Picture-based crop insurance: A randomized controlled trial evaluating the impacts of using smartphone camera data for claims verification in India

Exposure to weather hazards, pests, crop diseases, and climate change threaten the livelihoods of many smallholder farmers in low- and middle-income countries. A lack of agricultural insurance has severe financial consequences for farmers in the aftermath of shocks; however, even in uneventful years...

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Detalles Bibliográficos
Autores principales: Ceballos, Francisco, Gaur, Pushkar, Gupta, Monali, Kannan, Samyuktha, Kramer, Berber
Formato: Informe técnico
Lenguaje:Inglés
Publicado: International Initiative for Impact Evaluation 2025
Materias:
Acceso en línea:https://hdl.handle.net/10568/175785
Descripción
Sumario:Exposure to weather hazards, pests, crop diseases, and climate change threaten the livelihoods of many smallholder farmers in low- and middle-income countries. A lack of agricultural insurance has severe financial consequences for farmers in the aftermath of shocks; however, even in uneventful years, it discourages risk-averse farmers from investing in profitable agricultural production opportunities, thereby limiting the adoption of practices and technologies that would improve productivity and income. As a result, many countries are focusing on agricultural insurance as a means of reducing farmers’ exposure to production risks and increasing investments. This report describes findings from an impact evaluation of a novel crop insurance scheme in the state of Haryana, India.