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Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November 2009

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Page 1: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Climate change and agricultureEvaluating the impacts of mitigation and

adaptation projects

Irina Klytchnikova, Economist, World BankBrasilia, November 2009

Page 2: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Why are we talking about climate change today?

• Impact of climate change on agriculture in Latin America and adaptation options in agriculture

• Potential for mitigation of GHGs in agriculture in Latin America and mitigation options in agriculture

• Through the lens of impact evaluation

Page 3: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

IMPACT OF CLIMATE CHANGE ON AGRICULTURE IN LATIN AMERICA

Page 5: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

5

Potential Impact on Agriculture — Projected Percentage Change in Agricultural Productivity in 2080

Note: Scenario: SRES A2.Source: Cline 2007.

Page 6: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Extreme weather events will be more frequent, often leading to natural disasters

• Example: more consecutive dry days– México, Central America, Brazil,

Bolivia, Chile (2030)– Affected areas are in many cases

already exposed to high drought risk

• But in Central America risk also of more intense hurricane-related rainfall:– Losses from hurricanes could

triple by 2020-25, reaching 6% of GDP

Source: WB staff calculations with data from 8 global circulation models.

Page 7: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

HIGH GHG MITIGATION POTENTIAL IN AGRICULTURE IN LATIN AMERICA

Page 8: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

LAC’s Share of Global GHG Emissions : 12.5% overall, but 31% of LULUC

12.5

42.5 45.1

11.6

44.8 43.6

5.6

59.9

34.531.0

-3.6

72.6

-30

-10

10

30

50

70

90

Latin America Industrialized Countries Other Developing Countries(excluding LAC)

% o

f T

ota

l

Total GHG Emissions (CO2, CH4, N2O, PFCs, HFCs, SF6)Total CO2 Emissions Total CO2 Emissions excluding land use change CO2 Emissions from land use change

Source: Climate Analysis Indicators Tool (CAIT), Version 5.0. Washington, DC: World Resources Institute (WRI), 2008.

Page 9: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

By country, LULUC emissions are highest in Brazil, but other countries’ LULUC emissions also are high as share of their

total

Share of emissions from LULUC by LAC Country (2000) LAC emissions from land use change

Brazil, 58%

Peru, 8%

Rest of LAC, 8%

Colombia, 5%

Bolivia, 4% Chile, 1%

Argentina, 2%Guatemala, 2%

Ecuador, 2%

Mexico, 4%

Venezuela, 6%

Share of Land Use Change in total GHG Emissions (%)

73%

68%

60%

59%

58%

40%

39%

37%

16%

16%

14%

Peru

Guatemala

Ecuador

Brazil

Bolivia

Rest of LAC

Colombia

Venezuela

Argentina

Chile

Mexico

Source: Climate Analysis Indicators Tool (CAIT) Version 5.0. (Washington, DC: World Resources Institute, 2008).

Page 10: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Beyond the forests: agriculture has high technical mitigation potential in LAC

Source: Smith and others (in press).

Page 11: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Many mitigation options in agriculture and many of them low-cost

Mitigation costs in agriculture for two climatic zones typical of the LAC region.

0

10

20

30

40

50

60

70

US$

per

ton

CO

2-eq

. per

yea

r

Warm-moist

Warm-dry

Notes: Estimated marginal costs of mitigation are only indicative of the relative magnitudes. Actual costs significantly vary depending on the local climatic and socio-economic conditions. The estimated costs of manure management (around US$200 per tCO2-eq.) and water management (around US$2,500) are not shown in the figure. The estimated marginal cost of agro-forestry ranges from a high of US$119 in cool-dry climates to a low of $28 in warm-moist zones. For tillage, the range is from US$7 to US$30 according to these estimates.Source: Smith and others (in press).

Page 12: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

MAINSTREAMING ADAPTATION TO CLIMATE CHANGE IN AGRICULTURAL PROJECTS

Page 13: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Examples of adaptation measures

• Genetic improvement – wheat, maize, oilseeds• Integrated watershed management• Improvement to irrigation systems • Revalidation of agricultural technologies• Early alert system• Crop diversificationExample of a World Bank project• Mainstreaming Climate Change Adaptation in Irrigated

Agriculture in China (2008)• Studies to set priorities in adaptation and develop national

adaptation strategies in Latin America

Page 14: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

BUT ARE ADAPTATION PRACTICES ADOPTED BY FARMERS?

Page 15: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

MITIGATION OF CLIMATE CHANGE THROUGH BETTER SOIL AND PASTURE MANAGEMENT

Page 16: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

CASE STUDY OF THE INTEGRATED REGIONAL SILVOPASTORAL PROJECT: QUINDIO, COLOMBIA

(Source: Pagiola and Rios, forthcoming)

Page 17: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Supporting Silvopastoral practices helps store carbon and protect biodiversity

• Regional Integrated Silvopastoral Approaches to Ecosystem Management Project in Colombia, Costa Rica, and Nicaragua– (1) planting high densities of trees and shrubs in pastures,

thus providing shade and diet supplements while protecting the soil from packing and erosion;

– (2) cut and carry systems, in which livestock is fed with the foliage of specifically planted trees and shrubs (‘fodder banks’) in areas previously used for other agricultural practices; and

– (3) using fast-growing trees and shrubs for fencing and wind screens.

Page 18: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Benefits to farmers

• The on-site benefits of silvopastoral practices to land users – additional production from the tree component, such as fruit,

fuelwood, fodder, or timber– maintaining or improving pasture productivity by increasing nutrient

recycling– diversification of production

• Off-site benefits– a major role in the survival of wildlife species by providing scarce

resources and refuge– helps protect native forest plants– shelter for wild birds– help connect protected areas– carbon fixing in soil and trees

Page 19: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Costs to farmers

• While these benefits can be important, they are often insufficient by themselves to justify adopting silvopastoral practices– Upfront tree planting costs and benefits several

years later– Estimates prepared for the project show rates of

return of between 4 and 14 percent, depending on the country and type of farm (Gobbi, 2002)

Page 20: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

HOW TO EVALUATE THE IMPACT OF THE PROGRAM? FIRST, IN THEORY…

Page 21: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Randomized trial, “the gold standard”

• Randomized trial, “gold standard” in impact evaluation– In Mexico, the ending of the first round of PSAB contracts in

2008 provided an opportunity for a randomized trial.– Proposal was that only half of the communities whose

contracts were expiring, chosen at random would be re-enrolled (all had indicated their desire to do so).

– The land use choices of the entire cohort would then be monitored for several years.

– Assess the effect of actually participating to be assessed (Pagiola, 2007).

– But – not implemented due to political constraints

Page 22: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Control group method, not as golden but more feasible

• Control group method with random assignment of participants to control and treatment group– Preferable from the evaluation point of view but may be

politically difficult– Solution: plan project implementation in stages, randomly

assign participants to stages– Another solution: Control group method with non-random

assignment • Control group consisting of households with similar

characteristics (farm size, type of activities, agroecological conditions)

• Problem: control group will very likely turn out to be different and estimation of program impact may be biased

Page 23: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Evaluating the effect of a PES program with a control group

Control group with very similarcharacteristics as

the treatment group(farmers who would like to and cannot

participate in the program)

Treatment group(farmers who would like to participate

in the program and do)

Page 24: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Evaluating the effect of a PES program and technical assistance (TA)

Control group (no PES

and no TA)

Treatment group (receives PES) Control group

(TA but no PES)

Treatment group (receives PES and TA)

COMMUNITY WITH TA COMMUNITY WITHOUT TA

Page 25: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

But how large should a sample be?

• Generally, the sample size will need to be larger the greater is the number of treatments for which we want to evaluate impact

• So, to evaluate the effect of PES with and without Technical Assistance (or of Technical Assistance alone) the sample size will need to be larger

• How large? Remember Laura’s presentation…

Page 26: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

HOW TO EVALUATE THE IMPACT OF THE PROGRAM? NOW, IN PRACTICE…

Page 27: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Hypothesis

• Receiving PES is an incentive to change land use

• Receiving Technical Assistance (TA) is an incentive to change land use

Page 28: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Study characteristics

• PES Recipients– With technical assistance (48)– Without technical assistance (24)

• Control group– Without PES and without technical assistance

(29)– Chosen from the universe of those who

wanted to participate in the program

Page 29: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Impact of PES

Page 30: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

Impact of PES

Page 31: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

WHAT ABOUT THE IMPACT ON INCOMES AND ARE MEN AND WOMEN AFFECTED DIFFERENTLY?

Page 32: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

IS THE PAYMENT TOO LOW OR TOO HIGH?

Page 33: Climate change and agriculture Evaluating the impacts of mitigation and adaptation projects Irina Klytchnikova, Economist, World Bank Brasilia, November

WHAT TOOLS ARE AVAILABLE TO IMPROVE PROJECT’S TARGETING TO MAXIMIZE ENVIRONMENTAL BENEFITS?