{"id":2811,"date":"2025-11-21T01:26:28","date_gmt":"2025-11-21T04:26:28","guid":{"rendered":"https:\/\/infochoice.com.br\/site\/?p=2811"},"modified":"2025-11-23T19:33:30","modified_gmt":"2025-11-23T22:33:30","slug":"mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil","status":"publish","type":"post","link":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/","title":{"rendered":"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil"},"content":{"rendered":"\n<p>As climate extremes become more intense and frequent, governments and organizations urgently need tools capable of transforming weather and socioeconomic data into actionable intelligence. To address this challenge, InfoChoice developed the <strong>MVP3 Climate-Economic Risk Platform<\/strong>, an innovative solution that combines climate science, economics, and data intelligence to estimate the integrated risk of every Brazilian state.<\/p>\n\n\n\n<p>Designed for the OpenWeather Challenge 2025, this project presents a modern, scalable, and accessible way to use weather data for real-world decision-making.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udf0d <strong>The Challenge<\/strong><\/h2>\n\n\n\n<p>Brazil faces rapidly growing climate and socioeconomic pressures:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>More frequent heatwaves, storms, and floods<\/li>\n\n\n\n<li>Increased exposure of vulnerable populations<\/li>\n\n\n\n<li>Lack of tools that combine <strong>real-time weather data<\/strong> with <strong>socioeconomic conditions<\/strong><\/li>\n\n\n\n<li>Need for interpretable, scalable analytical models<\/li>\n<\/ul>\n\n\n\n<p>MVP3 addresses exactly this gap.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\ude80 <strong>The Solution: MVP3 InfoChoice<\/strong><\/h2>\n\n\n\n<p>The MVP3 dashboard integrates:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Current Weather<\/strong><\/li>\n\n\n\n<li><strong>5-Day \/ 3-Hour Forecast<\/strong><\/li>\n\n\n\n<li><strong>OpenWeather Weather Maps<\/strong><\/li>\n\n\n\n<li><strong>Official socioeconomic indicators<\/strong><\/li>\n\n\n\n<li><strong>A Machine Learning model for socioeconomic risk<\/strong><\/li>\n\n\n\n<li><strong>Integrated climate-economic risk index (v1)<\/strong><\/li>\n\n\n\n<li><strong>Automatic Rationale for each state<\/strong><\/li>\n\n\n\n<li><strong>Bilingual interface (EN\/PT)<\/strong><\/li>\n<\/ul>\n\n\n\n<p>All wrapped into a lightweight, scalable and user-friendly platform.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2b50 <strong>Key Features<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Real-Time Weather + 5-Day Forecast<\/strong><\/h3>\n\n\n\n<p>Using OpenWeather APIs:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Current Weather<\/li>\n\n\n\n<li>Forecast 5-day \/ 3-hour steps<\/li>\n\n\n\n<li>Air Pollution<\/li>\n\n\n\n<li>Weather Maps<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Climate Risk Dimensions<\/strong><\/h3>\n\n\n\n<p>The platform evaluates:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Heat<\/li>\n\n\n\n<li>Rain \/ Floods<\/li>\n\n\n\n<li>Wind<\/li>\n\n\n\n<li>Air Quality<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Machine-Learning Socioeconomic Risk<\/strong><\/h3>\n\n\n\n<p>State-level ML model based on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GDP per capita<\/li>\n\n\n\n<li>Population<\/li>\n\n\n\n<li>Demographic density<\/li>\n\n\n\n<li>Total GDP<\/li>\n\n\n\n<li>Economic structure<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Integrated Climate-Economic Index (v1)<\/strong><\/h3>\n\n\n\n<p>Formula:<br><strong>60% climate + 40% socioeconomic ML<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. Sector Risk<\/strong><\/h3>\n\n\n\n<p>Approximate exposure of:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agriculture<\/li>\n\n\n\n<li>Industry<\/li>\n\n\n\n<li>Commerce<\/li>\n\n\n\n<li>Services<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. Automatic Model Rationale<\/strong><\/h3>\n\n\n\n<p>Each state receives:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Contextual narrative<\/li>\n\n\n\n<li>Dominant climate dimension<\/li>\n\n\n\n<li>ML interpretation<\/li>\n\n\n\n<li>Integrated risk explanation<\/li>\n\n\n\n<li>Strategic insights<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83e\udde0 <strong>Technical Differentiators<\/strong><\/h2>\n\n\n\n<p>MVP3 is built to be:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Explainable<\/li>\n\n\n\n<li>Modular<\/li>\n\n\n\n<li>Fully auditable<\/li>\n\n\n\n<li>Data-driven<\/li>\n\n\n\n<li>Extensible<\/li>\n<\/ul>\n\n\n\n<p>And it uses the <strong>OpenWeather ecosystem<\/strong> in a uniquely integrated way.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcca <strong>Methodology (Technical Summary)<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multi-API weather ingestion<\/li>\n\n\n\n<li>Feature engineering and normalization<\/li>\n\n\n\n<li>ML socioeconomic model<\/li>\n\n\n\n<li>Risk engine with normalized weights<\/li>\n\n\n\n<li>Interpretation layer (Rationale v1)<\/li>\n\n\n\n<li>Modular architecture for future upgrades<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udf31 <strong>Impact and Use Cases<\/strong><\/h2>\n\n\n\n<p>MVP3 can support:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>State governments<\/li>\n\n\n\n<li>Civil defense<\/li>\n\n\n\n<li>Insurers and reinsurers<\/li>\n\n\n\n<li>Urban planning teams<\/li>\n\n\n\n<li>Journalists<\/li>\n\n\n\n<li>Researchers<\/li>\n\n\n\n<li>Citizens<\/li>\n\n\n\n<li>ClimateTech startups<\/li>\n<\/ul>\n\n\n\n<p>A simple tool for a complex problem \u2014 accessible, scientific, and scalable.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udee3\ufe0f <strong>Roadmap<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Greenhouse Gas Emissions.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd17 <strong>Important Links<\/strong><\/h2>\n\n\n\n<p><strong>Streamlit App<\/strong><br><a href=\"https:\/\/mvp3-climate-economic-risk-brazil.streamlit.app\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/mvp3-climate-economic-risk-brazil.streamlit.app\/<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>V\u00eddeo \u2013 MVP3 Climate-Economic Risk Platform<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/infochoice.com.br\/site\/videos\/english_video_mvp3.mp4\"><\/video><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>As climate extremes become more intense and frequent, governments and organizations urgently need tools capable of transforming weather and socioeconomic data into actionable intelligence. To address this challenge, InfoChoice developed the MVP3 Climate-Economic Risk Platform, an innovative solution that combines climate science, economics, and data intelligence to estimate the integrated risk of every Brazilian state. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2812,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[285,93,79,257],"tags":[417,404,411,418,398,408,413,419,423,399,421,401,407,422,409,327,406,81,410,403,415,420,405,414,400,412,416,402],"class_list":["post-2811","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-consultoria-criativa","category-desenvolvimento_de_apps","category-inteligencia-artificial","category-mentes-criativas","tag-applied-data-science","tag-artificial-intelligence","tag-brazil-climate","tag-brazilian-states-analysis","tag-climate-analysis","tag-climate-dashboard","tag-climate-forecasting","tag-climate-impact","tag-climate-resilience","tag-climate-risk","tag-climate-variability","tag-climate-economic-risk","tag-data-analysis","tag-data-driven-decision-making","tag-environmental-risk","tag-infochoice","tag-interactive-dashboard","tag-machine-learning","tag-mvp3-infochoice","tag-openweather-api","tag-python","tag-risk-management","tag-shap-explainability","tag-socioeconomic-indicators","tag-socioeconomic-risk","tag-socioeconomic-vulnerability","tag-streamlit","tag-weather-forecast"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil - InfoChoice Tecnologia<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil - InfoChoice Tecnologia\" \/>\n<meta property=\"og:description\" content=\"As climate extremes become more intense and frequent, governments and organizations urgently need tools capable of transforming weather and socioeconomic data into actionable intelligence. To address this challenge, InfoChoice developed the MVP3 Climate-Economic Risk Platform, an innovative solution that combines climate science, economics, and data intelligence to estimate the integrated risk of every Brazilian state. [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/\" \/>\n<meta property=\"og:site_name\" content=\"InfoChoice Tecnologia\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/infochoicetecnologia\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-21T04:26:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-23T22:33:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/infochoice.com.br\/site\/wp-content\/uploads\/2025\/11\/climate-economic-risk-for-brazil.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"infochoice\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@infochoicetecnologia\" \/>\n<meta name=\"twitter:site\" content=\"@infochoicetecnologia\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"infochoice\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/\"},\"author\":{\"name\":\"infochoice\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#\\\/schema\\\/person\\\/f9be2f0864e82336fb379bdc2004072e\"},\"headline\":\"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil\",\"datePublished\":\"2025-11-21T04:26:28+00:00\",\"dateModified\":\"2025-11-23T22:33:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/\"},\"wordCount\":368,\"publisher\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/climate-economic-risk-for-brazil.png\",\"keywords\":[\"applied data science\",\"artificial intelligence\",\"brazil climate\",\"brazilian states analysis\",\"climate analysis\",\"climate dashboard\",\"climate forecasting\",\"climate impact\",\"climate resilience\",\"climate risk\",\"climate variability\",\"climate-economic risk\",\"data analysis\",\"data-driven decision making\",\"environmental risk\",\"InfoChoice\",\"interactive dashboard\",\"Machine Learning\",\"mvp3 infochoice\",\"openweather api\",\"python\",\"risk management\",\"shap explainability\",\"socioeconomic indicators\",\"socioeconomic risk\",\"socioeconomic vulnerability\",\"streamlit\",\"weather forecast\"],\"articleSection\":[\"Consultoria CrIAtiva\",\"Desenvolvimento de Apps\",\"Intelig\u00eancia Artificial\",\"Mentes CrIAtivas\"],\"inLanguage\":\"pt-BR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/\",\"url\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/\",\"name\":\"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil - InfoChoice Tecnologia\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/climate-economic-risk-for-brazil.png\",\"datePublished\":\"2025-11-21T04:26:28+00:00\",\"dateModified\":\"2025-11-23T22:33:30+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/#breadcrumb\"},\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/#primaryimage\",\"url\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/climate-economic-risk-for-brazil.png\",\"contentUrl\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/climate-economic-risk-for-brazil.png\",\"width\":1536,\"height\":1024},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/2025\\\/11\\\/21\\\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#website\",\"url\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/\",\"name\":\"InfoChoice Tecnologia\",\"description\":\"Solu\u00e7\u00f5es e decis\u00f5es estrat\u00e9gicas guiadas por confian\u00e7a, prop\u00f3sito e responsabilidade..\",\"publisher\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#organization\"},\"alternateName\":\"InfoChoice Tecnologia\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-BR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#organization\",\"name\":\"InfoChoice\",\"alternateName\":\"InfoChoice Tecnologia\",\"url\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/infochoice.com.br\\\/site\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/infochoice_ico.png?fit=215%2C219&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/infochoice.com.br\\\/site\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/infochoice_ico.png?fit=215%2C219&ssl=1\",\"width\":215,\"height\":219,\"caption\":\"InfoChoice\"},\"image\":{\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/infochoicetecnologia\",\"https:\\\/\\\/x.com\\\/infochoicetecnologia\",\"https:\\\/\\\/www.instagram.com\\\/infochoicetecnologia\",\"https:\\\/\\\/www.youtube.com\\\/infochoicetecnologia\",\"https:\\\/\\\/www.linkedin.com\\\/infochoicetecnologia\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/#\\\/schema\\\/person\\\/f9be2f0864e82336fb379bdc2004072e\",\"name\":\"infochoice\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/87e78cc6508dce8559a41de4d1bc77be10e5bf347e873fa9c483811e38b5b190?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/87e78cc6508dce8559a41de4d1bc77be10e5bf347e873fa9c483811e38b5b190?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/87e78cc6508dce8559a41de4d1bc77be10e5bf347e873fa9c483811e38b5b190?s=96&d=mm&r=g\",\"caption\":\"infochoice\"},\"sameAs\":[\"https:\\\/\\\/infochoice.com.br\"],\"url\":\"https:\\\/\\\/infochoice.com.br\\\/site\\\/index.php\\\/author\\\/infochoice\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil - InfoChoice Tecnologia","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/","og_locale":"pt_BR","og_type":"article","og_title":"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil - InfoChoice Tecnologia","og_description":"As climate extremes become more intense and frequent, governments and organizations urgently need tools capable of transforming weather and socioeconomic data into actionable intelligence. To address this challenge, InfoChoice developed the MVP3 Climate-Economic Risk Platform, an innovative solution that combines climate science, economics, and data intelligence to estimate the integrated risk of every Brazilian state. [&hellip;]","og_url":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/","og_site_name":"InfoChoice Tecnologia","article_publisher":"https:\/\/www.facebook.com\/infochoicetecnologia","article_published_time":"2025-11-21T04:26:28+00:00","article_modified_time":"2025-11-23T22:33:30+00:00","og_image":[{"width":1536,"height":1024,"url":"https:\/\/infochoice.com.br\/site\/wp-content\/uploads\/2025\/11\/climate-economic-risk-for-brazil.png","type":"image\/png"}],"author":"infochoice","twitter_card":"summary_large_image","twitter_creator":"@infochoicetecnologia","twitter_site":"@infochoicetecnologia","twitter_misc":{"Escrito por":"infochoice","Est. tempo de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/#article","isPartOf":{"@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/"},"author":{"name":"infochoice","@id":"https:\/\/infochoice.com.br\/site\/#\/schema\/person\/f9be2f0864e82336fb379bdc2004072e"},"headline":"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil","datePublished":"2025-11-21T04:26:28+00:00","dateModified":"2025-11-23T22:33:30+00:00","mainEntityOfPage":{"@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/"},"wordCount":368,"publisher":{"@id":"https:\/\/infochoice.com.br\/site\/#organization"},"image":{"@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/#primaryimage"},"thumbnailUrl":"https:\/\/infochoice.com.br\/site\/wp-content\/uploads\/2025\/11\/climate-economic-risk-for-brazil.png","keywords":["applied data science","artificial intelligence","brazil climate","brazilian states analysis","climate analysis","climate dashboard","climate forecasting","climate impact","climate resilience","climate risk","climate variability","climate-economic risk","data analysis","data-driven decision making","environmental risk","InfoChoice","interactive dashboard","Machine Learning","mvp3 infochoice","openweather api","python","risk management","shap explainability","socioeconomic indicators","socioeconomic risk","socioeconomic vulnerability","streamlit","weather forecast"],"articleSection":["Consultoria CrIAtiva","Desenvolvimento de Apps","Intelig\u00eancia Artificial","Mentes CrIAtivas"],"inLanguage":"pt-BR"},{"@type":"WebPage","@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/","url":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/","name":"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil - InfoChoice Tecnologia","isPartOf":{"@id":"https:\/\/infochoice.com.br\/site\/#website"},"primaryImageOfPage":{"@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/#primaryimage"},"image":{"@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/#primaryimage"},"thumbnailUrl":"https:\/\/infochoice.com.br\/site\/wp-content\/uploads\/2025\/11\/climate-economic-risk-for-brazil.png","datePublished":"2025-11-21T04:26:28+00:00","dateModified":"2025-11-23T22:33:30+00:00","breadcrumb":{"@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/#breadcrumb"},"inLanguage":"pt-BR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/"]}]},{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/#primaryimage","url":"https:\/\/infochoice.com.br\/site\/wp-content\/uploads\/2025\/11\/climate-economic-risk-for-brazil.png","contentUrl":"https:\/\/infochoice.com.br\/site\/wp-content\/uploads\/2025\/11\/climate-economic-risk-for-brazil.png","width":1536,"height":1024},{"@type":"BreadcrumbList","@id":"https:\/\/infochoice.com.br\/site\/index.php\/2025\/11\/21\/mvp3-climate-economic-risk-platform-a-new-integrated-view-of-state-level-vulnerability-in-brazil\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/infochoice.com.br\/site\/"},{"@type":"ListItem","position":2,"name":"MVP3 \u2013 Climate-Economic Risk Platform: A New Integrated View of State-Level Vulnerability in Brazil"}]},{"@type":"WebSite","@id":"https:\/\/infochoice.com.br\/site\/#website","url":"https:\/\/infochoice.com.br\/site\/","name":"InfoChoice Tecnologia","description":"Solu\u00e7\u00f5es e decis\u00f5es estrat\u00e9gicas guiadas por confian\u00e7a, prop\u00f3sito e responsabilidade..","publisher":{"@id":"https:\/\/infochoice.com.br\/site\/#organization"},"alternateName":"InfoChoice Tecnologia","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/infochoice.com.br\/site\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-BR"},{"@type":"Organization","@id":"https:\/\/infochoice.com.br\/site\/#organization","name":"InfoChoice","alternateName":"InfoChoice Tecnologia","url":"https:\/\/infochoice.com.br\/site\/","logo":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/infochoice.com.br\/site\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/infochoice.com.br\/site\/wp-content\/uploads\/2023\/10\/infochoice_ico.png?fit=215%2C219&ssl=1","contentUrl":"https:\/\/i0.wp.com\/infochoice.com.br\/site\/wp-content\/uploads\/2023\/10\/infochoice_ico.png?fit=215%2C219&ssl=1","width":215,"height":219,"caption":"InfoChoice"},"image":{"@id":"https:\/\/infochoice.com.br\/site\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/infochoicetecnologia","https:\/\/x.com\/infochoicetecnologia","https:\/\/www.instagram.com\/infochoicetecnologia","https:\/\/www.youtube.com\/infochoicetecnologia","https:\/\/www.linkedin.com\/infochoicetecnologia"]},{"@type":"Person","@id":"https:\/\/infochoice.com.br\/site\/#\/schema\/person\/f9be2f0864e82336fb379bdc2004072e","name":"infochoice","image":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/secure.gravatar.com\/avatar\/87e78cc6508dce8559a41de4d1bc77be10e5bf347e873fa9c483811e38b5b190?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/87e78cc6508dce8559a41de4d1bc77be10e5bf347e873fa9c483811e38b5b190?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/87e78cc6508dce8559a41de4d1bc77be10e5bf347e873fa9c483811e38b5b190?s=96&d=mm&r=g","caption":"infochoice"},"sameAs":["https:\/\/infochoice.com.br"],"url":"https:\/\/infochoice.com.br\/site\/index.php\/author\/infochoice\/"}]}},"_links":{"self":[{"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/posts\/2811","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/comments?post=2811"}],"version-history":[{"count":5,"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/posts\/2811\/revisions"}],"predecessor-version":[{"id":2828,"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/posts\/2811\/revisions\/2828"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/media\/2812"}],"wp:attachment":[{"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/media?parent=2811"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/categories?post=2811"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infochoice.com.br\/site\/index.php\/wp-json\/wp\/v2\/tags?post=2811"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}