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Changing Livelihoods in a Risky Environment: some findings from the PARIMA data John McPeak Department of Public Administration Syracuse University
Key Message Despite considerable change, livestock are and will be the foundation of the economy and people’s livelihoods in this area. Access to livestock combined with access to ways to earn cash is the most rewarding outcome  Diversification and education will allow people to build livelihood strategies not directly reliant on livestock and livestock products Some will be indirectly based on livestock and livestock products.
Overview of PARIMA research Core repeated survey (quarterly 2000-2002, annually 2003-2006) Modules in between rounds of surveys (fuelwood, female headed household follow up, development rankings…) Qualitative case studies (poverty trajectories, disputes and conflicts, cross border trade… Community level surveys (monthly report, land use change,…) Student studies (Hussein’s Marketing, Sharon’s microfinance,…) A full description, codebook, and data sets available at:  http://aem.cornell.edu/special_programs/AFSNRM/Parima/projectdata.htm
Overview of the PARIMA Survey work PARIMA repeat round survey work Baseline March 2000 330 Households, individuals within households 11 sites in Kenya and Ethiopia Quarterly (3 month periods) June 2000 – June 2002 Area sampled was a location / kebele
PARIMA Research Sites
PARIMA First, a note on the ‘RI’ in PARIMA- Risk.  What is the nature of risk in this area?  Here is transformed NDVI satellite data for a 30km radius around North Horr by rainy season / dry season pair.
Number of and reasons given for livestock deaths in PARIMA survey by round
Besides the risk of livestock loss, other risks were identified For the 11 communities’ monthly reports over the study period March 2000-June 2002: 24% of months were identified as having security problems, 5% reported raids  20% of months were identified as having widespread human health problems 14% of months were identified as having widespread animal health problems 6% of months were identified as being under a market quarantine.
We asked people in each round to rank the risks they perceived they faced in the coming season Most variation in ranks is across time and across sites.  Within sites and within periods, individual and household characteristics have a small, generally not statistically significant, impact.
Household Livelihood Groups
Livelihood Groups Using the median value of the household herd size per capita (1.25 TLU) when we first surveyed the household, we can divide into ‘lower livestock’ and ‘higher livestock’. Using the median value of cash income per capita per day ($0.0437) in the household when we first surveyed them, we can divide households into ‘lower cash’ and ‘higher cash’
Livelihood Groups Total income per household per person per day as expressed in USD =  	cash income  	+ cash value of home produced and consumed goods (milk, meat, crops) 	+ net gifts (including the cash value of food aid)  cv is coefficient of variation, higher means more relative variability over time in the flow of income for the average household in the livelihood group
Livelihood Groups (By using medians in both variables to categorize, the symmetry is ‘built-in’.)
Livelihood Groups:  Total income sources
Mean total income by round inclusive of and excluding food aid’s value
Livelihood Groups:  Total income over time Mean income per household in livelihood groups over time
Patterns in Livestock Across Groups
Patterns in Herds Across Groups
Cash Income by Livelihood Group
Distribution of Cash Income by Source The lower 51% controls 10% of livestock and related cash, the upper 49%, 90% The lower 79% controls 10% of wage and related cash, the upper 21%, 90% The lower 89% controls 10% of water and related cash, the upper 11%, 90%
Patterns in Education Higher cash and higher enrollment and higher spending on education appear to be related.
Categorizing the sites Category one (KA, NH, LL):   Low to medium market access,  low cultivation potential,  10%-20% of ‘lower-lower’ group,  Largest share in the ‘higher cash-higher livestock’ group. Category two (SM, NG, FI):   High market access,  medium to high cultivation potential,  20% - 40% share of ‘lower-lower’,  largest share in the ‘higher cash-lower livestock’group.
Categorizing the sites Category three (QO, WA):    Low to medium market access,  low to medium cultivation potential,  20% - 40% share of ‘lower-lower’ group,  Largest share in ‘lower cash-higher livestock’ group. Category four (DG, DH, DI):   Low to medium market access, Mixed cultivation potential Largest (50%) share in the ‘lower cash-lower livestock’ group.
Spatial patterns in Livelihood Groups
Part of the story behind the spatial patterns in cash income
Total Income by site and site characteristics
Key messages Livestock and livestock products continue to be the foundation of the economy. Improving livestock marketing has the potential to have the broadest impact for improving cash income. Milk is the largest contributor for all groups.  Improving milk productivity has the most potential for having the broadest impact on improving total income. Animal health (mastitis) improvements? Targeted  supplemental feeding? Conservation of milk products / better milk marketing?
Key messages There is already significant diversification out of the livestock production system, especially as seen in the generation of cash income. Spatial differences in access to markets and education need to be recognized and addressed if possible ‘Market integrated’ / ‘Diversified pastoralism ‘ is more successful than ‘diversification out of pastoralism ‘. Diversification out of pastoralism is happening. ‘Poverty in pastoral areas’ is a different concept than ‘pastoral poverty’. Places with extensive rangelands are on average supporting the highest incomes.
Logologo, Rendille settlement Il Chamus irrigation
This is the highest average income site in the sample?    Kargi, Kenya.
This research was made possible through support provided to the Global Livestock Collaborative Research Support Program by the United States Agency for International Development under terms of Grant No. PCE-G-00-98-00036-00 and by contributions of participating institutions. The opinions expressed herein are those of the author(s) and do not necessarily reflect the views of the U.S. Agency for International Development.

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Evolving Livelihoods in a Risky Environment

  • 1. Changing Livelihoods in a Risky Environment: some findings from the PARIMA data John McPeak Department of Public Administration Syracuse University
  • 2. Key Message Despite considerable change, livestock are and will be the foundation of the economy and people’s livelihoods in this area. Access to livestock combined with access to ways to earn cash is the most rewarding outcome Diversification and education will allow people to build livelihood strategies not directly reliant on livestock and livestock products Some will be indirectly based on livestock and livestock products.
  • 3. Overview of PARIMA research Core repeated survey (quarterly 2000-2002, annually 2003-2006) Modules in between rounds of surveys (fuelwood, female headed household follow up, development rankings…) Qualitative case studies (poverty trajectories, disputes and conflicts, cross border trade… Community level surveys (monthly report, land use change,…) Student studies (Hussein’s Marketing, Sharon’s microfinance,…) A full description, codebook, and data sets available at: http://aem.cornell.edu/special_programs/AFSNRM/Parima/projectdata.htm
  • 4. Overview of the PARIMA Survey work PARIMA repeat round survey work Baseline March 2000 330 Households, individuals within households 11 sites in Kenya and Ethiopia Quarterly (3 month periods) June 2000 – June 2002 Area sampled was a location / kebele
  • 6. PARIMA First, a note on the ‘RI’ in PARIMA- Risk. What is the nature of risk in this area? Here is transformed NDVI satellite data for a 30km radius around North Horr by rainy season / dry season pair.
  • 7. Number of and reasons given for livestock deaths in PARIMA survey by round
  • 8. Besides the risk of livestock loss, other risks were identified For the 11 communities’ monthly reports over the study period March 2000-June 2002: 24% of months were identified as having security problems, 5% reported raids 20% of months were identified as having widespread human health problems 14% of months were identified as having widespread animal health problems 6% of months were identified as being under a market quarantine.
  • 9. We asked people in each round to rank the risks they perceived they faced in the coming season Most variation in ranks is across time and across sites. Within sites and within periods, individual and household characteristics have a small, generally not statistically significant, impact.
  • 11. Livelihood Groups Using the median value of the household herd size per capita (1.25 TLU) when we first surveyed the household, we can divide into ‘lower livestock’ and ‘higher livestock’. Using the median value of cash income per capita per day ($0.0437) in the household when we first surveyed them, we can divide households into ‘lower cash’ and ‘higher cash’
  • 12. Livelihood Groups Total income per household per person per day as expressed in USD = cash income + cash value of home produced and consumed goods (milk, meat, crops) + net gifts (including the cash value of food aid) cv is coefficient of variation, higher means more relative variability over time in the flow of income for the average household in the livelihood group
  • 13. Livelihood Groups (By using medians in both variables to categorize, the symmetry is ‘built-in’.)
  • 14. Livelihood Groups: Total income sources
  • 15. Mean total income by round inclusive of and excluding food aid’s value
  • 16. Livelihood Groups: Total income over time Mean income per household in livelihood groups over time
  • 17. Patterns in Livestock Across Groups
  • 18. Patterns in Herds Across Groups
  • 19. Cash Income by Livelihood Group
  • 20. Distribution of Cash Income by Source The lower 51% controls 10% of livestock and related cash, the upper 49%, 90% The lower 79% controls 10% of wage and related cash, the upper 21%, 90% The lower 89% controls 10% of water and related cash, the upper 11%, 90%
  • 21. Patterns in Education Higher cash and higher enrollment and higher spending on education appear to be related.
  • 22. Categorizing the sites Category one (KA, NH, LL): Low to medium market access, low cultivation potential, 10%-20% of ‘lower-lower’ group, Largest share in the ‘higher cash-higher livestock’ group. Category two (SM, NG, FI): High market access, medium to high cultivation potential, 20% - 40% share of ‘lower-lower’, largest share in the ‘higher cash-lower livestock’group.
  • 23. Categorizing the sites Category three (QO, WA): Low to medium market access, low to medium cultivation potential, 20% - 40% share of ‘lower-lower’ group, Largest share in ‘lower cash-higher livestock’ group. Category four (DG, DH, DI): Low to medium market access, Mixed cultivation potential Largest (50%) share in the ‘lower cash-lower livestock’ group.
  • 24. Spatial patterns in Livelihood Groups
  • 25. Part of the story behind the spatial patterns in cash income
  • 26. Total Income by site and site characteristics
  • 27. Key messages Livestock and livestock products continue to be the foundation of the economy. Improving livestock marketing has the potential to have the broadest impact for improving cash income. Milk is the largest contributor for all groups. Improving milk productivity has the most potential for having the broadest impact on improving total income. Animal health (mastitis) improvements? Targeted supplemental feeding? Conservation of milk products / better milk marketing?
  • 28. Key messages There is already significant diversification out of the livestock production system, especially as seen in the generation of cash income. Spatial differences in access to markets and education need to be recognized and addressed if possible ‘Market integrated’ / ‘Diversified pastoralism ‘ is more successful than ‘diversification out of pastoralism ‘. Diversification out of pastoralism is happening. ‘Poverty in pastoral areas’ is a different concept than ‘pastoral poverty’. Places with extensive rangelands are on average supporting the highest incomes.
  • 29.
  • 30. Logologo, Rendille settlement Il Chamus irrigation
  • 31. This is the highest average income site in the sample? Kargi, Kenya.
  • 32. This research was made possible through support provided to the Global Livestock Collaborative Research Support Program by the United States Agency for International Development under terms of Grant No. PCE-G-00-98-00036-00 and by contributions of participating institutions. The opinions expressed herein are those of the author(s) and do not necessarily reflect the views of the U.S. Agency for International Development.