2026-06-27http://hdl.handle.net/123456789/107999Risk is considered one of the main barriers to investments in agriculture. The Picture-based Insurance (PBI) project in India, funded by 3ie, evaluates the impact of an innovative insurance scheme. Such impact evaluations are important in improving products/services, making informed policy decisions regarding investments that can generate welfare and economic development, and advancing the scientific literature.application/pdfOpen Accessinsurancecrop insuranceresiliencefinancephotographyclimate changeWorking Paper