{"id":300723,"date":"2026-05-26T11:45:35","date_gmt":"2026-05-26T06:00:35","guid":{"rendered":"https:\/\/insurancekhabar.com\/?p=300723"},"modified":"2026-05-26T11:50:04","modified_gmt":"2026-05-26T06:05:04","slug":"traditional-catastrophe-models-are-less-effective-for-insurance-underwriting-and-pricing-2","status":"publish","type":"post","link":"https:\/\/english.insurancekhabar.com\/traditional-catastrophe-models-are-less-effective-for-insurance-underwriting-and-pricing-2\/","title":{"rendered":"Traditional catastrophe models are less effective for insurance underwriting and pricing"},"content":{"rendered":"<p>Kathmandu. Climate-related losses exceeded $100 billion in both 2023 and 2024. <\/p>\n<p>In a new report titled &#8220;Opportunities for private capital in AI-enabled climate and sustainability sectors,&#8221; Boston Consulting Group (BCG) said in May, the loss comes as the number of billion-dollar climate events has more than doubled since 2000. &#8220;Traditional disaster models rely on historical damage data and extensive geographic projections, which are becoming less effective at reflecting changing climate patterns,&#8221; the report said. \u2019<\/p>\n<p>According to the report, insurance companies are increasingly using AI-based systems that combine satellite imagery, sensor data and atmospheric models to generate asset level, forward-thinking risk assessments. &#8220;This allows insurers to assess risk at asset level, rather than using large geographic models,&#8221; the report said. \u2019<\/p>\n<p>BCG said the asset-level risk analysis has been identified as a niche insurance application. &#8220;In which AI is used to identify asset attributes and model the impact of potential risks as part of underwriting,&#8221; BCG said. <\/p>\n<p>According to BCG, one U.S. insurer increased its combined ratio by 4.4 percent in the first year after using Zesty AI&#8217;s platform. However, the company was not identified in the report. <\/p>\n<p>According to the report, improved risk visibility could help underwrite an additional 15 million to 20 million insurance policies in markets where risk data is limited. BCG estimates its AI-enabled asset-level risk analysis to be valued at approximately $30 billion, particularly in the property and casualty insurance sector. &#8220;Access and surplus line insurance companies and climate-specific carriers are users of these devices,&#8221; BCG said. \u2019<\/p>\n<p>Parametric insurance companies were also identified as using AI-driven climate risk models in underwriting. &#8220;Portfolio climate stress testing tools are also being used by insurance companies and financial institutions to identify and disclose long-term climate risks and support capital allocation,&#8221; BCG added. \u2019<\/p>\n<p>According to the report, AI-enabled climate risk modeling across all applications could provide about $75 billion in value annually by 2028. BCG said the reason for this adoption was to reduce losses, improve pricing accuracy and meet disclosure requirements. \u2013Agency<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kathmandu. Climate-related losses exceeded $100 billion in both 2023 and 2024. In a new report titled &#8220;Opportunities for private capital in AI-enabled climate and sustainability sectors,&#8221; Boston Consulting Group (BCG) said in May, the loss comes as the number of billion-dollar climate events has more than doubled since 2000. &#8220;Traditional disaster models rely on historical [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":289524,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[45031,45044,45159],"tags":[],"class_list":["post-300723","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-banner-news-en","category-international-news-en","category-news-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/posts\/300723","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/comments?post=300723"}],"version-history":[{"count":1,"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/posts\/300723\/revisions"}],"predecessor-version":[{"id":300724,"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/posts\/300723\/revisions\/300724"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/media\/289524"}],"wp:attachment":[{"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/media?parent=300723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/categories?post=300723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/english.insurancekhabar.com\/ikbrapi\/wp\/v2\/tags?post=300723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}