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Economic Growth and Environmental Sustainability: Insights from Ghana Michael J. White Population Studies and Training Center Brown University USA Presentation to the Hewlett Foundation Conference on Population, Reproductive Health, and Economic Development 8-9 December 2007 Arusha, Tanzania

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Page 1: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Economic Growth and Environmental Sustainability: Insights from Ghana

Michael J. WhitePopulation Studies and Training CenterBrown UniversityUSA

Presentation to the Hewlett Foundation Conference on

Population, Reproductive Health, and Economic Development

8-9 December 2007Arusha, Tanzania

Page 2: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Urbanization and Environmental Quality:Insights from Ghana

ABSTRACT: The paper offers a policy-oriented discussion of the relationship between population, environment and economic development. Our particular focus is on the relationship between urbanization and environmental change. Their impact is often represented as strongly negative. We examine the relationship between nutrient levels in coastal lagoons, examining the degree to which these impacts are linked to population density in the watershed. We supplement this with information about environmental attitudes collected from a stratified, clustered random sample of households in six coastal districts of the Central Region. We conclude with some speculations about the implications for environmental change in the years after the Johannesburg Summit.

Page 3: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

The Overall Research Team(working together for several years)

• Multiple Institutions– University of Cape Coast,

Ghana– Brown University– Graduate School of

Oceanography, University of Rhode Island

• HEED Theme– Health– Environment– Economic Development

• Interdisciplinary Collaboration– Demographers– Sociologists– Ecologists (Estuarine Biology)– Microbiologist– Geographers– Anthropologists

• Support– NIH HEED– MacArthur Foundation– Mellon Foundation– Luce Foundation

Page 4: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Multiple Institutions, Multiple Disciplines

• University of Cape Coast Ghana, Department of Geography

– Kofi Awusabo Asare– Akwasi (Kay) Kumi-Kyereme– Foster Frempong– Emanuel Mensah (UCC)– And many others

• Others in Ghana– Mamaa Entsua-Mensa (WRI)– O. Ansa Asare (WRI)– Ebeneze Mensah (UST)– Eva Tagoe-Darko (UST, GH)

• University of Rhode Island, Graduate School of Oceanography

– Scott Nixon– David Smith– Steve Granger– Betty Buckley

• And from Brown– Catherine Stiff Andrezewski– Arpita Chattopadhyay– Justin Buszin– Nadia Diamond-Smith– Lori Hunter – Rodney Knight– Nugyen Liem – Stephen McGarvey – Salut Muhidin– Zarah Rahman– Holly Reed– …and others

Page 5: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Take Home Message1. Discussion of pop-env needs to move beyond POP as

undifferentiated aggregate.2. Transitions

1. Urbanization: hasten demographic transition2. Urbanization: anthropogenic impact on lagoons3. Some suggestion of Enviro-Kuznets curve.

3. Attitudes: preconditions for enviro change may exist4. Environmental Transition

1. worry less about overall pop/city growth; more about the detailed growth patterns

2. Economic growth environmental dividends3. What Path?

Page 6: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Presentation Overview• Project Background & Motivation• Research site and design• Selected Results

A. Demographic Dynamics (Urban Fertility)B. Lagoon Water Quality & UrbanizationC. Environmental AttitudesD. ~~~ Drinking Water Quality (in 2 UAPS posters)

• Concluding comments & thinking exercise

Page 7: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

1. Background and Motivation: Some Key Links

Environmental Stress

HH Health Outcomes

Environmental Attitudes

Pressure for EnvChange

Economic Development

Urbanization

Demographic Transition

Page 8: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

IPAT?....Still?

• IPAT: Impact=(POP)(Affluence)(Technology)• “A sizable segment of the literature on

population and environment during the past 25 years has take the ubiquitous I=PAT equation as the starting point.” [Martine, 1996, p. 7]

• “Despite its inadequacies, the IPAT formulation continues to be frequently cited by policy-making institutions.” [Martine, 1996, p. 9]

Page 9: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Motivation: Is Population THE problem?

… how population size and growth, environmental change and development interact on each other is not well established. UN, Population, Environment, and Development: The Concise Report (2001) emphadded

Page 10: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Motivation: “The Discourse”

• Jared Diamond Collapse– Haiti vs. Dominican Republic: two countries,

same island, vastly diff. enviro outcomes– “…the unsustainability of a world in which the

Third World’s large population were to reach and maintain current First World living standards.” p. 496

– “…for the most part we “just” need the political will to apply solutions already available.” p. 522

Page 11: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Population Growth and Urbanization often seen as Deleterious

Cincotta, Richard and Robert Engleman. Natures Place. Washington, DC: Population Action International, 2000.

Page 12: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Policy: Before and after the Johannesburg WSSD

Developing countries cannot reasonably be expected to

restrict their future emissions without being assured of a fair allocation scheme that will not impair their ability

to develop.

Science “Equity and Greenhouse Gas Responsibility” (Sept 2000)

emphasis added

Page 13: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

An Environmental Transition? Could rising incomes result in environmental amelioration?Le

vel o

f Env

ironm

enta

l Im

pact

(D

egra

datio

n In

dex)

?

Level of Economic Development (PC$$)AKA the Environmental Kuznets Curve – some evidence…no consensus

Page 15: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

2. Research Site & Design

• Coastal Zones– Ecologically sensitive

(Rio)– Rich, diverse ecology– Econ & Pop growth– Key management issues

• Ghana– Tropical ecology– LDC health issues– Trajectory of Political

Economy vis-à-vis SSA– Demographic Dynamics– Land Area = UK

Page 16: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Ghana: Significant Coastal Resources, Natural and Historic

Page 17: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

The Ghana HEED ProjectResearch Design Overview

• Lagoon Measurements (2001-2)– Monthly samples for 1 year– 8 Coastal Lagoons, varying settings; 1-8 km2

• Dissolved Inorganic Nitrogen • Phosphorous, Ammonia, Salinity, …

• Household Survey (Random sample of Pop in 6 Coastal Districts of Central Region)

– 2002: ~1300 HH, ~2500 Adults; • Standard QN + Environ Attitudes + Demog Calendar

– 2004: ~700 HH’s (repeat survey)…plus– Drinking Water Quality measurements at HH & Comm level

• Qualitative Data analysis (2004-present)– In-Depth Interviews– Focus Groups

Page 18: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

3. Selected Empirical Results

A. Demographic Dynamics: urban residence and fertility

B. Lagoon water quality and population density

C. Environmental AttitudesD. ~~Drinking Water Quality in UAPS

posters

Page 19: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

A. Results: Demographic Dynamics

urban residence and fertility

Page 20: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Urbanization and Demographic Transition:urban residence slows childbearing[RRR’s for multivariate discrete hazard model]

Figure 2. Effect of Covariates on Birth, All Parity(Control for "in union" not shown)

1.00

1.22

1.00

0.720.64

1.01

0.76

0.60

1.14

0.89

0.0

0.5

1.0

1.5

CEB

Age

Age2Middle C

ohortYou

ng Coh

ortPrim

/Middle E

du

Sec+ Edu

In School

Employed

Urban

Odd

s R

atio

non-significant

• Continuous urban residents bear children at a 11% lower rate, net of other personal traits

• Cohort, Education, etc also matter..)

Discrete time event history model :Log[p/(1-p)] = β0 + β 1X1 + β 2X2 + …;

Where p=Pr {birth this year, given no birth at parity k up to this point}

Page 21: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

A simulation shows…

• cumulative impact of urban composition– Age– Union

status– education

• Plus urban residence itself.

Figure 3. Predicted Probability of Birth by Rural, Urban Composition, and "Urban" (Mean CEB & Young Cohort)

0.1850.175 0.171

0.156

0.00

0.05

0.10

0.15

0.20

Rural Urban Age &Union

+ Urban Education + "Urban" effect

Prob

abili

ty o

f Bir

th

Page 22: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

B. Results: Pollution in Coastal Lagoons

Page 23: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Lagoon variability in size, shape, watershed connectivity with Ocean

Sample 2 lagoon locations monthly for a year

Page 24: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Chlorophyll Impact Increases with Density,Ghana 8 Coastal Lagoons

5 Jan 05

Ramsar Site

y = 2E-06x2.75

R2 = 0.97

1

10

100

1000

100 1000 10000

Population Density, number km-2

Mea

n C

hlor

ophy

ll, m

g m

-3

KORLE

BENYA

Accra!! So impacted that plant life dies

Increase in nutrient concentration with human population density

Page 25: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Population Density not clearly tied to Nutrient Concentration in all settings:

US (blue) vs. Ghana (red)

Ramsar Site

NB: Mean annual concentrations of dissolved inorganic nitrogen in the coastal lagoons of Ghana (solid circles) and some coastal lagoons on the Atlantic coast of the US (open symbols, X, and + ) as a function population density in the watershed.

y = 0.0002x1.88

R2 = 0.97

1

10

100

1000

10000

10 100 1000 10000

Population Density, number km-2

Mea

n A

nnua

l DIN

, mm

ol m

-3

Muni

Ghana

USA

Ramsar Protected Wetland

Page 26: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Temperate vs. TropicalHigh vs. Low Income

• … there are large differences between the DIN concentrations of the temperate and tropical lagoons associated with the most densely populated watersheds (Fig. 17). It is possible that there are more efficient nitrogen removal processes in temperate watersheds that lead to lower DIN concentrations, but our hypothesis is that the difference is due largely to differences in the handling of human metabolic waste in coastal Ghana and the northeastern U.S. [Nixon et al, Ecological Applications, forthcoming]

Page 27: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

C. Results: HH Survey Environmental Awareness, by Locale

Fraction Expressing Viewpoint re Environmental Quality, by Locale

0

20

40

60

80

100

Local Ghana World

Perc

ent

Think Locally, Act Globally?

Percentage of respondents expressing an opinion about environmental conditions (=1-DK%); Population and Environment Survey 2002 N=2505. Percentages weighted for sampling. Source: White & Hunter, 2007.

Page 28: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Relative Priority: Logit ModelProtect Environment (1) vs. Economic Growth (0) Factors predicting

environmental concernVoted in last

election 0.60 ***

Listen to radio -0.47 ***

Read newspaper -0.13

Literate 0.29 **

Male 0.26 **

Age 0.00

Life-time resident -0.45 ***

Possessions Index 0.08 ***

Urban community -0.33 ***

• AVG: economics outweigh environmental priority

01020304050607080

Environment Economic

Page 29: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Attitudes:Logit Regression predicting

“Environment a Priority”Ghana PCE HH survey 2002

0

0.5

1

1.5

2

Vote Radio Newspap Literate Male Age Lifetime SES Urban

Covariate

Odd

s R

atio

Logit regression model; Response “yes” to “environment is a priority” over economic growth; N=2506 adults; yellow bars indicate statistically significant at p<0.05; SES effect is 3units*coeff.; Age effect 10*coeff; others 1 unit. Standard Errors adjusted for household clustering; Base frequency 70% prefer Econ a priority.

Page 30: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Implications for Sustainable Policies• Think beyond aggregate Population

– We may overestimate effect of aggregate POP– We under-appreciate composition & dynamics– Urbanization presents environmental challenges,

but surely is associated with• economic growth (& env cleanup) • deceleration of population growth• environmental health transition

• LDC policies matter, e.g. Muni Ramsar• Rephrase the question: What path?

– Development may augment some preconditions (educ, urban) Environmental Transition

– More attention to human behavior and institutions

Page 31: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

A thinking exerciseWhat Path Ghana?

Page 32: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

What Path Ghana?Env path as Pop & $$ increase?

Indicators Ghana UK

Land Area (thousand sq mi ) 92 94

Total Population (UN est 2007) 23.0 60.0

Income ($GNI-PPP-PC) 1,910 23,550

Population Urban % (est UN 2007) 49.0 90.0

Total Fertility Rate (est UN 2007) 3.9 1.7

Pop with "improved" drinking water (%) 64 100

Energy Use (PC kg oil equiv) 377 3,8711990-2000 Change in Forest Area (1000 hectares) -1,200.0 170.0

Source: PRB, Population, Heath, Environment (2002); UN 2007

Page 33: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

The Future?Economic Development, Wetlands Protection, Demographic Dynamics, Institutional Change

Merci…. Thanks….. Medase!

Page 34: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response
Page 35: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

D. Results: HH Drinking Water

Page 36: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Results: Drinking Water Quality

• 19% of HH obs with MPN=0

• 35% with MPN <=5

• 26% with MPN>200 (~beach closed!!)

• Water as used in HH

050

100

150

Freq

uenc

y

0 500 1000 1500 2000 2500

ng

totecoli

Coastal Ghana 2004 N=706Spike Plot of MPN Ecoli Readi

Page 37: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Appreciable Variability in HH water contamination by source

Estimates from OLS Regression Predicting E Coli (Controlling time only)

0 50 100 150 200 250 300

Surface Water

Rain Water

Well

Borehole

Tanker

Tap Water

Wat

er S

ourc

e

Predicted E. Coli Value (#/100 ml)

Page 38: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Source, Residence, and HH Traits ALL Matter – Predictions from MV

ResultsEffect of Various Traits on Predicted

HH Water QualityMultivariate Model controlling source, HH infrastructure, HH demographics

168.371

43.94226.159

11.657

0

50

100

150

200

Baseline Tap(Pipe) Elec&Urban SES+3

Trait (cumulative)

Pred

icte

d Ec

oli C

ount

(M

PN)

A “What if all else equal”simulation

Page 39: Economic Growth and Environmental Sustainability: Insights ......1 1.5 2 Vote Radio Newspap Literate Male Age Lifetime SES Urban Covariate Odd s R a t i o Logit regression model; Response

Further Results for Community Drinking Water

Sources

Areas closer to the regional government center (Cape Coast) have more water source improvements

High population-density areas not more likely to have better water (Cape Coast may not have much contamination but the other major city, Winneba, has high levels of ammonium and nitrate)

Wells and surface water have the highest levels of contamination overall, taps/pipes have the lowest

Boreholes have low levels of sewage contamination but high levels of fertilizer contamination