SlideShare a Scribd company logo
1 of 1
Download to read offline
The future of coffee farmers’ livelihoods and your
daily coffee
                        Peter Läderach¹, Anton Eitzinger¹, Mark Lundy¹, Andy Jarvis¹, Julian Ramirez¹ and Emiliano Pérez-Portilla²

                        ¹ International Centre for Tropical Agriculture (CIAT), Managua, Nicaragua and Cali, Colombia
                        ²CRUO- Universidad Autónoma Chapingo, Mexico

The Problem
According to the fourth Intergovernmental Panel on Climate Change (IPCC) report is Mesoamerica one of the regions that will suffer severe
impacts from a progressively changing climate. Coffee production is the mainstay of thousands of families and the major contributor to the
agricultural GDP of these countries. Decisions makers need to know where and how climate change will impact in order to make informed
strategic decisions for the future.

The Solution
We have used Maxent to predict and quantify the changes in coffee suitability in Nicaragua and CaNaSTA to predict and quantify the changes in
coffee beverage quality in Veracruz, Mexico.


The Results
                              Nicaragua                                                                             Veracruz
MAXENT results indicate an important decrease in the suitability of                In Veracruz the analyses focused on the sensorial attribute of acidity of
coffee-producing areas in Nicaragua by 2050.                                       the brewed coffee, which together with aroma is the most important
                                                                                   attribute that distinguishes Veracruz coffee. The denomination of
                                        There is a general pattern of              origin of Veracruz coffee is built on these two characteristics.
                                        decreases in the area suitable for
                                                                                                                        CaNaSTA predicts that by 2050 the
                                        coffee and a decrease in suitability
                                                                                                                        areas with higher suitability will
                                        within these areas. Suitability for
                                                                                                                        decrease drastically and the highly
                                        coffee will move upwards on the
                                                                                                                        suitable areas for the acidity
                                        altitudinal gradient with climate
                                                                                                                        characteristic will move towards
                                        change, with lower-altitude areas
                                                                                                                        higher altitudes (Map Veracruz).
                                        losing suitability the most (Map
                                        Nicaragua).
                                                                                                                        As climate change progresses,
                                                                                                                        areas at higher altitudes will
                                        The optimum coffee-producing
                                                                                                                        become suitable for producing
                                        zone in Nicaragua is currently at
                                                                                                                        high-acidity coffee. Between today
                                        an altitude of elevation between
                                                                                                                        and 2050 areas at altitudes
                                        800 and 1400 masl; by 2050 the
                                                                                                                        between 900 masl and 1500 masl
                                        optimum elevation will increase to
                                                                                                                        will suffer the highest decrease in
                                        1200 and 1600 masl. As the
                                                                                                                        suitability while the areas above
                                        suitable altitude increases less and
                                                                                                                        1800 masl will have the highest
                                        less land area to produce coffee
                                                                                                                        increase in suitability (Graph
                                        will    be      available    (Graph
                                                                                                                        Veracruz).
                                        Nicaragua).
 Conclusions
Due to the long lead-time of perennial cropping systems and the complexity of global supply chains for coffee, it is urgent to identify
appropriate adaptation strategies. These strategies must operate locally but be connected with the global supply chain. CIAT is currently
working with the private sector, the academia and 7000 farmers in Central America on chain inclusive adaptation strategies
(http://gisweb.ciat.cgiar.org/dapablogs/).


                Current climate: Data of more than 46.000 meteorological stations
  METHODOLOGY




                was used. (Hijmans et al., 2005; www.worldclim.org)

                Future climate: 18 downscaled Global Circulation Models (GCM)
                and the A2a emission scenario (business as usual) was used.

                Maxent: A general-purpose method for making predictions or
                inferences from incomplete data sets. (Phillips et al., 2006;
                www.cs.princeton.edu/~schapire/maxent/)

                CaNaSTA: Employs Bayesian statistics and is particularly useful for
                analysis of highly specialized or underutilized crops. CaNaSTA
                performs particularly well with limited data points. (O’Brien, 2004)

                Data points: In Nicaragua we used close to 5.000 data points from
                coffee farms and in Veracruz more than 100 data points and
                additionally sensorial beverage quality assessments of each farms
                coffee.

More Related Content

More from CIAT

Scaling up soil carbon enhancement contributing to mitigate climate change
Scaling up soil carbon enhancement contributing to mitigate climate changeScaling up soil carbon enhancement contributing to mitigate climate change
Scaling up soil carbon enhancement contributing to mitigate climate changeCIAT
 
Impacto del Cambio Climático en la Agricultura de República Dominicana
Impacto del Cambio Climático en la Agricultura de República DominicanaImpacto del Cambio Climático en la Agricultura de República Dominicana
Impacto del Cambio Climático en la Agricultura de República DominicanaCIAT
 
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...CIAT
 
Investigaciones sobre Cadmio en el Cacao Colombiano
Investigaciones sobre Cadmio en el Cacao ColombianoInvestigaciones sobre Cadmio en el Cacao Colombiano
Investigaciones sobre Cadmio en el Cacao ColombianoCIAT
 
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue in Colo...
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue    in Colo...Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue    in Colo...
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue in Colo...CIAT
 
Tackling cadmium in cacao and derived products – from farm to fork
Tackling cadmium in cacao and derived products – from farm to forkTackling cadmium in cacao and derived products – from farm to fork
Tackling cadmium in cacao and derived products – from farm to forkCIAT
 
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...CIAT
 
Geographical Information System Mapping for Optimized Cacao Production in Col...
Geographical Information System Mapping for Optimized Cacao Production in Col...Geographical Information System Mapping for Optimized Cacao Production in Col...
Geographical Information System Mapping for Optimized Cacao Production in Col...CIAT
 
Contenido de cadmio en granos de cacao
Contenido de cadmio en granos de cacaoContenido de cadmio en granos de cacao
Contenido de cadmio en granos de cacaoCIAT
 
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoterasTécnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoterasCIAT
 
Cacao and Cadmium Research at Penn State
Cacao and Cadmium Research at Penn StateCacao and Cadmium Research at Penn State
Cacao and Cadmium Research at Penn StateCIAT
 
Aportes para el manejo de Cd en cacao
Aportes para el manejo de Cd en cacaoAportes para el manejo de Cd en cacao
Aportes para el manejo de Cd en cacaoCIAT
 
CENTRO DE INNOVACIÓN DEL CACAO PERÚ
CENTRO DE INNOVACIÓN DEL CACAO PERÚCENTRO DE INNOVACIÓN DEL CACAO PERÚ
CENTRO DE INNOVACIÓN DEL CACAO PERÚCIAT
 
Investigaciones sore Cadmio en el Cacao Colombiano
Investigaciones sore Cadmio en el Cacao ColombianoInvestigaciones sore Cadmio en el Cacao Colombiano
Investigaciones sore Cadmio en el Cacao ColombianoCIAT
 
Avances de investigación en cd en cacao
Avances de investigación en cd en cacaoAvances de investigación en cd en cacao
Avances de investigación en cd en cacaoCIAT
 
Seguridad alimentaria, agricultura y cambio climático: retos presentes y futuros
Seguridad alimentaria, agricultura y cambio climático: retos presentes y futurosSeguridad alimentaria, agricultura y cambio climático: retos presentes y futuros
Seguridad alimentaria, agricultura y cambio climático: retos presentes y futurosCIAT
 
Agricultura digital
Agricultura digitalAgricultura digital
Agricultura digitalCIAT
 
¿Y si Malthus estaba en lo correcto? (aunque por las razones equivocadas…)
¿Y si Malthus estaba en lo correcto? (aunque por las razones equivocadas…)¿Y si Malthus estaba en lo correcto? (aunque por las razones equivocadas…)
¿Y si Malthus estaba en lo correcto? (aunque por las razones equivocadas…)CIAT
 
Hubris, estadística y una mirada hacia el futuroDr
Hubris, estadística y una mirada hacia el futuroDrHubris, estadística y una mirada hacia el futuroDr
Hubris, estadística y una mirada hacia el futuroDrCIAT
 
Estrategia agricultura sostenible adaptada al clima para la región del SICA (...
Estrategia agricultura sostenible adaptada al clima para la región del SICA (...Estrategia agricultura sostenible adaptada al clima para la región del SICA (...
Estrategia agricultura sostenible adaptada al clima para la región del SICA (...CIAT
 

More from CIAT (20)

Scaling up soil carbon enhancement contributing to mitigate climate change
Scaling up soil carbon enhancement contributing to mitigate climate changeScaling up soil carbon enhancement contributing to mitigate climate change
Scaling up soil carbon enhancement contributing to mitigate climate change
 
Impacto del Cambio Climático en la Agricultura de República Dominicana
Impacto del Cambio Climático en la Agricultura de República DominicanaImpacto del Cambio Climático en la Agricultura de República Dominicana
Impacto del Cambio Climático en la Agricultura de República Dominicana
 
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
 
Investigaciones sobre Cadmio en el Cacao Colombiano
Investigaciones sobre Cadmio en el Cacao ColombianoInvestigaciones sobre Cadmio en el Cacao Colombiano
Investigaciones sobre Cadmio en el Cacao Colombiano
 
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue in Colo...
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue    in Colo...Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue    in Colo...
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue in Colo...
 
Tackling cadmium in cacao and derived products – from farm to fork
Tackling cadmium in cacao and derived products – from farm to forkTackling cadmium in cacao and derived products – from farm to fork
Tackling cadmium in cacao and derived products – from farm to fork
 
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
 
Geographical Information System Mapping for Optimized Cacao Production in Col...
Geographical Information System Mapping for Optimized Cacao Production in Col...Geographical Information System Mapping for Optimized Cacao Production in Col...
Geographical Information System Mapping for Optimized Cacao Production in Col...
 
Contenido de cadmio en granos de cacao
Contenido de cadmio en granos de cacaoContenido de cadmio en granos de cacao
Contenido de cadmio en granos de cacao
 
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoterasTécnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
 
Cacao and Cadmium Research at Penn State
Cacao and Cadmium Research at Penn StateCacao and Cadmium Research at Penn State
Cacao and Cadmium Research at Penn State
 
Aportes para el manejo de Cd en cacao
Aportes para el manejo de Cd en cacaoAportes para el manejo de Cd en cacao
Aportes para el manejo de Cd en cacao
 
CENTRO DE INNOVACIÓN DEL CACAO PERÚ
CENTRO DE INNOVACIÓN DEL CACAO PERÚCENTRO DE INNOVACIÓN DEL CACAO PERÚ
CENTRO DE INNOVACIÓN DEL CACAO PERÚ
 
Investigaciones sore Cadmio en el Cacao Colombiano
Investigaciones sore Cadmio en el Cacao ColombianoInvestigaciones sore Cadmio en el Cacao Colombiano
Investigaciones sore Cadmio en el Cacao Colombiano
 
Avances de investigación en cd en cacao
Avances de investigación en cd en cacaoAvances de investigación en cd en cacao
Avances de investigación en cd en cacao
 
Seguridad alimentaria, agricultura y cambio climático: retos presentes y futuros
Seguridad alimentaria, agricultura y cambio climático: retos presentes y futurosSeguridad alimentaria, agricultura y cambio climático: retos presentes y futuros
Seguridad alimentaria, agricultura y cambio climático: retos presentes y futuros
 
Agricultura digital
Agricultura digitalAgricultura digital
Agricultura digital
 
¿Y si Malthus estaba en lo correcto? (aunque por las razones equivocadas…)
¿Y si Malthus estaba en lo correcto? (aunque por las razones equivocadas…)¿Y si Malthus estaba en lo correcto? (aunque por las razones equivocadas…)
¿Y si Malthus estaba en lo correcto? (aunque por las razones equivocadas…)
 
Hubris, estadística y una mirada hacia el futuroDr
Hubris, estadística y una mirada hacia el futuroDrHubris, estadística y una mirada hacia el futuroDr
Hubris, estadística y una mirada hacia el futuroDr
 
Estrategia agricultura sostenible adaptada al clima para la región del SICA (...
Estrategia agricultura sostenible adaptada al clima para la región del SICA (...Estrategia agricultura sostenible adaptada al clima para la región del SICA (...
Estrategia agricultura sostenible adaptada al clima para la región del SICA (...
 

Recently uploaded

A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdfSoniaTolstoy
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfAyushMahapatra5
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104misteraugie
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingTeacherCyreneCayanan
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...PsychoTech Services
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfchloefrazer622
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...fonyou31
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room servicediscovermytutordmt
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdfQucHHunhnh
 

Recently uploaded (20)

A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdf
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdf
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room service
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 

Poster48: The future of coffee farmers'livelihoods and your daily coffee

  • 1. The future of coffee farmers’ livelihoods and your daily coffee Peter Läderach¹, Anton Eitzinger¹, Mark Lundy¹, Andy Jarvis¹, Julian Ramirez¹ and Emiliano Pérez-Portilla² ¹ International Centre for Tropical Agriculture (CIAT), Managua, Nicaragua and Cali, Colombia ²CRUO- Universidad Autónoma Chapingo, Mexico The Problem According to the fourth Intergovernmental Panel on Climate Change (IPCC) report is Mesoamerica one of the regions that will suffer severe impacts from a progressively changing climate. Coffee production is the mainstay of thousands of families and the major contributor to the agricultural GDP of these countries. Decisions makers need to know where and how climate change will impact in order to make informed strategic decisions for the future. The Solution We have used Maxent to predict and quantify the changes in coffee suitability in Nicaragua and CaNaSTA to predict and quantify the changes in coffee beverage quality in Veracruz, Mexico. The Results Nicaragua Veracruz MAXENT results indicate an important decrease in the suitability of In Veracruz the analyses focused on the sensorial attribute of acidity of coffee-producing areas in Nicaragua by 2050. the brewed coffee, which together with aroma is the most important attribute that distinguishes Veracruz coffee. The denomination of There is a general pattern of origin of Veracruz coffee is built on these two characteristics. decreases in the area suitable for CaNaSTA predicts that by 2050 the coffee and a decrease in suitability areas with higher suitability will within these areas. Suitability for decrease drastically and the highly coffee will move upwards on the suitable areas for the acidity altitudinal gradient with climate characteristic will move towards change, with lower-altitude areas higher altitudes (Map Veracruz). losing suitability the most (Map Nicaragua). As climate change progresses, areas at higher altitudes will The optimum coffee-producing become suitable for producing zone in Nicaragua is currently at high-acidity coffee. Between today an altitude of elevation between and 2050 areas at altitudes 800 and 1400 masl; by 2050 the between 900 masl and 1500 masl optimum elevation will increase to will suffer the highest decrease in 1200 and 1600 masl. As the suitability while the areas above suitable altitude increases less and 1800 masl will have the highest less land area to produce coffee increase in suitability (Graph will be available (Graph Veracruz). Nicaragua). Conclusions Due to the long lead-time of perennial cropping systems and the complexity of global supply chains for coffee, it is urgent to identify appropriate adaptation strategies. These strategies must operate locally but be connected with the global supply chain. CIAT is currently working with the private sector, the academia and 7000 farmers in Central America on chain inclusive adaptation strategies (http://gisweb.ciat.cgiar.org/dapablogs/). Current climate: Data of more than 46.000 meteorological stations METHODOLOGY was used. (Hijmans et al., 2005; www.worldclim.org) Future climate: 18 downscaled Global Circulation Models (GCM) and the A2a emission scenario (business as usual) was used. Maxent: A general-purpose method for making predictions or inferences from incomplete data sets. (Phillips et al., 2006; www.cs.princeton.edu/~schapire/maxent/) CaNaSTA: Employs Bayesian statistics and is particularly useful for analysis of highly specialized or underutilized crops. CaNaSTA performs particularly well with limited data points. (O’Brien, 2004) Data points: In Nicaragua we used close to 5.000 data points from coffee farms and in Veracruz more than 100 data points and additionally sensorial beverage quality assessments of each farms coffee.