Co-designed Practical Use of Probabilistic Climate Advisories among Smallholder Farmers: A Balance between Confidence and Caution

Mary Mwangi, E. Kituyi, G. Ouma
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Abstract

Especially for smallholder farmers with limited land and financial resources, farming in arid and semi-arid lands (ASALs), where season-to-season rainfall fluctuation dictates production, is a risky business. Through participatory approaches, this study compares deterministic and probabilistic interpretations of climate forecasts and their use by smallholder farmers through a crop-growing season. The study revealed that deterministic advisories are good for smallholder farmers only when formulated from forecasts with higher accuracy than the historical climatological distribution. Otherwise, they cause farm loss in terms of labor and inputs. On the other hand, probabilistic advisories help farmers spread the risk to cater to all the uncertainty and in so doing bring out a balance between confidence and caution. However, farmers must be supported with enough sensitization to comprehend forecast probability, translate it into probabilistic advisories and use that to plan and manage farm activities. The findings support the hypothesis providing packaged climate products in transparent probabilistic terms in place of deterministic form can overcome inherent credibility challenges. The study’s conclusion highlights important takeaways and new understandings of the advantage of using probabilistic advisories among resource-poor smallholder farmers.
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在小农中共同设计的概率气候预报的实际应用:信心与谨慎之间的平衡
特别是对于土地和财政资源有限的小农来说,在干旱和半干旱土地(ASALs)耕作是一项有风险的业务,在这些土地上,季节性的降雨量波动决定了生产。通过参与式方法,本研究比较了气候预测的确定性和概率解释,以及小农在作物生长季节对气候预测的使用。该研究表明,只有在预报的准确性高于历史气候分布的情况下,确定性咨询才对小农有益。否则,它们会在劳动力和投入方面造成农业损失。另一方面,概率咨询帮助农民分散风险,以迎合所有的不确定性,从而在信心和谨慎之间取得平衡。然而,必须向农民提供足够的支持,使他们能够理解预测概率,将其转化为概率咨询,并利用它来规划和管理农业活动。研究结果支持这样一种假设,即以透明的概率形式提供包装的气候产品,以取代确定性形式,可以克服固有的可信度挑战。该研究的结论强调了在资源贫乏的小农中使用概率咨询的重要结论和新认识。
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