{"id":1279,"date":"2025-05-25T09:36:54","date_gmt":"2025-05-25T09:36:54","guid":{"rendered":"https:\/\/andre.lagelab.kozow.com\/?p=1279"},"modified":"2025-06-12T18:19:23","modified_gmt":"2025-06-12T18:19:23","slug":"previsaoinscricoescursosfinanciados-2","status":"publish","type":"post","link":"https:\/\/andre.lagelab.kozow.com\/en\/previsaoinscricoescursosfinanciados-2\/","title":{"rendered":"Early Warning System for Enterprise Networking"},"content":{"rendered":"<p>Many micro-enterprises go into crisis without any obvious signs until it's too late. This project aimed to create an intelligent warning system capable of detecting early signs of economic and financial risk, enabling timely intervention by business associations and managers themselves.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">- Goal<\/h3>\n\n\n\n<p>Anticipate situations of financial and operational stress in micro and small companies, based on simple but critical data - such as sales, stock variation, customer turnover and compliance with tax obligations.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">- Technologies and Tools<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python<\/li>\n\n\n\n<li>Machine Learning (Decision Trees, Logistic Regression)<\/li>\n\n\n\n<li>Pandas<\/li>\n\n\n\n<li>Excel<\/li>\n\n\n\n<li>Power BI<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">- Innovation and Impact<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Imminent cash shortage<\/li>\n\n\n\n<li>Progressive loss of customers<\/li>\n\n\n\n<li>Systematic tax noncompliance<\/li>\n\n\n\n<li>Sustained drop in turnover or margin<\/li>\n<\/ul>\n\n\n\n<p>The system combines business rules with predictive algorithms to generate automatic alerts and practical recommendations. The association thus takes on a proactive role in supporting its members - acting before the crisis hits.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">- Results and Impact<\/h3>\n\n\n\n<p class=\"translation-block\">In a pilot with anonymized data from 30 companies, the system achieved an accuracy rate of <strong>78%<\/strong> in predicting financial stress <strong>2 months in advance<\/strong>. The companies supported were able to implement corrective measures, with direct gains in liquidity and internal reorganization.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Muitas microempresas entram em crise sem sinais evidentes at\u00e9 ser tarde demais. Este projeto visou criar um sistema de alerta inteligente capaz de detetar precocemente sinais de risco econ\u00f3mico-financeiro, permitindo uma interven\u00e7\u00e3o atempada por parte das associa\u00e7\u00f5es empresariais e dos pr\u00f3prios gestores. &#8211; Objetivo Antecipar situa\u00e7\u00f5es de stress financeiro e operacional em micro e pequenas [&hellip;]<\/p>","protected":false},"author":1,"featured_media":1364,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-1279","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machinelearning"],"_links":{"self":[{"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/posts\/1279","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/comments?post=1279"}],"version-history":[{"count":1,"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/posts\/1279\/revisions"}],"predecessor-version":[{"id":1280,"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/posts\/1279\/revisions\/1280"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/media\/1364"}],"wp:attachment":[{"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/media?parent=1279"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/categories?post=1279"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/andre.lagelab.kozow.com\/en\/wp-json\/wp\/v2\/tags?post=1279"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}