5

28.3

28.0

25.9

27.4

Jul

23.5

22.6

24.2

24.5

24.2

24.7

24.3

24.3

24.5

25.8

24.8

24.3

24.5

24.8

24.9

24.7

25.2

25.1

25.1

24.5

Aug

23.4

22.7

24.5

23.9

24.3

24.6

23.9

24.7

24.9

24.1

24.5

24.4

24.5

24.3

2524

.825

.425

.524

.824

.8

Sep

22.8

22.5

24.3

24.3

23.9

24.6

23.7

23.8

24.4

23.8

2424

.424

.624

.224

.423

.925

.224

.924

.224

.8

Oct

20.7

20.4

20.5

20.5

20.4

22.7

21.8

20.2

21.6

20.6

21.6

19.3

2221

.419

.920

.220

.322

.520

.619

.9

Nav

12.4

14.8

14.4

14.1

18.2

16.9

13.9

1416

13.8

15.7

13.8

12.6

17.1

14.7

16.1

16.9

19.6

15.4

16.1

Dec

8.2

9.6

12.4

8.9

15.7

8.7

9.9

8.6

10.5

12.4

11.5

10.9

10.4

12.7

12.2

11.9

13.1

13.4

11.6

12.7

Ave

rage

18.6

818

.85

19.6

919

.97

19.5

420

.35

19.3

719

.19

20.0

420

.15

20.3

319

.68

20.1

120

.23

20.2

020

.10

21.1

121

.46

20.1

120

.55

213

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III.

Mon

thly

Rai

nfal

l

Mon

th/Y

ear

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

2011

2012

Jan

06.

650

.95.

212

.626

00

11.2

13.8

026

104.

40

07.

60

15.4

057

.5

Feb

10.2

1921

.80.

80

13.8

1139

.40

5.2

29.2

3131

022

.411

.60

8.4

12.2

2.2

Mar

18.5

050

.310

.219

.236

.60

020

.65.

717

.711

.61

45.2

2.5

24.8

2.2

0.8

0.4

0

Apr

14.2

20.2

5.1

13.6

6412

.40

012

.43

18.4

4.2

251

.63.

25.

215

4.8

83.4

15.8

May

32.8

35.8

22.6

1.8

6.4

37.6

7018

.612

.814

.13.

48.

922

.462

.212

.20.

639

20.0

43.6

0

Jun

135.

444

6.8

126.

288

.412

0.4

202.

698

.619

9.1

281

195.

689

.825

2.2

127.

894

.971

3.4

203.

641

.310

0.6

146.

323

4.2

Jul

499.

849

5.2

414

263.

144

8.4

226

135.

933

0.2

273.

771

.836

9.1

379.

855

0.6

363.

127

3.9

125.

171

5.5

480.

635

4.6

639.

4

Aug

405.

236

6.2

352.

647

3.9

301.

818

4.6

421

141.

521

0.7

344.

655

3.4

156.

636

0.1

409.

621

822

9.3

264.

416

0.2

421.

851

6.3

Sep

166.

520

6.6

108.

619

813

6.6

182.

226

3.7

56.1

104.

490

.228

7.3

136.

427

6.8

232.

322

5.3

219.

899

.432

7.4

381

208.

6

oct

45.3

39.2

28.4

6830

.299

.421

096

.423

.211

1.2

20.2

121.

85.

929

12.6

51.6

64.6

24.8

9.2

Nav

02.

68.

20

966

.80

00

014

.40

01.

67.

40

49.5

7.2

032

.9

Dec

00

00

72.6

00

00

017

.10

00

00

19.3

57.2

00.

2

Tot

al13

27.9

016

38.2

1188

.711

23.0

1221

.210

88.0

1021

.278

4.9

1023

.276

7.15

11.0

1026

.915

97.9

1266

.415

07.3

840.

212

97.2

1247

.214

68.0

1716

.3

214

Page 240: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

IV.

BSS

(Sun

shin

e H

ours

)

Mon

th/Y

ear

1993

19

94

1995

19

96

1997

19

98

1999

20

00

2001

20

02

2003

20

04

2005

20

06

2007

20

08

2009

20

10

2011

20

12

Jan

9.4

8.2

7 7.

2 7.

9 5.

2 8.

9 8.

9 8.

6 8

7.8

8.1

6.1

8.9

8.1

7.2

7.6

7.7

9.1

4.9

Feb

9.4

8.3

9 8.

9 10

.1

8.9

8.3

6.9

9.7

8.6

8.3

8.8

8.9

9.4

8.7

7.7

8.6

8.5

8.0

8.5

Mar

8.

9 10

8.

6 9.

6 9.

3 8.

9 9.

3 9.

2 8.

7 9

8.6

9 8.

4 7.

8 8.

9 7.

1 7.

4 9.

1 9.

7 8.

5

Apr

9.

9 8.

2 9.

5 8.

9 8.

7 9.

6 9.

6 8.

6 8.

7 9.

2 9

9.3

8 8.

5 8.

2 8.

8 9

10.1

9.

0 8.

6

May

9.

8 9.

6 6.

6 9.

9 9.

9 9.

3 7.

2 8.

8 8.

8 7.

9 8

7.9

9 6.

9 7.

3 7.

3 8.

4 8.

8 9.

5 8.

8

Jun

5.2

2.9

6.2

5.8

6.5

4.5

4.1

4.2

2.9

4.6

6.3

5.7

4.2

4.7

5.2

2.7

6.6

6.3

5.4

5.6

Jul

4.3

1.7

2.8

2.8

1.8

3.5

2 3.

7 1.

2 4.

1 3.

7 3.

3 2.

3 2

2.5

2.8

2.4

3.5

4.2

2.1

Aug

2.

8 2.

1 3.

7 2.

4 2.

7 3.

5 1.

9 3.

6 3.

6 2.

2 2.

4 2.

5 2.

5 2.

8 3

2.8

4 4.

4 3.

0 2.

6

Sep

5.1

5.2

6.1

6.9

4.8

4.9

2.9

5.2

6.5

6.3

3.2

6.3

5.2

6.4

4.2

5.9

5.9

5.5

4.0

4.8

oct

8.3

7.4

8.2

8 7.

6 6.

4 7.

5 8.

8 7.

5 8.

9 6.

4 8.

7 6.

1 8.

2 8

7.7

7.1

9.4

8.5

7.8

Nav

9.

2 7.

4 8.

8 8.

5 7.

5 6.

3 9.

1 9.

5 7.

6 9.

1 9.

1 8.

8 9.

1 6.

9 8.

4 6.

8 6.

3 7.

0 8.

4 7.

2

Dec

8.

1 8.

4 8.

7 8.

3 3.

6 8.

9 8.

4 9.

7 7.

6 8.

4 7.

8 7.

2 6.

8 8

8.2

7 7.

2 7.

3 7.

6 7.

8

Ave

rage

7.

53

6.62

7.

10

7.27

6.

70

6.66

6.

60

7.26

6.

78

7.19

6.

72

7.13

6.

38

6.71

6.

73

6.15

6.

71

7.29

7.

20

6.43

Socu

re :

Dep

artm

ent o

f Agr

omet

erol

ogy,

IGK

V R

aipu

r

215

Page 241: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

APPENDIX – CAnnual rainfall trends in different districts of Chhattisgarh Plain

y = -1.651x + 1327.R² = 0.035

0200400600800

100012001400160018002000220024002600

1901 1911 1921 1931 1941 1951 1961 1971 1981 1991

Rai

nfal

l (m

m)

Years

Average annual rainfall 1327.8 mm

Trend line

y = -4.691x + 1517.R² = 0.170

0200400600800

100012001400160018002000220024002600

1901 1911 1921 1931 1941 1951 1961 1971 1981 1991

Rai

nfal

l (m

m)

Years

Trend line

Average annual rainfall 1436.4 mm

Dhamtari

y = -2.374x + 1317.R² = 0.054

0200400600800

100012001400160018002000220024002600

1901 1911 1921 1931 1941 1951 1961 1971 1981 1991

Rai

nfal

l (m

m)

Years

Trend line

Average annual rainfall 1276.9 mm

Durg

216

Page 242: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

y = -10.69x + 1815.R² = 0.4

0200400600800

10001200140016001800200022002400

1906 1916 1926 1936 1946 1956 1966 1978 1988 1998

Rai

nfal

l (m

m)

Years

Average annual rainfall 1549.5 mm

Trend line

y = -1.139x + 1116.R² = 0.018

0200400600800

100012001400160018002000220024002600

1902 1912 1922 1932 1942 1952 1963 1976 1986 1996

Rai

nfal

l(mm

)

Years

Average annual rainfall 1108 mm

Trend line

y = -1.176x + 1462.R² = 0.006

0200400600800

100012001400160018002000220024002600

1901 1911 1921 1931 1941 1951 1961 1997

Rai

nfal

l(mm

)

Years

Average annual rainfall 1478.6 mm

Trend line

Source: Department Meteorology, IGKV, Raipur

217

Page 243: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

y = -1.529x + 1381.R² = 0.021

0200400600800

100012001400160018002000220024002600

1901 1911 1921 1931 1941 1951 1961 1971 1981 1991

Rai

nfal

l(mm

)

Years

Average annual rainfall 1358.8 mm

Trend line

Raipur

y = -0.796x + 1380.R² = 0.003

0200400600800

10001200140016001800200022002400260028003000

1902 1912 1922 1932 1942 1952 1962 1973 1983 1993

Rai

nfal

l (m

m)

Years

Average annual rainfall 1332 mm

Trend line

Rajnandgaon

y = -5.264x + 1770.R² = 0.173

0200400600800

10001200140016001800200022002400260028003000

1901 1911 1921 1931 1941 1951 1961 1971 1981 1991

Rai

nfal

l (m

m)

Years

Average annual rainfall 1626.9 mm

Trend line

218

Page 244: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

APP

EN

DIX

–D

Pape

r cu

ttin

g of

clim

ate

chan

ge r

elat

ed n

ews

219

Page 245: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d

Vita

Page 246: FARMERS’ PERCEPTION ABOUT CLIMATE CHANGE AND ITS … · farmers’ perception about climate change and its impact on agriculture and allied activities in chhattisgarh plains ph.d