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HOUSEHOLD WELFARE EFFECTS OF ADOPTING OPEN DATA SOURCES FOR CLIMATE SMART PRACTICES

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dc.contributor.author Juniour, Akundabweni Shadeya
dc.contributor.author Laura, Barasa
dc.contributor.author Mulwa, Mbithi Richard
dc.date.accessioned 2026-02-20T11:12:18Z
dc.date.available 2026-02-20T11:12:18Z
dc.date.issued 2025
dc.identifier.uri http://localhost:8282/xmlui/handle/123456789/538
dc.description.abstract Despite persistent attempts to address climate change using open data sources, acceptance rates remain low as benefits are not well understood. This study therefore explores the welfare effects of adopting climate smart agriculture practices on smallholder households using data from 436 households collected using a multistage sampling. The impact was estimated using Endogenous Switching Regression. Results show that years of schooling, awareness of climate-smart agriculture, employment of farm workers, fertilizer costs for staple crops, and access to institutions that disseminate climate-smart techniques positively and significantly influence the choice to adopt climate smart agriculture impacts household welfare. Welfare of household was measured as annual total income earned . The estimates also provide evidence that the control group , the non adopter had they adopted could have potential increased their welfare by 224547.3. The analysis shows that participation in use of open data for climate smart agriculture would significantly improve households’ annual income by Kshs. 231,5385.The policy implication is that, households can improve their welfare by adopting open data channels for climate-smart practices. The policy implication is that, households can improve their welfare by adopting open data channels for climate-smart practices en_US
dc.description.sponsorship Authors en_US
dc.language.iso en en_US
dc.publisher JIAT en_US
dc.relation.ispartofseries ;Vol. 11 No. 2
dc.subject Climate smart practices en_US
dc.subject Innovation, en_US
dc.subject Open data sources, en_US
dc.subject Welfare. en_US
dc.title HOUSEHOLD WELFARE EFFECTS OF ADOPTING OPEN DATA SOURCES FOR CLIMATE SMART PRACTICES en_US
dc.type Article en_US


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