Assessing feasibility and effects of personalized remote advisories based on smartphone pictures: A formative evaluation in India
cg.authorship.types | CGIAR and advanced research institute | en |
cg.authorship.types | CGIAR single centre | en |
cg.contributor.affiliation | CGIAR Research Program on Climate Change, Agriculture and Food Security | en |
cg.contributor.affiliation | International Food Policy Research Institute | en |
cg.contributor.crp | Climate Change, Agriculture and Food Security | |
cg.contributor.crp | Big Data | |
cg.contributor.crp | Policies, Institutions, and Markets | |
cg.coverage.country | India | |
cg.coverage.iso3166-alpha2 | IN | |
cg.coverage.region | Asia | |
cg.coverage.region | Southern Asia | |
cg.creator.identifier | Francisco Ceballos: 0000-0001-8699-5114 | en |
cg.creator.identifier | Berber Kramer: 0000-0001-7644-6613 | en |
cg.identifier.project | IFPRI - Picture-Based Insurance | en |
cg.identifier.project | IFPRI - Markets, Trade, and Institutions Division | en |
cg.identifier.publicationRank | Not ranked | en |
cg.number | 406 | en |
cg.place | Wageningen, The Netherlands | en |
cg.reviewStatus | Internal Review | en |
cg.subject.actionArea | Resilient Agrifood Systems | |
cg.subject.ccafs | CLIMATE SERVICES AND SAFETY NETS | en |
cg.subject.impactArea | Climate adaptation and mitigation | |
cg.subject.impactArea | Gender equality, youth and social inclusion | |
cg.subject.sdg | SDG 2 - Zero hunger | en |
cg.subject.sdg | SDG 13 - Climate action | en |
dc.contributor.author | Ceballos, Francisco | en |
dc.contributor.author | Kannan, Samyuktha | en |
dc.contributor.author | Kramer, Berber | en |
dc.date.accessioned | 2022-01-03T14:23:29Z | en |
dc.date.available | 2022-01-03T14:23:29Z | en |
dc.identifier.uri | https://hdl.handle.net/10568/117330 | |
dc.title | Assessing feasibility and effects of personalized remote advisories based on smartphone pictures: A formative evaluation in India | en |
dcterms.abstract | This paper provides a formative evaluation of picture-based advisories (PBA), using a cluster randomized trial in the states of Punjab and Haryana in northern India. The study randomly assigned 203 villages to one of three treatment arms: a control group, in which farmers received generic agricultural advisories; a PBA treatment arm, in which farmers received not only generic advisories but also PBA messages personalized based on smartphone images of their crops; and a treatment arm in which farmers received picture-based insurance (PBI) coverage for visible damage to insured crops in addition to the generic and PBA messages. We find high participation among all groups of farmers, regardless of potential digital divides, indicating feasibility of an inclusive PBA approach. Moreover, PBA improved farmers’ knowledge around good agricultural practices. Although this did not translate into increased adoption of recommended practices in the short run, farmers do report that the advisory service helps them reduce risk, providing a business case for bundling this service with insurance. | en |
dcterms.accessRights | Open Access | |
dcterms.audience | Academics | en |
dcterms.audience | CGIAR | en |
dcterms.audience | Extension | en |
dcterms.audience | Policy Makers | en |
dcterms.bibliographicCitation | Ceballos F, Kannan S, Kramer B. 2021. Assessing feasibility and effects of personalized remote advisories based on smartphone pictures: A formative evaluation in India. CCAFS Working Paper no. 406. Wageningen, the Netherlands: CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS). | en |
dcterms.extent | 41 p. | en |
dcterms.isPartOf | CCAFS Working Paper | en |
dcterms.issued | 2021-12-22 | en |
dcterms.language | en | |
dcterms.license | CC-BY-NC-4.0 | |
dcterms.publisher | CGIAR Research Program on Climate Change, Agriculture and Food Security | en |
dcterms.replaces | https://ebrary.ifpri.org/digital/collection/p15738coll5/id/8114 | en |
dcterms.subject | insurance | en |
dcterms.subject | willingness to pay | en |
dcterms.subject | agricultural extension | en |
dcterms.subject | surveys | en |
dcterms.subject | technology | en |
dcterms.subject | farmers | en |
dcterms.subject | capacity development | en |
dcterms.subject | agriculture | en |
dcterms.subject | crop insurance | en |
dcterms.subject | food security | en |
dcterms.subject | imagery | en |
dcterms.subject | information and communication technologies | en |
dcterms.subject | smartphones | en |
dcterms.subject | digital technology | en |
dcterms.subject | climate change | en |
dcterms.type | Working Paper |
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