{"id":1646,"date":"2025-09-08T16:40:09","date_gmt":"2025-09-08T16:40:09","guid":{"rendered":"https:\/\/blogs.mathworks.com\/finance\/?p=1646"},"modified":"2025-11-18T11:05:50","modified_gmt":"2025-11-18T11:05:50","slug":"analyzing-the-financial-risks-of-wildfires","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/finance\/2025\/09\/08\/analyzing-the-financial-risks-of-wildfires\/","title":{"rendered":"Analyzing the Financial Risks of Wildfires"},"content":{"rendered":"<p>We recently hosted a technical webinar focused on analyzing the financial risks of wildfires. <a href=\"https:\/\/www.linkedin.com\/in\/akshay-paul-398a219\/\" target=\"_blank\" rel=\"noopener\">Akshay Paul<\/a> and <a href=\"https:\/\/www.linkedin.com\/in\/yuchen-dong-48061582\/\" target=\"_blank\" rel=\"noopener\">Yuchen Dong<\/a> from the MathWorks finance team presented how MATLAB can support financial institutions in quantifying climate-related risks\u2014specifically those linked to wildfire events.<\/p>\n<h2><strong>Watch the recording here: <\/strong><a href=\"https:\/\/content.mathworks.com\/viewer\/68bb0a6bb7e400977e6cd008\">Recording<\/a><\/h2>\n<p><a href=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Picture4.bmp\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-1706\" src=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Picture4.bmp\" alt=\"\" width=\"597\" height=\"338\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h1><strong> Wildfire Risk Matters<\/strong><\/h1>\n<p>Wildfires are increasing in frequency and severity, with significant impacts on communities, infrastructure, and regional economies. For financial\u00a0institutions, these events pose direct physical risks to assets and operations, and contribute to rising insurance claims.<\/p>\n<p style=\"text-align: left\">Regulatory pressure and investor demand are also driving the need for transparent climate risk disclosures.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"300\" height=\"300\" class=\"alignnone size-medium wp-image-1667\" src=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/wildfire-300x300.png\" alt=\"\" \/><\/p>\n<p>&nbsp;<\/p>\n<h1><strong>Tools for Risk Assessment<\/strong><\/h1>\n<p>The webinar highlighted how MATLAB helps institutions:<\/p>\n<ul>\n<li>Retrieve and process climate data from sources like <a href=\"https:\/\/www.meteomatics.com\/\" target=\"_blank\" rel=\"noopener\">Meteomatics<\/a><\/li>\n<li>Analyze wildfire-related indicators such as drought index and Santa Ana wind<\/li>\n<li>Model financial losses using statistical methods, including generalized Pareto distributions<\/li>\n<li>Build apps to visualize and explore wildfire data across regions and timeframes<\/li>\n<\/ul>\n<p>Yuchen demonstrated a workflow that combines climate data with financial loss estimates, using <a href=\"https:\/\/www.mathworks.com\/products\/matlab\/app-designer.html\">MATLAB App Designer<\/a> and <a href=\"https:\/\/www.mathworks.com\/products\/mapping.html\">Mapping Toolbox<\/a>. The session included examples of how to automate data retrieval, fit parametric and nonparametric distributions, and incorporate climate variables into loss models.<\/p>\n<p><a href=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Meteomatics-HIRES.bmp\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-1709 aligncenter\" src=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Meteomatics-HIRES.bmp\" alt=\"\" width=\"596\" height=\"88\" \/><\/a><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"352\" height=\"407\" class=\"size-full wp-image-1715 aligncenter\" src=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/California.bmp\" alt=\"\" \/><\/p>\n<p>&nbsp;<\/p>\n<h1><strong>Modeling Losses with Climate Variables<\/strong><\/h1>\n<p>One key focus was the use of covariate models to link climate indicators\u2014such as drought index\u2014to the scale of financial losses. This approach allows institutions to better understand how environmental conditions influence risk exposure and to stress test portfolios under different scenarios.<\/p>\n<p><a href=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Dataset.bmp\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-1718\" src=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Dataset.bmp\" alt=\"\" width=\"700\" height=\"469\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h1><strong>Looking Ahead<\/strong><\/h1>\n<p>The webinar closed with a reminder that climate risk modeling is not one-size-fits-all. Institutions need flexible, transparent tools that can adapt to evolving data and regulatory requirements. MATLAB provides a customizable framework for building these workflows, helping teams stay ahead of both market and compliance pressures.<\/p>\n<pre><a href=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Final-slide.bmp\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-1724\" src=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Final-slide.bmp\" alt=\"\" width=\"582\" height=\"328\" \/><\/a><\/pre>\n<p>&nbsp;<\/p>\n<p>If you missed the session, you can view the recording and slides here:<\/p>\n<ul>\n<li><a href=\"https:\/\/content.mathworks.com\/viewer\/68bb0a6bb7e400977e6cd008\">Recording<\/a><\/li>\n<li><a href=\"https:\/\/content.mathworks.com\/viewer\/68bb0a5054cf60d04060c896\">Slides<\/a><\/li>\n<\/ul>\n<p>For more information, visit the\u00a0<a href=\"https:\/\/www.mathworks.com\/solutions\/finance-and-risk-management\/climate-finance.html\">https:\/\/www.mathworks.com\/solutions\/finance-and-risk-management\/climate-finance.html<\/a> \u00a0page or contact us\u00a0at\u00a0<a href=\"mailto:climatefinance@mathworks.com\"><strong>climatefinance@mathworks.com<\/strong><\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"overview-image\"><img decoding=\"async\"  class=\"img-responsive\" src=\"http:\/\/blogs.mathworks.com\/finance\/files\/2025\/09\/Picture4.bmp\" onError=\"this.style.display ='none';\" \/><\/div>\n<p>We recently hosted a technical webinar focused on analyzing the financial risks of wildfires. Akshay Paul and Yuchen Dong from the MathWorks finance team presented how MATLAB can support financial&#8230; <a class=\"read-more\" href=\"https:\/\/blogs.mathworks.com\/finance\/2025\/09\/08\/analyzing-the-financial-risks-of-wildfires\/\">read more >><\/a><\/p>\n","protected":false},"author":233,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[40],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/posts\/1646"}],"collection":[{"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/users\/233"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/comments?post=1646"}],"version-history":[{"count":34,"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/posts\/1646\/revisions"}],"predecessor-version":[{"id":2366,"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/posts\/1646\/revisions\/2366"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/media?parent=1646"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/categories?post=1646"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/finance\/wp-json\/wp\/v2\/tags?post=1646"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}