See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya

Picture-based insurance (PBI) is an innovation designed to lower basis risk in index-based crop insurance for smallholder farmers by indemnifying insurance claims based on crop damage documented through a stream of pre- and post-damage smartphone pictures. To evaluate its impacts on insurance take-u...

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Autores principales: Kramer, Berber, Cecchi, Francesco, Kivuva, Benjamin, Waweru, Carol, Waithaka, Lilian
Formato: Artículo preliminar
Lenguaje:Inglés
Publicado: AgEcon 2024
Materias:
Acceso en línea:https://hdl.handle.net/10568/159309
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author Kramer, Berber
Cecchi, Francesco
Kivuva, Benjamin
Waweru, Carol
Waithaka, Lilian
author_browse Cecchi, Francesco
Kivuva, Benjamin
Kramer, Berber
Waithaka, Lilian
Waweru, Carol
author_facet Kramer, Berber
Cecchi, Francesco
Kivuva, Benjamin
Waweru, Carol
Waithaka, Lilian
author_sort Kramer, Berber
collection Repository of Agricultural Research Outputs (CGSpace)
description Picture-based insurance (PBI) is an innovation designed to lower basis risk in index-based crop insurance for smallholder farmers by indemnifying insurance claims based on crop damage documented through a stream of pre- and post-damage smartphone pictures. To evaluate its impacts on insurance take-up and fertilizer use, we implemented a cluster randomized controlled trial in seven counties in Kenya. Approximately 190 villages are randomly assigned to a control group, as well as weather index-based insurance (WBI) and picture-based insurance (PBI) treatment arms, where farmers are offered free insurance trials of a standard rainfall insurance product and a similarly priced PBI product, respectively. Subsequently, farmers in these insurance treatment arms can purchase the insurance product of which they received a trial at subsidized premiums, whereas farmers in the control group are offered a standard insurance product at commercial premiums. PBI increases insurance take-up compared to WBI, especially among female farmers and those farming Arid and Semi-Arid Lands (ASALs). Both treatments increase fertilizer use compared to the control group, but this effect is most pronounced in the WBI treatment. The indemnity-based nature of PBI may disincentivize farmers to invest in crop management. We conclude that digital innovations in crop insurance that indemnity insurance claims based on visible crop losses can boost demand and have positive impacts on agricultural technology adoption, but insurance providers introducing such innovations will need to keep monitoring and managing moral hazard concerns.
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spelling CGSpace1593092025-12-08T09:54:28Z See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya Kramer, Berber Cecchi, Francesco Kivuva, Benjamin Waweru, Carol Waithaka, Lilian digital innovation crop insurance fertilizers smallholders crop management agricultural technology Picture-based insurance (PBI) is an innovation designed to lower basis risk in index-based crop insurance for smallholder farmers by indemnifying insurance claims based on crop damage documented through a stream of pre- and post-damage smartphone pictures. To evaluate its impacts on insurance take-up and fertilizer use, we implemented a cluster randomized controlled trial in seven counties in Kenya. Approximately 190 villages are randomly assigned to a control group, as well as weather index-based insurance (WBI) and picture-based insurance (PBI) treatment arms, where farmers are offered free insurance trials of a standard rainfall insurance product and a similarly priced PBI product, respectively. Subsequently, farmers in these insurance treatment arms can purchase the insurance product of which they received a trial at subsidized premiums, whereas farmers in the control group are offered a standard insurance product at commercial premiums. PBI increases insurance take-up compared to WBI, especially among female farmers and those farming Arid and Semi-Arid Lands (ASALs). Both treatments increase fertilizer use compared to the control group, but this effect is most pronounced in the WBI treatment. The indemnity-based nature of PBI may disincentivize farmers to invest in crop management. We conclude that digital innovations in crop insurance that indemnity insurance claims based on visible crop losses can boost demand and have positive impacts on agricultural technology adoption, but insurance providers introducing such innovations will need to keep monitoring and managing moral hazard concerns. 2024-06-30 2024-11-06T15:45:42Z 2024-11-06T15:45:42Z Working Paper https://hdl.handle.net/10568/159309 en https://hdl.handle.net/10568/142039 https://hdl.handle.net/10568/125313 Open Access AgEcon Kramer, Berber; Cecchi, Francesco; Kivuva, Benjamin; Waweru, Carol; and Waithaka, Lilian. 2024. See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya. Paper prepared for presentation at the 2024 Agricultural & Applied Economics Association Annual Meeting, New Orleans, LA; July 28-30, 2024. AgEcon.
spellingShingle digital innovation
crop insurance
fertilizers
smallholders
crop management
agricultural technology
Kramer, Berber
Cecchi, Francesco
Kivuva, Benjamin
Waweru, Carol
Waithaka, Lilian
See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya
title See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya
title_full See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya
title_fullStr See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya
title_full_unstemmed See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya
title_short See It Grow: A randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in Kenya
title_sort see it grow a randomized evaluation of digital innovations in crop insurance to increase insurance and fertilizer demand in kenya
topic digital innovation
crop insurance
fertilizers
smallholders
crop management
agricultural technology
url https://hdl.handle.net/10568/159309
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