{"title":"The effect of using indigenous and scientific forecasts on arable farmers’ crop yields: Evidence from Rwenzori region, Western Uganda","authors":"Michael Robert Nkuba , Edward Kato","doi":"10.1016/j.envdev.2025.101303","DOIUrl":null,"url":null,"abstract":"<div><div>Climate change is already a reality, but adaptation is still low in sub-Saharan Africa as reported in several quantitative studies. One of the reasons for low adoption has been cited as lack of information including weather information. This paper investigates the role of weather information comparing arable farmers using a hybrid of Scientific forecasts and indigenous forecast with farmers solely using indigenous forecast in bolstering adaptation. In this study, we assess whether farmers who use hybrid forecasts (HF) are better off in terms of crop productivity than their comparable counterparts who use only IF based on two quasi-experimental estimations using the Propensity Score matching estimation approach. Farmers who use both scientific forecasts (SF) and indigenous forecasts (IF) (hybrid forecasts) are better off in terms of crop productivity than their comparable counterparts who use only IF. Based on a cross sectional household survey of 580 smallholders in the Rwenzori region of Western Uganda, we find that farmers who used HF had significantly higher crop yields compared to farmers that only depended on IF forecasts. The crop yields for maize and beans were significantly higher for farmers who used hybrid forecasts than those who used IF only. The average effect on the treated was over 300 kg for maize and beans. Farmers who used HF had also better access to improved crop varieties and also showed better response to effects of rainfall onset changes. Rural institutions such as access to agricultural extension, credit, improved crop varieties are impact pathways of climate information. Two policy implications can be drawn from this study's findings. First is that there is a need to increase farmers' access to credible climate information in developing countries. Climate information is associated with higher crop productivity hence contributing to farmers' resilience and welfare improvement. The second policy implication is that it’s imperative to integrate IF and promote the use of hybrid forecasts in national meteorological systems. Increasing the meteorological station and rain gauge density in farming communities, capacity building of farmers in management, analysis and use of locally generated rainfall data from rain gauges and validating IF with locally generated rainfall data will enhance the adaptive capacity to climate change in arable farming.</div></div>","PeriodicalId":54269,"journal":{"name":"Environmental Development","volume":"57 ","pages":"Article 101303"},"PeriodicalIF":5.3000,"publicationDate":"2025-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environmental Development","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2211464525001691","RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Climate change is already a reality, but adaptation is still low in sub-Saharan Africa as reported in several quantitative studies. One of the reasons for low adoption has been cited as lack of information including weather information. This paper investigates the role of weather information comparing arable farmers using a hybrid of Scientific forecasts and indigenous forecast with farmers solely using indigenous forecast in bolstering adaptation. In this study, we assess whether farmers who use hybrid forecasts (HF) are better off in terms of crop productivity than their comparable counterparts who use only IF based on two quasi-experimental estimations using the Propensity Score matching estimation approach. Farmers who use both scientific forecasts (SF) and indigenous forecasts (IF) (hybrid forecasts) are better off in terms of crop productivity than their comparable counterparts who use only IF. Based on a cross sectional household survey of 580 smallholders in the Rwenzori region of Western Uganda, we find that farmers who used HF had significantly higher crop yields compared to farmers that only depended on IF forecasts. The crop yields for maize and beans were significantly higher for farmers who used hybrid forecasts than those who used IF only. The average effect on the treated was over 300 kg for maize and beans. Farmers who used HF had also better access to improved crop varieties and also showed better response to effects of rainfall onset changes. Rural institutions such as access to agricultural extension, credit, improved crop varieties are impact pathways of climate information. Two policy implications can be drawn from this study's findings. First is that there is a need to increase farmers' access to credible climate information in developing countries. Climate information is associated with higher crop productivity hence contributing to farmers' resilience and welfare improvement. The second policy implication is that it’s imperative to integrate IF and promote the use of hybrid forecasts in national meteorological systems. Increasing the meteorological station and rain gauge density in farming communities, capacity building of farmers in management, analysis and use of locally generated rainfall data from rain gauges and validating IF with locally generated rainfall data will enhance the adaptive capacity to climate change in arable farming.
期刊介绍:
Environmental Development provides a future oriented, pro-active, authoritative source of information and learning for researchers, postgraduate students, policymakers, and managers, and bridges the gap between fundamental research and the application in management and policy practices. It stimulates the exchange and coupling of traditional scientific knowledge on the environment, with the experiential knowledge among decision makers and other stakeholders and also connects natural sciences and social and behavioral sciences. Environmental Development includes and promotes scientific work from the non-western world, and also strengthens the collaboration between the developed and developing world. Further it links environmental research to broader issues of economic and social-cultural developments, and is intended to shorten the delays between research and publication, while ensuring thorough peer review. Environmental Development also creates a forum for transnational communication, discussion and global action.
Environmental Development is open to a broad range of disciplines and authors. The journal welcomes, in particular, contributions from a younger generation of researchers, and papers expanding the frontiers of environmental sciences, pointing at new directions and innovative answers.
All submissions to Environmental Development are reviewed using the general criteria of quality, originality, precision, importance of topic and insights, clarity of exposition, which are in keeping with the journal''s aims and scope.