{"id":21,"date":"2026-05-09T04:56:38","date_gmt":"2026-05-09T04:56:38","guid":{"rendered":"https:\/\/barpheai.com\/?p=21"},"modified":"2026-05-09T04:56:38","modified_gmt":"2026-05-09T04:56:38","slug":"predicting-climate-change-effects-on-commodity-prices","status":"publish","type":"post","link":"https:\/\/barpheai.com\/?p=21","title":{"rendered":"Predicting Climate Change Effects on Commodity Prices"},"content":{"rendered":"<h2>Sustainability and Supply Chains<\/h2>\n<p>Climate change is causing unprecedented variability in agricultural yields, disrupting supply chains and driving volatility in commodity prices. Predicting these effects is crucial for sustainable procurement.<\/p>\n<h2>Modeling Yield Variability<\/h2>\n<p>In the Genpact-Google Sustainability Hackathon, I developed models using Extra Trees and Random Forest Regressors to forecast cotton yields based on changing climatic conditions.<\/p>\n<h2>Strategic Procurement<\/h2>\n<p>By accurately anticipating yield drops, organizations can adjust their procurement and pricing strategies dynamically, mitigating risks and ensuring supply chain resilience in the face of global warming.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Sustainability and Supply Chains Climate change is causing unprecedented variability in agricultural yields, disrupting supply chains and driving volatility in commodity prices. Predicting these effects is crucial for sustainable procurement. Modeling Yield Variability In the Genpact-Google Sustainability Hackathon, I developed models using Extra Trees and Random Forest Regressors to forecast cotton yields based on changing [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-21","post","type-post","status-publish","format-standard","hentry","category-real-world-use-cases"],"_links":{"self":[{"href":"https:\/\/barpheai.com\/index.php?rest_route=\/wp\/v2\/posts\/21","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/barpheai.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/barpheai.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/barpheai.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/barpheai.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=21"}],"version-history":[{"count":0,"href":"https:\/\/barpheai.com\/index.php?rest_route=\/wp\/v2\/posts\/21\/revisions"}],"wp:attachment":[{"href":"https:\/\/barpheai.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/barpheai.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/barpheai.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}