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• Constant improvements on NDVI or insurance processing, contract design and parameters selection
• Scoping studies and need based action research to map information systems and distribution channels of
products and services, understand support needs during droughts and stressful times, validate data with ground
conditions
• Crowdsourcing of market information and rangeland vegetation to improve market functioning and vegetation
monitoring in the rangelands. Has potential importance to provide timely access to services and improve
decision making for different agencies working in the drylands
• Other research questions being worked on essential service access and demand, understanding systems of
service delivery and institutional frameworks in the pastoral economy
• Developing and creating demand: ‐ To catalyse informed demand through consumer awareness, education and extension 
towards market‐based solutions in the arid and semi–arid lands for IBLI.
• Addressing supply side: Building the market, structure and institutions for sales delivery, platforms for providing insurance 
in a sustainable manner.
• Capacity development: Building capacity of service providers, agents, brokers through digital and traditional education 
methods; strengthening capacities of the government of Kenya for scaling and creating an enabling policy environment.
• Significant activities: Community dialogue, innovation challenge, technical support for the KLIP program—development of 
the training strategy, the training curriculum and the training of trainers through mLearning and eLearning methods.
Motivation
Market and capacity development 
Drivers of change in pastoral systems 
• Drought is a covariate shock that erodes livestock assets making households fall into poverty traps 
• Poor pastoralists have few available strategies to manage and cope with livestock mortality risk
• Estimated livestock deaths worth USD 8.74 billion in northern Kenya recorded due to drought from 2008–2011
• Failure of governments and international aid agencies to deliver timely and adequate relief to prevent adverse impact of drought
• Lack of credit and insurance markets in infrastructure‐deficit environments has weakened traditional risk sharing arrangements, making them 
insufficient
• Hence, the effort to develop risk management instruments that are both feasible, commercially viable and potentially effective in reducing 
uninsured poor pastoralists’ exposure to risk.
Pictures
Contract design 
• Design: protects pastoralist against drought‐related livestock losses ;
contract holders receive payouts when forage conditions deteriorate below a certain 
historic level. The index is calculated using a measure of pasture availability recorded 
by satellites, through the normalized differenced vegetation index (NDVI).
• Good science: Has been selected for use in the provision of insurance contracts to 
selected households in the arid semi‐arid districts of northern Kenya by the Kenya 
Livestock Insurance Programme (KLIP).
Studies showing:
• IBLI coverage: Increases investments in maintaining livestock; increases total 
and per tropical livestock unit (TLU) income from milk.
• Behaviour outcomes: 36% reduction in likelihood of distress livestock sales, 
especially (64%) among modestly better‐off households (>8.4 TLU); 25% 
reduction in likelihood of reducing meals as a coping strategy, especially 
among those with small or no herds (43%).
• Flexible safety net: IBLI seemingly responsible for reducing reliance on the 
most adverse behaviours undertaken by different groups in the community.
Behavioural change and welfare impacts
• Technology: Improved remote sensing data 
and processing algorithms; with World Bank 
developed powerful design and rating tool for 
both asset protection and replacement 
contracts.
• Change in contract parameters: Move from 
predicted mortality to forage scarcity contracts, 
as well as changes from asset replacement to 
asset protection contracts, hence standardization 
of the model across northern Kenya and southern 
Ethiopia.
Contacts
Project leader: Andrew Mude 
a.mude@cgiar.org ● P.O. Box 30709, Nairobi 00100, Kenya ● Tel: + 254 20 422 3368 ● www.ilri.org 
Ethiopia project: Masresha Taye
m.taye@cgiar.org ● P.O. Box 5689 Addis Ababa, Ethiopia  ● Tel: +251 116 172241   ● www.ilri.org  
This document is licensed for use under the Creative Commons 
Attribution 4.0 International Licence. May 2017. ILRI thanks all donors and organizations which globally support its work through their contributions to the CGIAR system

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Index Based Livestock Insurance: Research-for-development agenda

  • 1. • Constant improvements on NDVI or insurance processing, contract design and parameters selection • Scoping studies and need based action research to map information systems and distribution channels of products and services, understand support needs during droughts and stressful times, validate data with ground conditions • Crowdsourcing of market information and rangeland vegetation to improve market functioning and vegetation monitoring in the rangelands. Has potential importance to provide timely access to services and improve decision making for different agencies working in the drylands • Other research questions being worked on essential service access and demand, understanding systems of service delivery and institutional frameworks in the pastoral economy • Developing and creating demand: ‐ To catalyse informed demand through consumer awareness, education and extension  towards market‐based solutions in the arid and semi–arid lands for IBLI. • Addressing supply side: Building the market, structure and institutions for sales delivery, platforms for providing insurance  in a sustainable manner. • Capacity development: Building capacity of service providers, agents, brokers through digital and traditional education  methods; strengthening capacities of the government of Kenya for scaling and creating an enabling policy environment. • Significant activities: Community dialogue, innovation challenge, technical support for the KLIP program—development of  the training strategy, the training curriculum and the training of trainers through mLearning and eLearning methods. Motivation Market and capacity development  Drivers of change in pastoral systems  • Drought is a covariate shock that erodes livestock assets making households fall into poverty traps  • Poor pastoralists have few available strategies to manage and cope with livestock mortality risk • Estimated livestock deaths worth USD 8.74 billion in northern Kenya recorded due to drought from 2008–2011 • Failure of governments and international aid agencies to deliver timely and adequate relief to prevent adverse impact of drought • Lack of credit and insurance markets in infrastructure‐deficit environments has weakened traditional risk sharing arrangements, making them  insufficient • Hence, the effort to develop risk management instruments that are both feasible, commercially viable and potentially effective in reducing  uninsured poor pastoralists’ exposure to risk. Pictures Contract design  • Design: protects pastoralist against drought‐related livestock losses ; contract holders receive payouts when forage conditions deteriorate below a certain  historic level. The index is calculated using a measure of pasture availability recorded  by satellites, through the normalized differenced vegetation index (NDVI). • Good science: Has been selected for use in the provision of insurance contracts to  selected households in the arid semi‐arid districts of northern Kenya by the Kenya  Livestock Insurance Programme (KLIP). Studies showing: • IBLI coverage: Increases investments in maintaining livestock; increases total  and per tropical livestock unit (TLU) income from milk. • Behaviour outcomes: 36% reduction in likelihood of distress livestock sales,  especially (64%) among modestly better‐off households (>8.4 TLU); 25%  reduction in likelihood of reducing meals as a coping strategy, especially  among those with small or no herds (43%). • Flexible safety net: IBLI seemingly responsible for reducing reliance on the  most adverse behaviours undertaken by different groups in the community. Behavioural change and welfare impacts • Technology: Improved remote sensing data  and processing algorithms; with World Bank  developed powerful design and rating tool for  both asset protection and replacement  contracts. • Change in contract parameters: Move from  predicted mortality to forage scarcity contracts,  as well as changes from asset replacement to  asset protection contracts, hence standardization  of the model across northern Kenya and southern  Ethiopia. Contacts Project leader: Andrew Mude  a.mude@cgiar.org ● P.O. Box 30709, Nairobi 00100, Kenya ● Tel: + 254 20 422 3368 ● www.ilri.org  Ethiopia project: Masresha Taye m.taye@cgiar.org ● P.O. Box 5689 Addis Ababa, Ethiopia  ● Tel: +251 116 172241   ● www.ilri.org   This document is licensed for use under the Creative Commons  Attribution 4.0 International Licence. May 2017. ILRI thanks all donors and organizations which globally support its work through their contributions to the CGIAR system