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Identification and quantification forest degradation drivers in tropical dry forests: a case study in Western Mexico - Technical session : “From understanding drivers to gaining leverage at the tropical forest margins: 20 years of ASB Partnership” IUFRO XXIV World Congress, Salt Lake City, 5 -11 Oct 2014 Lucia Morales-Barquero, Armonia Borrego, Margaret Skutsch, Christoph Kleinn & John Healey.

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In Western Mexico, the area studied, shifting cultivation does not cause deforestation but does cause degradation and forest encroachment.

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Page 1: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Identification and quantification forest degradation drivers in tropical dry

forests: a case study in Western Mexico

- Technical session : “From understanding drivers to gaining leverage at the

tropical forest margins: 20 years of ASB Partnership”IUFRO XXIV World Congress, Salt Lake City, 5 -11 Oct 2014

Lucia Morales-Barquero, Armonia Borrego, Margaret Skutsch, Christoph Kleinn & John Healey.

Page 2: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Contents

• Introduction • Methods • Research Approach• Results & Discussion• Conclusions and Significance

Page 3: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Introduction• Tropical Dry Forests (TDFs) and REDD+: – TDFs have been neglected in REDD+ because of low

carbon content and small annual increments– Nonetheless TDFs cover approx 42% of tropical and

subtropical forest areas– Many are quite degraded – Hold relatively high population

densities of forest depenent people

Page 4: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

• TDFs and forest degradation processes: – Commonly used for shifting cultivation– Source of fence posts, fuelwood, and cattle grazing

within the forest.• Shifting cultivation produces complex landscapes

in which old forests, forests at various stages of secondary growth and agriculture co-exist mosaic of patches that are losing or gaining forest carbon stocks

• Should be regarded under REDD+ as leading to degradation not deforestation

Introduction

Page 5: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Introduction• In Mexico shifting cultivation (´milpa´ or ´coamil´) is practiced

by individuals within communal land systems managed by Ejidos. Typically 2 years cultivation/5-10 years fallow. Fallow provides grazing, poles, and firewood.

• Ejidos are the target group of REDD+ policies

Page 6: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

• Shifting cultivation systems are highly dynamic which makes it difficult to assess its changes in carbon stocks and the associated causes of those changes.

• Adequate scale , both social and biophysical factors is required.

• Research Objective: – To present analytical framework capable of identifying the

complex of drivers of forest degradation in TDF by using satellite images that provide data at a scale fine enough to detect forest degradation due to shifting cultivation, with on-the-ground survey data on the local use of forest resources.

Introduction

Page 7: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Methods: Study Site

• Ayuquila Watershed, Jalisco, Pacific Coast

• REDD+ Early Action,from Mexican

Government

• Organized Intermunicipial Government

Page 8: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Clearings for Shifting Cultivation

Permanent Agriculture

Regrowth TDF after shifting cultivation

Typical Mosaic Landscape , under different stages of regeneration and clearance.

Page 9: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Research Approach Two components to assess the drivers:

Production of map to assess shifting cultivation at the landscape and community level: The method developed eliminates permanent agriculture from consideration and focuses only on forest cover changes (canopy cover) assoicated with shifting cultivation. For this, SPOT 5 image data (10x10 m) for 2004-2010 were used to map small clearings.

Statistical Model (binary logistic regression) using the map as the dependent variable to assess the factors that can be associated with the probabiligy of forest degradation in shifting cultivation landscapes.

Page 10: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Methods & Materials• Model of the Probability of Forest degradation

Biophysical Variables

Socio Economic Variables

Forest Cover Changes Binary

Variable

Local Surveys Semi structure

Interviews in 29 Ejidos

Remote sensing Data & Ancillary

Spatial Data

•Ratio TDF: •Population•Livestocks•Fence Posts

•Marginalization Index

•Parcel Size

•Elevation •Slope

•Distance to Main Towns

Page 11: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Results & Discussion• Both at landscape and community level clearance and

regrowth are balanced in area, and our measurements suggest that although carbon stocks are on average lower than in ´intact´ TDF, shifting cultivation does not cause net emissions. Regrowth rates are very rapid in first 5 years and soil carbon levels increase.

Forest Cover Change Map (2004-2010) and summary of the landcover transitions

Page 12: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Results & Discussion

Variable Name Estimated coefficient (b ) S.E.

Marginal effect

Slope -0.0545*** 0.0111 -0.5602Dist -0.0326* 0.0163 -0.3352Pop:TDF -0.0157* 0.0066 -0.1614

Fence 0.0003*** 0.00008 0.0031Livestock 0.0002** 0.00006 0.0021HMI 0.7051*** 0.2078 7.2472

MMI 0.48360* 0.2455 4.9706

Parcel_T -0.00037* 0.0002 -0.004

Slope_Elev 0.00003*** 0.00001 0.0003

Constant -1.495*** 0.6880 -17.051

n = 1952, S.E. = standard error of estimation of the model, model log likelihood ratio = -769.39 (df = 10); AUC = 65.1; residual deviance = 1538.7; null deviance = 1605.2. AIC = 1558.78

Binary Logistic Regression Model for the Probability of Forest Degradation associated with Shifting Cultivation

The model predicts changes from TDF to shifting cultivation and vice versa correctly in 65% of the cases

Page 13: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

• Flatter areas have a higher probablity of being used for shifting cultivation (For every 1% increase in slope there is 0.75% decrease on the probability of forest degradation). Risk is especially high in flat areas on hill tops.

• Ejidos characterized by lower incomes and less education are more dependent on shifting cultivation, hence highly marginalized communities and medium marginalized communities have a greater probability of forest degradation (7.25 %, 5% respectively) than communities with a low index of marginalization.

Results & Discussion

Page 14: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

• Livestock management and use of fencing posts by the ejidos are associated with increases in probability of forest degradation. An increase of 100 posts will mean an increase of 16% in the probability of forest degradation

• Overall biophysical variables (measured at a pixel level) contributed 43.7% of the log-likelihood and community-level information explained around 56.3%.

Results & Discussion

Page 15: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Conclusions and Significance for REDD+

• Shifting cultivation over last 50 years has resulted in lowered carbon stocks in TDF but is not a net emitter of carbon now in the area studied.

• The potential under REDD+ can only therefore be in forest enhancement; strategies which increase the forest stock; possibilities include – Banning shifting cultivation– Increasing length of fallows

Page 16: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Conclusions and Significance for REDD+

• Banning shifting cultivation and e.g. pay PES instead– Socially undesirable (safety net of poorest people)– PES payments based on carbon value would not cover

the opportunity costs– Our other studies show that production of equivalent

quantities of maize in permanent agricultural systems would emit MORE carbon

Page 17: Identification and quantification forest degradation drivers in tropical dry forests: a case study in  Western Mexico

Conclusions and Significance for REDD+

• Increasing length of fallow– Evidence that fallows have been artificially shortened

in response to government subsidies (PROCAMPO)– Possibility to lengthen fallows limited by land

availability/pop density– Alternative may be to regulate grazing. The impact

of grazing cattle in fallow recovery needs more study.