Impact evaluations

Picture-based crop insurance: A randomized controlled trial evaluating the impacts of using smartphone camera data for claims verification in India
3ie Impact Evaluation Report 141, 2025
Francisco Ceballos, Pushkar Gaur, Monali Gupta, Samyuktha Kannan, Berber Kramer
The authors of this report summarize the findings from an impact evaluation of a crop insurance scheme called picture-based crop insurance in the state of Haryana, 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. For more information, please click here.