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Global impact of climate change
        on Coffee and Cocoa Suitability
 O. Ovalle, P. Laderach, C. Bunn
 IIASA, Laxenburg.
 December 2011




Pic by Lenareh                     Pic by N. Palmer
Outline
                   • Methodology
                   • Results
                         - Coffee
                         - Cacao
                   • Next step




Pic by N. Palmer
Methodology




Pic by N. Palmer
Methodology. Global impact of climate change on coffee and cocoa suitability

                                  Climate base line




Precipitation: 47,554 locations    Mean temperature: 24,542 locations   Min – Max temp.: 14,835 locations

                                       19 bioclimatic variables.

                              Data base Worldclim: www.worldclim.org
Methodology. Global impact of climate change on coffee and cocoa suitability

          Global Climate Models (GCM)




• 21 “global climate models” (GCMs) basing in science
  atmospheric, chemical, physical, biology
• It runs from past to future.
• There are different scenarios of gas emissions.
      POLITICAL UNCERTAINTY (EMISSIONS), AND
         SCIENTIFIC UNCERTAINTY (MODELS)
Methodology. Global impact of climate change on coffee and cocoa suitability

          Global Climate Models (GCM)
Methodology. Global impact of climate change on coffee and cocoa suitability

                        Process: Database




• Data base CIAT for 2030 and 2050
• For the elaboration of adapting paths

                         http://gisweb.ciat.cgiar.org/GCMPage/



                                     Data Base
Methodology. Global impact of climate change on coffee and cocoa suitability

                          GCM: scenarios


                                                             Scenario A2
                                                             • Heterogeneous world
                                                             • Increasing global
                                                                population
                                                             • Economics development
                                                                is primarily regionally
                                                                oriented
                                                             • Technological change
                                                                area more fragmented.
Methodology. Global impact of climate change on coffee and cocoa suitability


                 Summary methodology
          Current climate
          • 19 bioclimatic variables (worldclim)

          Climate change
          • Downscaling
          • Generation of 19 bioclimatic variables

          Future climate
          • Current climate + change = Future climate
Methodology. Global impact of climate change on coffee and cocoa suitability

              Modelling coffee and cocoa
         Geo-referencing coffee and cocoa farms.




                                                                    Climate data

                Training of technical assistants.




   MaxEnt
Results




Pic by N. Palmer
Coffee
         Pic by N. Palmer
Result. Global impact of climate change on coffee suitability

        Global coffee distribution
Result. Global impact of climate change on coffee suitability


Future climate in coffee – growing Areas
    (mm) Precipitation                                                   Temperature (ºC)
  300                                                                                       25
                                                                                            24
                                                                                 2050       23
                                                                                            22
  250                                                                            2030       21
                                                                                            20
                                                                            current         19

  200                                      -                 -     +
                                                                                            18
                                                                                            17
                                                                                            16
                                                 -      -                                   15


  150
                               + +                                                          14
                                                                                            13
                                                                                            12
                                                                            +               11
                                                                                            10
                                                                                            9
  100
         + + +                                                                        +     8
                                                                                            7
                                                                                            6
                                                                                            5
   50                                                                                       4
                                                                                            3
                                                                                            2
                                                                                            1
    0                                                                                       0
        JAN    FEB       MAR   APR   MAY   JUN   JUL   AUG   SEP   OCT     NOV    DEC
Result. Global impact of climate change on coffee suitability

    Global coffee suitability map
Result. Global impact of climate change on coffee suitability

    Global coffee suitability map
Result. Global impact of climate change on coffee suitability

             Suitability vs altitude
Result. Global impact of climate change on coffee suitability

     Coefficient of Variation (CV)
Result. Global impact of climate change on coffee suitability

              Measure agreement
COCOA




Pic by Christine4nier
Result. Global impact of climate change on cocoa suitability

         Global cocoa distribution
Result. Global impact of climate change on cocoa suitability


Future climate in cocoa – growing Areas
       (mm) Precipitation                                                 Temperature (ºC)

 250                                                                                30
                                                                                    29
                                                                            2050
                                                                                    28
                                                                            2030    27
 200                                                                                26

                            + + +                               +       current
                                                                                    25
                                                                                    24


                                              +           +                         23
 150
                        +                                             +             22
                                                                                    21
                                                    +
        + +
                                                                                    20


 100
                                                                              +     19
                                                                                    18
                                                                                    17
                                                                                    16
                                                                                    15
  50                                                                                14
                                                                                    13
                                                                                    12
                                                                                    11
   0                                                                                10
        JAN     FEB   MAR   APR   MAY   JUN   JUL   AUG   SEP   OCT   NOV    DEC
Result. Global impact of climate change on cocoa suitability

     Global cocoa suitability map
Result. Global impact of climate change on cocoa suitability

     Global cocoa suitability map
Results   Global Cocoa suitability map

              Suitability vs altitude
Result. Global impact of climate change on cocoa suitability

     Coefficient of Variation (CV)
Result. Global impact of climate change on cocoa suitability

              Measure agreement
Next step




Pic by N. Palmer
Next step. Global impact of climate change on coffee and cocoa suitability


 Relationship Suitability vs production
• Objective:
   – Improve Impact assessments on perennial crops
• Problem:
   – Alternative approaches are often unfeasible
   – The models assume constant economic conditions
• Question:
   – How can we link Ecological Niche Models with partial
     equilibrium models to assess climate change impacts on
     the coffee industry and similar production systems?
• Hypothesis:
   – Ecological Niche Models assign a „suitability“ score. From
     this score we can infer economic proxies to model future
     price conditions.
Thank you!!!

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Coffee and cocoa suitability map.

  • 1. Global impact of climate change on Coffee and Cocoa Suitability O. Ovalle, P. Laderach, C. Bunn IIASA, Laxenburg. December 2011 Pic by Lenareh Pic by N. Palmer
  • 2. Outline • Methodology • Results - Coffee - Cacao • Next step Pic by N. Palmer
  • 4. Methodology. Global impact of climate change on coffee and cocoa suitability Climate base line Precipitation: 47,554 locations Mean temperature: 24,542 locations Min – Max temp.: 14,835 locations 19 bioclimatic variables. Data base Worldclim: www.worldclim.org
  • 5. Methodology. Global impact of climate change on coffee and cocoa suitability Global Climate Models (GCM) • 21 “global climate models” (GCMs) basing in science atmospheric, chemical, physical, biology • It runs from past to future. • There are different scenarios of gas emissions. POLITICAL UNCERTAINTY (EMISSIONS), AND SCIENTIFIC UNCERTAINTY (MODELS)
  • 6. Methodology. Global impact of climate change on coffee and cocoa suitability Global Climate Models (GCM)
  • 7. Methodology. Global impact of climate change on coffee and cocoa suitability Process: Database • Data base CIAT for 2030 and 2050 • For the elaboration of adapting paths http://gisweb.ciat.cgiar.org/GCMPage/ Data Base
  • 8. Methodology. Global impact of climate change on coffee and cocoa suitability GCM: scenarios Scenario A2 • Heterogeneous world • Increasing global population • Economics development is primarily regionally oriented • Technological change area more fragmented.
  • 9. Methodology. Global impact of climate change on coffee and cocoa suitability Summary methodology Current climate • 19 bioclimatic variables (worldclim) Climate change • Downscaling • Generation of 19 bioclimatic variables Future climate • Current climate + change = Future climate
  • 10. Methodology. Global impact of climate change on coffee and cocoa suitability Modelling coffee and cocoa Geo-referencing coffee and cocoa farms. Climate data  Training of technical assistants. MaxEnt
  • 12. Coffee Pic by N. Palmer
  • 13. Result. Global impact of climate change on coffee suitability Global coffee distribution
  • 14. Result. Global impact of climate change on coffee suitability Future climate in coffee – growing Areas (mm) Precipitation Temperature (ºC) 300 25 24 2050 23 22 250 2030 21 20 current 19 200 - - + 18 17 16 - - 15 150 + + 14 13 12 + 11 10 9 100 + + + + 8 7 6 5 50 4 3 2 1 0 0 JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
  • 15. Result. Global impact of climate change on coffee suitability Global coffee suitability map
  • 16. Result. Global impact of climate change on coffee suitability Global coffee suitability map
  • 17. Result. Global impact of climate change on coffee suitability Suitability vs altitude
  • 18. Result. Global impact of climate change on coffee suitability Coefficient of Variation (CV)
  • 19. Result. Global impact of climate change on coffee suitability Measure agreement
  • 21. Result. Global impact of climate change on cocoa suitability Global cocoa distribution
  • 22. Result. Global impact of climate change on cocoa suitability Future climate in cocoa – growing Areas (mm) Precipitation Temperature (ºC) 250 30 29 2050 28 2030 27 200 26 + + + + current 25 24 + + 23 150 + + 22 21 + + + 20 100 + 19 18 17 16 15 50 14 13 12 11 0 10 JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
  • 23. Result. Global impact of climate change on cocoa suitability Global cocoa suitability map
  • 24. Result. Global impact of climate change on cocoa suitability Global cocoa suitability map
  • 25. Results Global Cocoa suitability map Suitability vs altitude
  • 26. Result. Global impact of climate change on cocoa suitability Coefficient of Variation (CV)
  • 27. Result. Global impact of climate change on cocoa suitability Measure agreement
  • 28. Next step Pic by N. Palmer
  • 29. Next step. Global impact of climate change on coffee and cocoa suitability Relationship Suitability vs production • Objective: – Improve Impact assessments on perennial crops • Problem: – Alternative approaches are often unfeasible – The models assume constant economic conditions • Question: – How can we link Ecological Niche Models with partial equilibrium models to assess climate change impacts on the coffee industry and similar production systems? • Hypothesis: – Ecological Niche Models assign a „suitability“ score. From this score we can infer economic proxies to model future price conditions.

Editor's Notes

  • #15: The rainfall increases from 2090 millimeters to 2095 millimeters in 2050 passing through 2080 in 2030Temperatures increase and the average increase is 2 ºC passing through an increment of 1.5 ºC in 2030 The mean daily temperature range increases from 11.1 ºC to 11.1 ºC in 2050 The maximum number of cumulative dry months decreases from 4 months to 3 months
  • #23: The rainfall increases from 2034 millimeters to 2069 millimeters in 2050 passing through 2047 in 2030 Temperatures increase and the average increase is 2.1 ºC passing through an increment of 1.2 ºC in 2030 The mean daily temperature range increases from 9.4 ºC to 9.6 ºC in 2050 The maximum number of cumulative dry months decreases from 3 months to 2 months