{"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\/es\/blog\/machine-learning-transformacao-digital-educacao\/","title":{"rendered":"Transforma\u00e7\u00e3o Digital na Educa\u00e7\u00e3o com Machine Learning"},"content":{"rendered":"<p>No es nuevo que el sector educativo sufriera la disminuci\u00f3n de ingresos en el periodo de pandemia entre 2019 y 2021. Fue con el surgimiento de una nueva necesidad, que<em>instituciones<\/em>en el segmento se vieron obligados a reinventarse y buscar soluciones asertivas para adaptarse a la educaci\u00f3n a distancia. A <em>Transformaci\u00f3n Digital<\/em> estaba a punto de intensificarse.\u00a0<em>\u00a0<\/em><\/p>\n\n\n\n<p><strong>Hablando de Transformaci\u00f3n Digital<\/strong><\/p>\n\n\n\n<p>La resoluci\u00f3n de nuevos retos empresariales en el sector educativo ha sido el principal motivador de la inversi\u00f3n en&nbsp;<strong><em>Transformaci\u00f3n Digital<\/em><\/strong>&nbsp; por los ejecutivos de estas empresas. La mayor\u00eda de las soluciones desarrolladas est\u00e1n relacionadas con la&nbsp;<em>Machine Learning<\/em>, que consisten b\u00e1sicamente en desarrollar algoritmos basados en diversas fuentes de datos, que permitan predecir determinados comportamientos de los alumnos.<\/p>\n\n\n\n<p>Un ejemplo es el algoritmo de predicci\u00f3n para&nbsp;<em>ausentismo<\/em>, con ella es posible identificar la probabilidad de deserci\u00f3n de los estudiantes. Otra aplicaci\u00f3n, que funciona de forma similar a las plataformas de streaming, donde siempre se sugieren los mejores t\u00edtulos en funci\u00f3n del perfil escolar del alumno, es el motor de recomendaci\u00f3n de cursos.<\/p>\n\n\n\n<p><br>\u00bfQuieres saber un poco m\u00e1s sobre estas soluciones? Entonces vamos alla\u2026<\/p>\n\n\n\n<p><strong>\u00bfQu\u00e9 son los algoritmos de recomendaci\u00f3n?<\/strong><\/p>\n\n\n\n<p>Como su nombre indica, el algoritmo&nbsp;<em>recomendaci\u00f3n de curso<\/em>, tiene como objetivo sugerir cursos relevantes basados en un determinado perfil personal. A trav\u00e9s de un an\u00e1lisis en profundidad que incluye patrones, correlaciones entre datos e incluso la distancia entre variables existentes en la base de datos, esta soluci\u00f3n promete facilitar la selecci\u00f3n de cursos y reducir la toma de decisiones por parte de los estudiantes.<\/p>\n\n\n\n<p>Aumentar la matriculaci\u00f3n de alumnos y reducir el rechazo durante el curso son algunos retos que se resuelven con el algoritmo de recomendaci\u00f3n, y sin duda, es una de las soluciones m\u00e1s relevantes en la transformaci\u00f3n digital para el sector educativo.<\/p>\n\n\n\n<p><strong>\u00bfC\u00f3mo puede Machine Learning ayudar a reducir la deserci\u00f3n de los estudiantes?<\/strong><\/p>\n\n\n\n<p>De acuerdo a&nbsp;<strong>Semesp&nbsp;<\/strong>(asociaci\u00f3n que representa a las instituciones de educaci\u00f3n superior en Brasil), m\u00e1s de 3,42 millones de estudiantes abandonaron las universidades en 2021, una tasa de 36,6% de&nbsp;<em>evasi\u00f3n<\/em>. La pregunta del mill\u00f3n que a cualquier l\u00edder del sector educativo le gustar\u00eda que le respondieran es: \u00bfC\u00f3mo puedo predecir y\/o aminorar la&nbsp;<em>deserci\u00f3n estudiantil<\/em>?<\/p>\n\n\n\n<p>Este es otro tema importante en nuestro viaje de&nbsp;<em>transformaci\u00f3n digital<\/em>. La respuesta a esta pregunta fue desarrollada a trav\u00e9s de algoritmos.&nbsp;<em>Machine Learning&nbsp;<\/em>desarrollado por&nbsp;<strong>ST IT Cloud<\/strong>, que permiten predecir la&nbsp;<em>deserci\u00f3n estudiantil<\/em>. El algoritmo utiliza informaci\u00f3n de la base de datos de la instituci\u00f3n para un \u00edndice de probabilidad de&nbsp;<em>evasi\u00f3n&nbsp;<\/em>para cada estudiante.<\/p>\n\n\n\n<p><br>las soluciones de&nbsp;<em>Machine Learning<\/em>desarrollado por<strong>ST IT Cloud<\/strong>, tambi\u00e9n puede aplicarse a otros retos del sector educativo, seg\u00fan las necesidades de cada proyecto.&nbsp;<\/p>\n\n\n\n<p><br>acelerar a&nbsp;<strong><em>Transformaci\u00f3n Digital<\/em><\/strong>de su instituci\u00f3n, a trav\u00e9s de las soluciones de&nbsp;<em>Machine Learning&nbsp;&nbsp;<\/em>desarrollado por&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\/es\/blog\/machine-learning-transformacao-digital-educacao\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\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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