IFPRI, together with partners from India as well as the academic community, pioneered in testing whether smartphone camera data could strengthen insurance products in India. A proof of concept study of “picture-based insurance” (PBI), an easy-to-understand low-cost insurance product for visible crop damage, was conducted between 2016 and 2018 in Punjab and Haryana on the wheat crop. Along with technical and implementation partners including HDFC, we also leveraged smartphone camera data to provide personalized agricultural advice based on real-time observations of crop conditions, from sowing to harvest. Through a randomized trial we found that “picture-based insurance” overcomes limitations of traditional insurance products and that there ...
The app has been developed and it is undergoing internal consultation with the ICT steering committe...
This paper provides a formative evaluation of picture-based advisories (PBA), using a cluster random...
This paper describes and tests the feasibility of Picture-Based Crop Insurance (PBI), a new way to d...
Low-cost insurance products that assess crop damage using pictures taken by farmers themselves throu...
Picture-Based Insurance provides affordable high-quality crop insurance by using smartphone images o...
Farmers in India are increasingly exposed to climate change and natural disasters, causing extreme h...
Smallholder farmers are increasingly exposed to weather extremes but lack access to affordable insur...
Picture-Based Insurance provides affordable high-quality crop insurance by using smartphone images o...
Climate change and increasing weather risks, together with the existing production and price uncerta...
Picture-based insurance was adopted by several insurance institutions and programs: HDFC ERGO Genera...
Picture-Based Insurance provides affordable high-quality crop insurance by using smartphone images o...
The Picture-Based Crop Insurance (PBI) project aims to develop a new way of delivering affordable an...
This dataset serves to shed light on the feasibility of picture-based crop insurance (PBI), which is...
Smallholder farmers are increasingly exposed to weather extremes but lack access to affordable insur...
This project integrates machine-learning analysis of cellphone camera images of crops into the funct...
The app has been developed and it is undergoing internal consultation with the ICT steering committe...
This paper provides a formative evaluation of picture-based advisories (PBA), using a cluster random...
This paper describes and tests the feasibility of Picture-Based Crop Insurance (PBI), a new way to d...
Low-cost insurance products that assess crop damage using pictures taken by farmers themselves throu...
Picture-Based Insurance provides affordable high-quality crop insurance by using smartphone images o...
Farmers in India are increasingly exposed to climate change and natural disasters, causing extreme h...
Smallholder farmers are increasingly exposed to weather extremes but lack access to affordable insur...
Picture-Based Insurance provides affordable high-quality crop insurance by using smartphone images o...
Climate change and increasing weather risks, together with the existing production and price uncerta...
Picture-based insurance was adopted by several insurance institutions and programs: HDFC ERGO Genera...
Picture-Based Insurance provides affordable high-quality crop insurance by using smartphone images o...
The Picture-Based Crop Insurance (PBI) project aims to develop a new way of delivering affordable an...
This dataset serves to shed light on the feasibility of picture-based crop insurance (PBI), which is...
Smallholder farmers are increasingly exposed to weather extremes but lack access to affordable insur...
This project integrates machine-learning analysis of cellphone camera images of crops into the funct...
The app has been developed and it is undergoing internal consultation with the ICT steering committe...
This paper provides a formative evaluation of picture-based advisories (PBA), using a cluster random...
This paper describes and tests the feasibility of Picture-Based Crop Insurance (PBI), a new way to d...