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Mapping hotspots of climate change and food insecurity across the global tropics Polly Ericksen, Philip Thornton, An Notenbaert, Laura Cramer, Mario Herrero 15 March 2011
CCAFS-to-CRP7 transition Three initial target regions (East Africa, West Africa, Indo-Gangetic Plain) 	 five by 2012 	Possible regions: Southern Africa, West Asia-North Africa, Central Africa, Central America, upland South  America, lowland South America, South Asia outside the IGP, South-East Asia, East Asia, Pacific, coastal zones, small island states, … Vulnerability mapping work + selection criteria + list of potential target regions as inputs to a process of selection Weighting exercise for each candidate region for different stakeholder groups: 		Contact points and global partners 		CRP7 management team 		CRP7 steering committee Final decision by November
Vulnerability of food security to climate change Vulnerable people/systems  ~  those that stand a high change to be negatively affected by a (series of) events ,[object Object],3 components Exposure Sensitivity Coping capacity  Construction of “vulnerability domains”
Food security .....exists when all people, at all times, have physical and economic access to sufficient, safe, and nutritious food to meet their dietary needs and food preferences for an active and healthy life. (World Food Summit 1996)
Components of Food Security & Key Elements FOOD UTILISATION FOOD  ACCESS ,[object Object]
Allocation
Preference
Nutritional Value
Social Value
Food SafetyFOOD  AVAILABILITY ,[object Object]
Distribution
Exchange,[object Object]
Vulnerability analysis Exposure of populations to the impacts of climate change (hi, lo) Coping capacity of populations to address these impacts (hi, lo) Sensitivity of food systems to these impacts (hi, lo) x x Agricultural land areas from 35 ⁰S to 45 ⁰N (Ramankutty et al., 2008) plus LGP>60 days
Multi-model global averages of surface warming (relative to 1980-99) for the SRES scenarios
GCM consistency in regional precipitation projections for 2090-2099 (SRES A1B).  IPCC, 2007
What to do for impact / exposure analysis? ,[object Object]
 Downscale spatially, from 2° lat-long grids to a more useful resolution (e.g. 9-km grids)
 Downscale temporally from long-term climatology to characteristic daily weather dataUse MarkSim as a GCM downscaler: difference interpolation + stochastic downscaling + weather typing  Generate exposure indicators based on daily data
Select climate model Select emissions scenario Select the centre year of the time slice and number of years of data wanted Select location (the ILRI cafeteria in Nairobi)
Exposure: several thresholds 1  Length of growing period (LGP) declines by >5% 2  Flip from LGP > 120 days in the 2000s to LGP < 120 in the 2050s 3  Flip from Reliable Crop Growing Days per year > 90 days in the 2000s to RCGDs < 90 in the 2050s 4  Flip from an average annual temp < 8°C in the 2000s to Tav > 8°C in the 2050s 5  Flip from an average annual maximum daily temp < 30°C in the 2000s to Tmax > 30°C in the 2050s 6  As above, but for the 150 days from the start of the primary growing season 7  Rainfall per rainday decreases by >10% to the 2050s 8  Rainfall per rainday increases by >10% to the 2050s 9  Areas in which current annual rainfall CV is >21%
Exposure 3 Areas that flip from > 90 Reliable Crop Growing Days (RCGD) per year in the 2000s to < 90 RCGD by the 2050s Cropping becomes very risky in areas with RCGD < 90 Reliable Crop Growth Days, calculated over n seasons per year as  n 	RCGD = Σ season length j  * (1 – failure rate j ) j=1
Exposure 6 Areas where maximum temperature during the primary growing season is currently < 30 °C but will flip to > 30 °C by the 2050s Yield of many crops is considerably reduced at higher temperatures Boote et al. (1998)
Exposure 9 Using current rainfall variability as a proxy for climate variability Areas with current annual rainfall CV > 21% (the modal CV for cropped areas in the tropics, excluding irrigated areas) Rainfall CV (%, x-axis), cropping extent (y-axis)
Multiple Exposures Mapping the number of these 9 potential climate threats that apply in each pixel For the positive temperature flip (from < 8 °C to > 8 °C), we reduced the number of threats by one Expanded crop suitability?  Andes, parts of Central and highland South Asia, Southern China
Regional maps for E Africa, W Africa, IGPExposures 5, 6
Availability:  crop production Also mapped beans, rice, wheat, sorghum, millet and cassava. You, L., S.Crespo, Z. Guo, J. Koo, W. Ojo, K. Sebastian, M.T. Tenorio, S. Wood, U. Wood-Sichra.  Spatial Production Allocation Model (SPAM) 2000 Version 3 Release 2. http://MapSPAM.info.
Availability: Food Production Index   Average 2003-2007.  FAO Statistics Division, FAOSTAT.
Access: population with less than $2 per  day   http://geonetwork.csi.cgiar.org/geonetwork/srv/en/main.home
Access:  staple food prices http://www.fao.org/giews/pricetool/)
Utilization: wasting prevalence   World Development Indicators Database
Resource pressure:  arable land per capita FAO STAT
Vulnerability of food security to climate change Vulnerable people/systems  ~  those that stand a high change to be negatively affected by a (series of) events ,[object Object],3 components Exposure Sensitivity Coping capacity  Construction of “vulnerability domains”
Exposure The thresholds
Sensitivity Areas with more dependence on crop agriculture are assumed to be more sensitive to a change in climate.
Coping capacity We considered that chronic food insecurity could be a proxy for coping capacity, as inability to tackle chronic food insecurity indicates a number of institutional, economic and political problems.
Combination in “domains” 3 components * 2 classes  8 domains
Combination in “domains” 3 components * 2 classes  8 domains
LGP change > 5%
LGP flips to < 120 days
RCGD flip to < 90 days
Max. daily temp flip to > 30 deg C

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Mapping hotspots of climate change and food insecurity across the global tropics

  • 1. Mapping hotspots of climate change and food insecurity across the global tropics Polly Ericksen, Philip Thornton, An Notenbaert, Laura Cramer, Mario Herrero 15 March 2011
  • 2. CCAFS-to-CRP7 transition Three initial target regions (East Africa, West Africa, Indo-Gangetic Plain)  five by 2012 Possible regions: Southern Africa, West Asia-North Africa, Central Africa, Central America, upland South America, lowland South America, South Asia outside the IGP, South-East Asia, East Asia, Pacific, coastal zones, small island states, … Vulnerability mapping work + selection criteria + list of potential target regions as inputs to a process of selection Weighting exercise for each candidate region for different stakeholder groups: Contact points and global partners CRP7 management team CRP7 steering committee Final decision by November
  • 3.
  • 4. Food security .....exists when all people, at all times, have physical and economic access to sufficient, safe, and nutritious food to meet their dietary needs and food preferences for an active and healthy life. (World Food Summit 1996)
  • 5.
  • 10.
  • 12.
  • 13. Vulnerability analysis Exposure of populations to the impacts of climate change (hi, lo) Coping capacity of populations to address these impacts (hi, lo) Sensitivity of food systems to these impacts (hi, lo) x x Agricultural land areas from 35 ⁰S to 45 ⁰N (Ramankutty et al., 2008) plus LGP>60 days
  • 14. Multi-model global averages of surface warming (relative to 1980-99) for the SRES scenarios
  • 15. GCM consistency in regional precipitation projections for 2090-2099 (SRES A1B). IPCC, 2007
  • 16.
  • 17. Downscale spatially, from 2° lat-long grids to a more useful resolution (e.g. 9-km grids)
  • 18. Downscale temporally from long-term climatology to characteristic daily weather dataUse MarkSim as a GCM downscaler: difference interpolation + stochastic downscaling + weather typing  Generate exposure indicators based on daily data
  • 19. Select climate model Select emissions scenario Select the centre year of the time slice and number of years of data wanted Select location (the ILRI cafeteria in Nairobi)
  • 20. Exposure: several thresholds 1 Length of growing period (LGP) declines by >5% 2 Flip from LGP > 120 days in the 2000s to LGP < 120 in the 2050s 3 Flip from Reliable Crop Growing Days per year > 90 days in the 2000s to RCGDs < 90 in the 2050s 4 Flip from an average annual temp < 8°C in the 2000s to Tav > 8°C in the 2050s 5 Flip from an average annual maximum daily temp < 30°C in the 2000s to Tmax > 30°C in the 2050s 6 As above, but for the 150 days from the start of the primary growing season 7 Rainfall per rainday decreases by >10% to the 2050s 8 Rainfall per rainday increases by >10% to the 2050s 9 Areas in which current annual rainfall CV is >21%
  • 21. Exposure 3 Areas that flip from > 90 Reliable Crop Growing Days (RCGD) per year in the 2000s to < 90 RCGD by the 2050s Cropping becomes very risky in areas with RCGD < 90 Reliable Crop Growth Days, calculated over n seasons per year as n RCGD = Σ season length j * (1 – failure rate j ) j=1
  • 22. Exposure 6 Areas where maximum temperature during the primary growing season is currently < 30 °C but will flip to > 30 °C by the 2050s Yield of many crops is considerably reduced at higher temperatures Boote et al. (1998)
  • 23. Exposure 9 Using current rainfall variability as a proxy for climate variability Areas with current annual rainfall CV > 21% (the modal CV for cropped areas in the tropics, excluding irrigated areas) Rainfall CV (%, x-axis), cropping extent (y-axis)
  • 24. Multiple Exposures Mapping the number of these 9 potential climate threats that apply in each pixel For the positive temperature flip (from < 8 °C to > 8 °C), we reduced the number of threats by one Expanded crop suitability? Andes, parts of Central and highland South Asia, Southern China
  • 25. Regional maps for E Africa, W Africa, IGPExposures 5, 6
  • 26. Availability: crop production Also mapped beans, rice, wheat, sorghum, millet and cassava. You, L., S.Crespo, Z. Guo, J. Koo, W. Ojo, K. Sebastian, M.T. Tenorio, S. Wood, U. Wood-Sichra. Spatial Production Allocation Model (SPAM) 2000 Version 3 Release 2. http://MapSPAM.info.
  • 27. Availability: Food Production Index Average 2003-2007. FAO Statistics Division, FAOSTAT.
  • 28. Access: population with less than $2 per day http://geonetwork.csi.cgiar.org/geonetwork/srv/en/main.home
  • 29. Access: staple food prices http://www.fao.org/giews/pricetool/)
  • 30. Utilization: wasting prevalence World Development Indicators Database
  • 31. Resource pressure: arable land per capita FAO STAT
  • 32.
  • 34. Sensitivity Areas with more dependence on crop agriculture are assumed to be more sensitive to a change in climate.
  • 35. Coping capacity We considered that chronic food insecurity could be a proxy for coping capacity, as inability to tackle chronic food insecurity indicates a number of institutional, economic and political problems.
  • 36. Combination in “domains” 3 components * 2 classes  8 domains
  • 37. Combination in “domains” 3 components * 2 classes  8 domains
  • 39. LGP flips to < 120 days
  • 40. RCGD flip to < 90 days
  • 41. Max. daily temp flip to > 30 deg C
  • 42. Growing season Temp flip to >30 degC
  • 43. Rain per rain day decrease > 10%
  • 44. Rain per rain day increase > 10%
  • 46. Conclusions Climate hotspot indications: Cropping thresholds (growing period reduced) Temperature extremes (max and min) increasing Increased dryness, increased rain intensity? Food security hotspots: Stagnant PI Poverty Undernourished population
  • 47. Conclusions Domains High exposure, high sensitivity, low capacity But also watch HHH because other capacity indicators HLL: increase in cropping? Variation in “low exposure” category Populations included vary
  • 48. Next steps Try with other coping capacity indicators E.g. with better household level data Reduce the number of domains Ideas? Map Drivers of food insecurity not Outcomes Modeling scenarios of food security to 2050
  • 49. International Livestock Research Institute Better lives through livestock Animal agriculture to reduce poverty, hunger and environmental degradation in developing countries ILRI  www.ilri.org

Notas do Editor

  1. Large exposure – some in areas with not too much cropping BUT also large high sensitive areas throughout Africa and INDIA!
  2. Much more restrictive exposure measure – only small areas in the HHL (bright red) category
  3. Slightly larger area / most high exposure not in extensively cropped areas
  4. Quite inclusive threshold but not so much in combination with high resilience and low capacity / HHL mainly India, Bangladesh
  5. HHL in West-Africa, India – some high exposure and currently low sensitivity might change with crop expansion
  6. Not so much exposure – some HHL in Nigeria and India
  7. High exposure in a number of quite densely populated areas: west and southern africa / SA &amp; SEA
  8. Very inclusive