{"id":2424,"date":"2023-05-18T13:15:18","date_gmt":"2023-05-18T13:15:18","guid":{"rendered":"https:\/\/lp.stitcloud.com\/?p=2424"},"modified":"2025-07-22T14:00:48","modified_gmt":"2025-07-22T14:00:48","slug":"machine-learning-transformacao-digital-educacao","status":"publish","type":"post","link":"https:\/\/www.stitcloud.com\/en\/blog\/machine-learning-transformacao-digital-educacao\/","title":{"rendered":"Transforma\u00e7\u00e3o Digital na Educa\u00e7\u00e3o com Machine Learning"},"content":{"rendered":"<p>It is not new that the education sector suffered from the decrease in revenues in the pandemic period between 2019 and 2021. It was with the emergence of a new need, which<em>institutions<\/em>in the segment were forced to reinvent themselves and seek assertive solutions to adapt to distance learning. A <em>Digital Transformation<\/em> was about to intensify.\u00a0<em>\u00a0<\/em><\/p>\n\n\n\n<p><strong>Speaking of Digital Transformation<\/strong><\/p>\n\n\n\n<p>The resolution of new business challenges in the educational sector has been the main motivating agent for investment in&nbsp;<strong><em>Digital Transformation<\/em><\/strong>&nbsp; by the executives of these companies. Most of the developed solutions are related to the&nbsp;<em>Machine Learning<\/em>, which basically consist of developing algorithms based on various data sources, enabling the prediction of certain student behaviors.<\/p>\n\n\n\n<p>An example is the prediction algorithm for&nbsp;<em>truancy<\/em>, with it it is possible to identify the probability of dropout of students. Another application, which works similarly to streaming platforms, where the best titles are always suggested based on the student&#039;s school profile, is the course recommendation engine.<\/p>\n\n\n\n<p><br>Want to know a little more about these solutions? So let&#039;s go...<\/p>\n\n\n\n<p><strong>What are recommendation algorithms?<\/strong><\/p>\n\n\n\n<p>As the name suggests, the algorithm&nbsp;<em>course recommendation<\/em>, aims to suggest relevant courses based on a certain personal profile. Through an in-depth analysis that includes patterns, correlations between data and even the distance between existing variables in the database, this solution promises to facilitate the selection of courses and reduce decision-making on the part of students.<\/p>\n\n\n\n<p>Increasing student enrollment and reducing rejection during the course are some challenges that are solved with the recommendation algorithm, and without a doubt, it is one of the most relevant solutions in the digital transformation for the education sector.<\/p>\n\n\n\n<p><strong>How can Machine Learning help reduce student dropout?<\/strong><\/p>\n\n\n\n<p>According to&nbsp;<strong>Semesp&nbsp;<\/strong>(association representing higher education institutions in Brazil), more than 3.42 million students dropped out of universities in 2021, a rate of 36.6% of&nbsp;<em>evasion<\/em>. The million-dollar question that any leadership in the education sector would like to be answered is: How can I predict and\/or lessen the&nbsp;<em>student dropout<\/em>?<\/p>\n\n\n\n<p>This is another important theme in our journey of&nbsp;<em>digital transformation<\/em>. The answer to this question was developed through algorithms&nbsp;<em>Machine Learning&nbsp;<\/em>developed by&nbsp;<strong>ST IT Cloud<\/strong>, which make it possible to predict the&nbsp;<em>student dropout<\/em>. The algorithm uses information from the institution&#039;s database for a probability index of&nbsp;<em>evasion&nbsp;<\/em>for each student.<\/p>\n\n\n\n<p><br>The solutions of&nbsp;<em>Machine Learning<\/em>developed by<strong>ST IT Cloud<\/strong>, can also be applied to other challenges in the educational sector, according to the needs of each project.&nbsp;<\/p>\n\n\n\n<p><br>accelerate to&nbsp;<strong><em>Digital Transformation<\/em><\/strong>of your institution, through the solutions of&nbsp;<em>Machine Learning&nbsp;&nbsp;<\/em>developed by&nbsp;<strong>ST IT Cloud<\/strong>!<em>&nbsp;<\/em>&nbsp; &nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>N\u00e3o \u00e9 novidade que o setor educacional sofreu com a diminui\u00e7\u00e3o do faturamento no per\u00edodo pand\u00eamico entre 2019 e 2021. Foi com o surgimento de uma nova necessidade, queinstitui\u00e7\u00f5esdo segmento foram obrigadas a se reinventar e buscar solu\u00e7\u00f5es assertivas para se adaptar ao ensino a dist\u00e2ncia. A Transforma\u00e7\u00e3o Digital estava prestes a se intensificar.\u00a0\u00a0 Falando [&hellip;]<\/p>","protected":false},"author":2,"featured_media":2425,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[],"class_list":["post-2424","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.5 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Transforma\u00e7\u00e3o Digital na Educa\u00e7\u00e3o com Machine Learning<\/title>\n<meta name=\"description\" content=\"Acelere a Transforma\u00e7\u00e3o Digital da sua institui\u00e7\u00e3o de ensino com Machine Learning. A ST IT Cloud apoia voc\u00ea nessa jornada.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.stitcloud.com\/en\/blog\/machine-learning-transformacao-digital-educacao\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Transforma\u00e7\u00e3o Digital na Educa\u00e7\u00e3o com Machine Learning\" \/>\n<meta property=\"og:description\" content=\"Acelere a Transforma\u00e7\u00e3o Digital da sua institui\u00e7\u00e3o de ensino com Machine Learning. 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