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Trade-offs at landscape/watershed level
            The assessment

                Jetse Stoorvogel
         Soil Geography and Landscape Group

               Wageningen University




                             Analysis of Trade-offs in Agricultural Systems
                                             February 19-21, Wageningen
Trade-offs at landscape/watershed level
The assessment

 From indicators to trade-offs/synergies
 The unique element of the landscape/watershed level
 Analysing the tradeoffs




                                 Analysis of Trade-offs in Agricultural Systems
                                                 February 19-21, Wageningen
The indicators

The objective                         The indicators

   Rural development                    Economic indicators

   Environmental sustainability         Environmental indicators

   Payments for Ecosystem services      Social Indicators

   ...                                  ...




                                                Analysis of Trade-offs in Agricultural Systems
                                                                February 19-21, Wageningen
Single factor solutions


                            The case of soil erosion
                            in Machakos, Kenya




More people, Less erosion
Tiffen et al., 1994




                                Analysis of Trade-offs in Agricultural Systems
                                                February 19-21, Wageningen
Analysis in a single dimension



The indicators




                               $
   Economic indicators
                                                 Cost/benefit
   Environmental indicators
                                                     analysis
   Social Indicators

   ...




                               Analysis of Trade-offs in Agricultural Systems
                                               February 19-21, Wageningen
Trade-off analysis


 Environmental
        quality




                        Trade-off



                  Agricultural productivity



                                      Analysis of Trade-offs in Agricultural Systems
                                                      February 19-21, Wageningen
Trade-off analysis


 Environmental
        quality




                         Synergy



                  Agricultural productivity



                                      Analysis of Trade-offs in Agricultural Systems
                                                      February 19-21, Wageningen
Scale levels – starting point

 Regression models at two scale levels for arable crops in Ecuador




                                           De Koning et al., 1998


                                        Analysis of Trade-offs in Agricultural Systems
                                                        February 19-21, Wageningen
Characteristics of different scale levels




      Farm

                   Landscape/
                   Watershed
                                                 Region/
                                                Continent


                                Analysis of Trade-offs in Agricultural Systems
                                                February 19-21, Wageningen
How do we deal with the population of
farmers? – representative farms



  Farm   Farm     Farm                 Farm
  Type   Type     Type                 Type
    I      II      III                  IV




                         Analysis of Trade-offs in Agricultural Systems
                                         February 19-21, Wageningen
How do we deal with the population of
farmers? – sample of farms




               Sample of farms




                             Analysis of Trade-offs in Agricultural Systems
                                             February 19-21, Wageningen
How do we deal with the population of
farmers? – population of farms




               Statistical description




                                  Analysis of Trade-offs in Agricultural Systems
                                                  February 19-21, Wageningen
How do we deal with the population of
farmers? – population of farms



  Strata   Strata   Strata                Strata
     I       II       III                   IV




                             Analysis of Trade-offs in Agricultural Systems
                                             February 19-21, Wageningen
How do we deal with the population of
farmers? – All farms




                 All farms




                             Analysis of Trade-offs in Agricultural Systems
                                             February 19-21, Wageningen
Simulating representative farms

 How representative are representative farms?




                                 Analysis of Trade-offs in Agricultural Systems
                                                 February 19-21, Wageningen
Example: variation in a case Western Kenya


     Variable          Explained variance
     # of adults             26.6 %
     Dist. to market          0.7%
     Farm size                5.3%
     Education               64.6%
     Total TLU                1.4%
     Fertilizer               0.8%
                        Salasya and Stoorvogel, 2010




                                  Analysis of Trade-offs in Agricultural Systems
                                                  February 19-21, Wageningen
Simulating representative farms

 How representative are representative farms?
 Generalization of the farm scale models




                                 Analysis of Trade-offs in Agricultural Systems
                                                 February 19-21, Wageningen
Simulating a sample of farms


 Inherent productivity
 (crop growth simulation models)
 Land management: crop selection and
 management
 (econometric simulation model)
 Environmental impact
 (Erosion, pesticide leaching, fertility
 loss….)




                                    Analysis of Trade-offs in Agricultural Systems
                                                    February 19-21, Wageningen
Analysis of Trade-offs in Agricultural Systems
                February 19-21, Wageningen
Analysis of Trade-offs in Agricultural Systems
                February 19-21, Wageningen
Analysis of Trade-offs in Agricultural Systems
                February 19-21, Wageningen
Analysis of Trade-offs in Agricultural Systems
                February 19-21, Wageningen
Pathways of poverty
                   Manure availability

     Maize price




                   Poverty
                    Low

                    High
                             Analysis of Trade-offs in Agricultural Systems
                                             February 19-21, Wageningen
Simulating a population of farms

 What is the question?
    ● Comparison of two systems (Adoption, PES, CC)
 Parsimonious approach
    ● E.g., Adoption is an economic choice




                                Analysis of Trade-offs in Agricultural Systems
                                                February 19-21, Wageningen
Simulating a population of farms



                                          PES




                        Opportunity cost




                        Analysis of Trade-offs in Agricultural Systems
                                        February 19-21, Wageningen
Simulating a population of farms
                                   PES
    Derivation of adoption
      rate from spatial
        distribution of
      opportunity cost




                        Case3
                                PES0


                       Case 2

     ( )                                                           Rate
                                                            100
                       Case 1




                                         Analysis of Trade-offs in Agricultural Systems
                                                         February 19-21, Wageningen
Climate change impacts for Vihaga (Kenya)

      Seasonal loss




                      % of farm population



                             Claessens et al., 2012


                               Analysis of Trade-offs in Agricultural Systems
                                               February 19-21, Wageningen
Simulating all farms


 The case of spatial interactions




                                     Claessens et al., 2010



                                     Analysis of Trade-offs in Agricultural Systems
                                                     February 19-21, Wageningen
Tradeoffs for the
landscape/watershed

 Idiosyncrasy
 Standardization
  (harmonization)
 parsimonious
  approaches
 Ex-ante analysis




                      Analysis of Trade-offs in Agricultural Systems
                                      February 19-21, Wageningen

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Agricultural Trade-Off Analysis Landscape Level

  • 1. Trade-offs at landscape/watershed level The assessment Jetse Stoorvogel Soil Geography and Landscape Group Wageningen University Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 2. Trade-offs at landscape/watershed level The assessment  From indicators to trade-offs/synergies  The unique element of the landscape/watershed level  Analysing the tradeoffs Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 3. The indicators The objective The indicators  Rural development  Economic indicators  Environmental sustainability  Environmental indicators  Payments for Ecosystem services  Social Indicators  ...  ... Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 4. Single factor solutions The case of soil erosion in Machakos, Kenya More people, Less erosion Tiffen et al., 1994 Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 5. Analysis in a single dimension The indicators $  Economic indicators Cost/benefit  Environmental indicators analysis  Social Indicators  ... Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 6. Trade-off analysis Environmental quality Trade-off Agricultural productivity Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 7. Trade-off analysis Environmental quality Synergy Agricultural productivity Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 8. Scale levels – starting point Regression models at two scale levels for arable crops in Ecuador De Koning et al., 1998 Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 9. Characteristics of different scale levels Farm Landscape/ Watershed Region/ Continent Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 10. How do we deal with the population of farmers? – representative farms Farm Farm Farm Farm Type Type Type Type I II III IV Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 11. How do we deal with the population of farmers? – sample of farms Sample of farms Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 12. How do we deal with the population of farmers? – population of farms Statistical description Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 13. How do we deal with the population of farmers? – population of farms Strata Strata Strata Strata I II III IV Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 14. How do we deal with the population of farmers? – All farms All farms Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 15. Simulating representative farms  How representative are representative farms? Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 16. Example: variation in a case Western Kenya Variable Explained variance # of adults 26.6 % Dist. to market 0.7% Farm size 5.3% Education 64.6% Total TLU 1.4% Fertilizer 0.8% Salasya and Stoorvogel, 2010 Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 17. Simulating representative farms  How representative are representative farms?  Generalization of the farm scale models Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 18. Simulating a sample of farms  Inherent productivity (crop growth simulation models)  Land management: crop selection and management (econometric simulation model)  Environmental impact (Erosion, pesticide leaching, fertility loss….) Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 19. Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 20. Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 21. Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 22. Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 23. Pathways of poverty Manure availability Maize price Poverty Low High Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 24. Simulating a population of farms  What is the question? ● Comparison of two systems (Adoption, PES, CC)  Parsimonious approach ● E.g., Adoption is an economic choice Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 25. Simulating a population of farms PES Opportunity cost Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 26. Simulating a population of farms PES Derivation of adoption rate from spatial distribution of opportunity cost Case3 PES0 Case 2 ( ) Rate 100 Case 1 Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 27. Climate change impacts for Vihaga (Kenya) Seasonal loss % of farm population Claessens et al., 2012 Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 28. Simulating all farms  The case of spatial interactions Claessens et al., 2010 Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen
  • 29. Tradeoffs for the landscape/watershed  Idiosyncrasy  Standardization (harmonization)  parsimonious approaches  Ex-ante analysis Analysis of Trade-offs in Agricultural Systems February 19-21, Wageningen