@article{a014779708dd44289cc19b0229d942ee,
title = "Can Experiential Games and Improved Risk Coverage Raise Demand for Index Insurance? Evidence from Kenya",
abstract = "Uninsured risk impedes agricultural production, but traditional indemnity insurance is not a viable option for smallholder farmers due to market failures. Weather index insurance is often touted as an alternative risk management tool. Demand for weather index insurance, however, has been weak. One possible reason is basis risk, the mismatch between index insurance payouts and individual outcomes. We estimate the impact of two interventions on preferred coverage under a real index insurance product, as revealed through an auction: (a) a reduction in basis risk, and (b) an experiential game that teaches farmers how index insurance works, with an emphasis on basis risk. We show all farmers demonstrate strong sensitivity to basis risk. The experiential game modestly increased knowledge, and experiential game participants indicate higher levels of preferred insurance coverage. Although offering a lower basis risk insurance product and playing an experiential game both increase preferred coverage in isolation, there is no additional impact of doing both. We adapt a theoretical model of misattribution bias to demonstrate how reference-dependent learning with loss aversion could lead to this unexpected result.",
keywords = "basis risk, games, index insurance, Kenya, misattribution bias",
author = "Sarah Janzen and Nicholas Magnan and Conner Mullally and Soye Shin and Palmer, {I. Bailey} and Judith Oduol and Karl Hughes",
note = "Funding Information: Janzen, Magnan, and Mullally share senior authorship. Sarah Janzen is assistant professor of Agricultural and Consumer Economics at the University of Illinois Urbana‐Champaign. Nicholas Magnan is associate professor of Agricultural & Applied Economics at the University of Georgia. Conner Mullally is assistant professor of Food and Resource Economics at the University of Florida. Soye Shin is a research fellow in the Program in Health Services & Systems Research/Lien Centre for Palliative Care at Duke‐NUS Medical School. Bailey Palmer is a PhD student in the Department of Economics at the University of California, Berkeley. Judith Oduol is an agricutural economist at the World Agroforestry Centre. Karl Hughes is head of Monitoring, Evaluation, and Impact at the World Agroforestry Centre. We thank 3ie for funding through Phase 1 of Thematic Window 13: Agricultural insurance: assessing the impact of programs targeted at smallholder farmers. We thank our implementing partners for supporting the research, particularly the government of Kenya's KCEP‐CRAL leadership team, Acre Africa, and the Kenya Promotions and Marketing Company (KPMC). Moses Abukari, Joseph Alulu, Alessandra Garbero, Jing Cai, Jon Einar Flatnes, Jess Hoel, Marup Hossain, Dennis Kaburu, Hilda Kegode, Sarah Kopper, Tori Laird, Bilha Maina, Michael Marshall, Andrew Mude, Justin Muriuki, Sharon Onyango, Dickson Osewe, Patrick Sampao, James Sinah, and Carly Urban all provided helpful comments and/or assistance with implementation at various stages of the research project. We also thank participants at the Midwest International Economic Development Conference, the International Conference of Agricultural Economists, the Symposium on Economic Experiments in Developing Countries, and the Northeastern Universities Development Consortium Conference. This study was registered with the American Economic Association at https://www.socialscienceregistry.org/trials/2401/history/21197 . Publisher Copyright: {\textcopyright} 2020 Agricultural and Applied Economics Association Copyright: Copyright 2020 Elsevier B.V., All rights reserved.",
year = "2021",
month = jan,
doi = "10.1111/ajae.12124",
language = "English (US)",
volume = "103",
pages = "338--361",
journal = "American Journal of Agricultural Economics",
issn = "0002-9092",
publisher = "Oxford University Press",
number = "1",
}