Picture-based crop insurance: Using smartphone camera data for claims verification in India

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dc.creatorCeballos, Francisco
dc.creatorGaur, Pushkar
dc.creatorGupta, Monali
dc.creatorKannan, Samyuktha
dc.creatorKramer, Berber
dc.date2025-02
dc.date2025-07-23T14:59:00Z
dc.date2025-07-23T14:59:00Z
dc.date.accessioned2026-06-27T15:11:44Z
dc.descriptionThis brief discusses the findings of an impact evaluation of a picture-based crop insurance scheme that uses smartphone camera data for claims verification in India. 3ie initially received funding for the Agricultural Insurance Evidence Program from UK aid through the Department for International Development (now known as FCDO). The program is now funded by the Bill & Melinda Gates Foundation.
dc.identifierhttps://hdl.handle.net/10568/175779
dc.identifier.urihttp://hdl.handle.net/123456789/97354
dc.languageen
dc.publisherInternational Initiative for Impact Evaluation
dc.relationhttps://www.3ieimpact.org/evidence-hub/publications/impact-evaluation/khetscore-impacts-using-digital-technologies-unlock
dc.relationhttps://doi.org/10.1016/j.deveng.2019.100042
dc.relationhttps://doi.org/10.2499/p15738coll2.133524
dc.relationhttps://doi.org/10.2499/p15738coll2.134941
dc.relationhttps://ageconsearch.umn.edu/record/343861
dc.relationhttps://3ieimpact.org/evidence-hub/publications/impact-evaluations/picture-based-crop-insurance-randomized-controlled
dc.rightsOpen Access
dc.sourceCeballos, Francisco; Gaur, Pushkar; Gupta, Monali; Kannan, Samyuktha; and Kramer, Berber. 2025. Picture-based crop insurance: Using smartphone camera data for claims verification in India. Impact evaluation brief: Agriculture, fishing and forestry. International Initiative for Impact Evaluation (3ie). https://doi.org/10.23846/B/IE/202501
dc.subjectcrop insurance
dc.subjectsmartphones
dc.subjectdata
dc.subjectimpact assessment
dc.titlePicture-based crop insurance: Using smartphone camera data for claims verification in India
dc.typeBrief

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Instituto Internacional de Investigación sobre Políticas Alimentarias (IFPRI)