{"id":288,"date":"2026-02-03T00:23:52","date_gmt":"2026-02-03T03:23:52","guid":{"rendered":"https:\/\/ufpr.br\/observaevasao\/?page_id=288"},"modified":"2026-06-02T13:58:23","modified_gmt":"2026-06-02T16:58:23","slug":"observatorio-dados","status":"publish","type":"page","link":"https:\/\/ufpr.br\/observaevasao\/","title":{"rendered":"Intelig\u00eancia de Dados e Modelagem Preditiva na Gest\u00e3o Universit\u00e1ria"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Lan\u00e7amento Observat\u00f3rio de Dados de Evas\u00e3o e Baixa Procura da UFPR\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/gKuCDG6MqVs?start=4844&#038;feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/03\/Lancamento-Observatorio.pdf\" data-type=\"link\" data-id=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/03\/Lancamento-Observatorio.pdf\">Slides da apresenta\u00e7\u00e3o em .pdf do v\u00eddeo acima.<\/a><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\">\n<p><\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-bd07cfbda26ec03981369c96c527fa0d\" style=\"color:#243673;font-size:18px\">Onde os Dados Transformam Trajet\u00f3rias<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-483062b2ccc6ca88cd8a93b5fe0b3be1\" style=\"font-size:15px\">Criado em 2025, o <strong>Observat\u00f3rio <\/strong>nasce de um compromisso inadi\u00e1vel: entender por que as cadeiras se esvaziam e criar as ferramentas necess\u00e1rias para que elas permane\u00e7am ocupadas.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-cbefc348b027f958e405799af576c4e7\" style=\"font-size:15px\">Somos o bra\u00e7o tecnol\u00f3gico e anal\u00edtico da Comiss\u00e3o de <strong>Combate \u00e0 Evas\u00e3o e Baixa Procura da UFPR<\/strong>. Unimos Estat\u00edstica, Ci\u00eancia de Dados e sensibilidade humana para gerar evid\u00eancias que fortalecem o ensino p\u00fablico, gratuito e de qualidade.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-e88a6ef7c81f54d20f5d5d4f3567a4b4\" style=\"color:#243673;font-size:18px\">Antecipar para Acolher<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-6c70b9ccfdc26146f25cb8d6bfd01471\" style=\"font-size:15px\">Mais do que monitorar n\u00fameros, nossa miss\u00e3o \u00e9 antecipar o amanh\u00e3. Atuamos na transi\u00e7\u00e3o de uma gest\u00e3o reativa para uma universidade que prev\u00ea, acolhe e decide com base em dados, otimizando recursos para quem mais precisa.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-5d078803d2918dd31f6fcda829d627e2\" style=\"font-size:15px\">Nossa atua\u00e7\u00e3o se sustenta em 4 pilares estrat\u00e9gicos:<br>1. <strong>Monitoramento<\/strong>: O que os dados hist\u00f3ricos nos dizem sobre evas\u00e3o e procura dos nossos cursos.<br>2. <strong>Predi\u00e7\u00e3o<\/strong>: Intelig\u00eancia artificial para identificar alunos com alta propens\u00e3o a evadir.<br>3. <strong>Pesquisas<\/strong>: A voz e a subjetividade por tr\u00e1s das estat\u00edsticas, buscar o que nossos alunos tem a dizer.<br>4. <strong>Divulga\u00e7\u00e3o<\/strong>: Transpar\u00eancia e compartilhamento de conhecimento. Divulga\u00e7\u00e3o dos trabalhos produzidos pela equipe do Observat\u00f3rio e tamb\u00e9m da comunidade acad\u00eamica<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-055f0a408d10b84181d2e9eb0c45df33\" style=\"font-size:15px\"><strong>Equipe Respons\u00e1vel<\/strong><br><strong>Uma iniciativa da CECD\/PROPLAD e PROGRAP.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"font-size:15px\">Lineu Alberto Cavazani de Freitas \u2013 Coordenador de Estat\u00edstica e Ci\u00eancia de Dados<\/li>\n\n\n\n<li style=\"font-size:15px\">Leonardo Gomes de Melo \u2013 Estat\u00edstico<\/li>\n\n\n\n<li style=\"font-size:15px\">Edicleia Furlanetto \u2013 Estat\u00edstica<\/li>\n\n\n\n<li style=\"font-size:15px\">Eliane Felisbino \u2013 Pedagoga<\/li>\n\n\n\n<li style=\"font-size:15px\">Vitor Hiei Noriduki Fujimoto \u2013 T\u00e9cnico em TI<\/li>\n<\/ul>\n\n\n\n<p style=\"font-size:15px\">Contato: observatorioevasao@ufpr.br<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1408\" height=\"1408\" src=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-1-3.png\" alt=\"\" class=\"wp-image-679\" srcset=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-1-3.png 1408w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-1-3-300x300.png 300w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-1-3-1024x1024.png 1024w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-1-3-150x150.png 150w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-1-3-768x768.png 768w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-1-3-98x98.png 98w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-1-3-57x57.png 57w\" sizes=\"auto, (max-width: 1408px) 100vw, 1408px\" \/><\/figure><\/div><\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-3 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-2-1024x1024.png\" alt=\"\" class=\"wp-image-673\" srcset=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-2-1024x1024.png 1024w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-2-300x300.png 300w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-2-150x150.png 150w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-2-768x768.png 768w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-2-98x98.png 98w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-2-57x57.png 57w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-2.png 1408w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"wp-block-heading\" id=\"painel\">Painel de Monitoramento: O Raio-X da Procura e Perman\u00eancia<\/h2>\n\n\n\n<p style=\"font-size:15px\">O Painel de Monitoramento \u00e9 a nossa interface interativa de transpar\u00eancia e diagn\u00f3stico. Aqui, transformamos volumes massivos de dados em m\u00e9tricas visuais, permitindo que gestores e a comunidade acad\u00eamica compreendam a din\u00e2mica de ocupa\u00e7\u00e3o da nossa universidade.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\" style=\"font-size:15px\">O que voc\u00ea encontra aqui:<br>&#8211; <strong>S\u00e9ries Hist\u00f3ricas Din\u00e2micas<\/strong>: Acompanhe a evolu\u00e7\u00e3o da evas\u00e3o e procura ao longo dos anos e identifique padr\u00f5es sazonais ou estruturais.<br>&#8211; <strong>Vis\u00e3o Customizada<\/strong>: Utilize filtros inteligentes por Setor, Curso, Turno e Grau Acad\u00eamico para extrair informa\u00e7\u00f5es das unidades de interesse.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-e20d2cd0377103b57fdef8590da90050\" style=\"color:#243673;font-size:18px\">Por que isso importa?<\/h2>\n\n\n\n<p style=\"font-size:15px\">Mais do que olhar para o passado, o painel serve para validar o presente. Ele permite avaliar o impacto real das pol\u00edticas de aux\u00edlio e das a\u00e7\u00f5es de perman\u00eancia, garantindo que as decis\u00f5es de gest\u00e3o sejam sempre baseadas em evid\u00eancias concretas.<\/p>\n\n\n\n<p style=\"font-size:15px\"><a href=\"https:\/\/app.powerbi.com\/view?r=eyJrIjoiYjA2MTQ3ZDItOTIxZS00OGY2LTkzY2ItZDA0MmM0NjIyNjJmIiwidCI6ImMzN2IzN2EzLWU5ZTItNDJmOS1iYzY3LTRiOWI3MzhlMWRmMCJ9\" data-type=\"link\" data-id=\"https:\/\/app.powerbi.com\/view?r=eyJrIjoiYjA2MTQ3ZDItOTIxZS00OGY2LTkzY2ItZDA0MmM0NjIyNjJmIiwidCI6ImMzN2IzN2EzLWU5ZTItNDJmOS1iYzY3LTRiOWI3MzhlMWRmMCJ9\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Acessar Painel Interativo<\/strong><\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-4 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"wp-block-heading\" id=\"calculadora\">Calculadora de Risco: Intelig\u00eancia Preditiva a Servi\u00e7o da UFPR<\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-f294f61405065f727dcf5377dcdfd9c2\" style=\"color:#243673;font-size:18px\">O que \u00e9?<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-940d4d58ce1ae83a41a9c09d01961044\" style=\"font-size:15px\">Muito mais do que uma planilha, esta \u00e9 uma ferramenta integrada ao SIGA que utiliza intelig\u00eancia de dados para identificar alunos com maior propens\u00e3o a interromper seus estudos. O objetivo \u00e9 um s\u00f3: permitir que as unidades competentes ajam de forma preventiva e humanizada, estendendo a m\u00e3o antes que o v\u00ednculo com a universidade se perca.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-32bb038b564590e9e5b8b9a7722457b7\" style=\"color:#243673;font-size:18px\">Como a m\u00e1gica acontece? (Metodologia)<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-5a56aa9f9073b766d4d81b72c385cc76\" style=\"font-size:15px\">Utilizamos algoritmos de Machine Learning treinados para reconhecer sinais de alerta. O modelo analisa vari\u00e1veis cr\u00edticas como:<br>&#8211; <strong>Desempenho Acad\u00eamico<\/strong>: \u00cdndice de Rendimento Acad\u00eamico (IRA) e taxas de reprova\u00e7\u00e3o.<br>&#8211; <strong>Contexto do Curso<\/strong>: Setor, grau acad\u00eamico e turno.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-99df25afeeeee4e3615219768ddcd684\" style=\"color:#243673;font-size:18px\">Ci\u00eancia Aberta e Transpar\u00eancia<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-1d8a758ee24a475e8f759efc2f9d87ef\" style=\"font-size:15px\">Acreditamos na tecnologia audit\u00e1vel e colaborativa. Todo o desenvolvimento foi feito em software livre (R e Python). O c\u00f3digo e um conjunto de dados para exemplo est\u00e3o dispon\u00edveis publicamente em nosso <a href=\"https:\/\/github.com\/cecd-ufpr\/evasao\" data-type=\"link\" data-id=\"https:\/\/github.com\/cecd-ufpr\/evasao\">GitHub (cecd-ufpr\/evasao)<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-6e37eec7114cb307c8f85ac62dadb27f\" style=\"color:#243673;font-size:18px\">Alta Performance: Dados que n\u00e3o mentem<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-6fe9dd9692d54f1c39bcd15c1659ce20\" style=\"font-size:15px\">Nosso modelo foi rigorosamente testado para garantir que a ajuda chegue a quem realmente precisa:<br>&#8211; Acur\u00e1cia de <strong>87%<\/strong>: Alto \u00edndice de previs\u00f5es corretas sobre o panorama geral.<br>&#8211; Sensibilidade de <strong>83%<\/strong>: Grande capacidade de identificar corretamente os alunos que est\u00e3o em situa\u00e7\u00e3o de risco.<br>&#8211; Precis\u00e3o de <strong>91%<\/strong>: Seguran\u00e7a de que os alunos sinalizados como &#8220;em risco&#8221; realmente apresentam vulnerabilidade de perman\u00eancia.<\/p>\n\n\n\n<p class=\"has-text-color has-link-color wp-elements-c32b832e42f6db9a328b86ea47a02b25\" style=\"color:#243673;font-size:15px\"><strong><a href=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/05\/tutorial-relatorio-de-evasao.pdf\" data-type=\"link\" data-id=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/05\/tutorial-relatorio-de-evasao.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Acessar Ferramenta no SIGA (apenas pessoas autorizadas)<\/a><\/strong><\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-2bb24632acdba20b28cbf127b596cf10\" style=\"font-size:15px\">*No Memorando 3 (8394313) estabelecemos que:<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-2e0f638354cf4e3bb1a4c4c3893b6bc1\" style=\"font-size:15px\">&#8220;Recomendamos que o acesso a membros de unidades estrat\u00e9gicas da gest\u00e3o que n\u00e3o est\u00e3o contemplados nos perfis acima seja tratado como um acesso posterior. Este acesso dever\u00e1 ser concedido somente via solicita\u00e7\u00e3o formal dirigida \u00e0 PROGRAP, que ser\u00e1 respons\u00e1vel por avaliar a pertin\u00eancia do pedido. Ap\u00f3s a avalia\u00e7\u00e3o e o aval da PROGRAP, a solicita\u00e7\u00e3o deve ser encaminhada \u00e0 AGTIC para a concess\u00e3o t\u00e9cnica do acesso no sistema.&#8221;<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-4-1024x1024.png\" alt=\"\" class=\"wp-image-671\" srcset=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-4-1024x1024.png 1024w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-4-300x300.png 300w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-4-150x150.png 150w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-4-768x768.png 768w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-4-98x98.png 98w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-4-57x57.png 57w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-4.png 1408w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-5 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-5-1024x1024.png\" alt=\"\" class=\"wp-image-680\" srcset=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-5-1024x1024.png 1024w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-5-300x300.png 300w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-5-150x150.png 150w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-5-768x768.png 768w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-5-98x98.png 98w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-5-57x57.png 57w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-5.png 1408w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"wp-block-heading\" id=\"pesquisa\">Pesquisas: A Voz por Tr\u00e1s dos N\u00fameros<\/h2>\n\n\n\n<p style=\"font-size:15px\">Se os dados nos mostram o cen\u00e1rio, as pesquisas nos revelam as causas. O Observat\u00f3rio n\u00e3o se limita a analisar registros administrativos; buscamos humanizar o diagn\u00f3stico para entender as motiva\u00e7\u00f5es subjetivas e psicossociais que levam ao abandono acad\u00eamico.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-b9c1ae64bc7aefca8894e4bbfcd7257b\" style=\"color:#243673;font-size:18px\">Ouvir para Transformar<\/h2>\n\n\n\n<p style=\"font-size:15px\">Nossa metodologia busca captar a realidade vivida por diferentes p\u00fablicos:<\/p>\n\n\n\n<p style=\"font-size:15px\">&#8211; <strong>Estudantes Evadidos<\/strong>: Queremos compreender os desafios reais, sejam eles financeiros, acad\u00eamicos ou de sa\u00fade mental que resultaram no desligamento, transformando essas experi\u00eancias em aprendizado institucional.<br>&#8211; <strong>Egressos<\/strong>: O di\u00e1logo com quem concluiu sua trajet\u00f3ria nos fornece informa\u00e7\u00f5es sobre a qualidade da forma\u00e7\u00e3o e como a UFPR impactou sua inser\u00e7\u00e3o no mundo profissional.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-dd65324ca69fe5884a75c38f6006cafe\" style=\"color:#243673;font-size:18px\">Dados que Viram A\u00e7\u00e3o<\/h2>\n\n\n\n<p style=\"font-size:15px\">Atrav\u00e9s de uma parceria estrat\u00e9gica entre a <strong>PROGRAP <\/strong>e a <strong>CECD<\/strong>, conduziremos pesquisas rigorosas cujos resultados ser\u00e3o publicizados e transformados em dados acion\u00e1veis. Nosso objetivo \u00e9 converter percep\u00e7\u00f5es em pol\u00edticas p\u00fablicas internas que garantam que o caminho at\u00e9 o diploma seja mais justo e acolhedor.<\/p>\n\n\n\n<p style=\"font-size:15px\"><strong><a href=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/04\/Planejamento-de-Pesquisas.pdf\" data-type=\"link\" data-id=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/04\/Planejamento-de-Pesquisas.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Ver Planejamento das Pesquisas<\/a><\/strong><\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-6 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"wp-block-heading\" id=\"divulgacao\">Hub de Conhecimento: Divulga\u00e7\u00e3o e Colabora\u00e7\u00e3o<\/h2>\n\n\n\n<p style=\"font-size:15px\">O Observat\u00f3rio \u00e9 tamb\u00e9m um ecossistema de aprendizado compartilhado. Este portal \u00e9 o ponto de encontro onde estudos t\u00e9cnicos, relat\u00f3rios e produ\u00e7\u00f5es acad\u00eamicas sobre evas\u00e3o e procura se tornam acess\u00edveis a toda a sociedade.<\/p>\n\n\n\n<p style=\"font-size:15px\"><strong><a href=\"http:\/\/ufpr.br\/observaevasao\/hub\" data-type=\"link\" data-id=\"http:\/\/ufpr.br\/observaevasao\/pesquisas\" target=\"_blank\" rel=\"noreferrer noopener\">Acesse o Hub de conhecimento<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-0992799177198efb55d7ae9f4ab8bdb9\" style=\"color:#243673;font-size:18px\">Espa\u00e7o Aberto \u00e0 Comunidade<\/h2>\n\n\n\n<p style=\"font-size:15px\">Mais do que um reposit\u00f3rio da nossa equipe, este \u00e9 um espa\u00e7o colaborativo. Funcionamos como um Hub para trabalhos cient\u00edficos e pesquisas locais conduzidas pela comunidade acad\u00eamica da UFPR sobre ingresso, perman\u00eancia e a jornada do estudante.<\/p>\n\n\n\n<p style=\"font-size:15px\"><strong>Tem uma pesquisa sobre o tema? O Observat\u00f3rio \u00e9 o lugar para ela ser vista!<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">O que voc\u00ea encontra aqui:<br>&#8211; <strong>Reposit\u00f3rio T\u00e9cnico<\/strong>: Centralizamos todos os estudos e materiais produzidos pelo Observat\u00f3rio e pela Comiss\u00e3o de Combate \u00e0 Evas\u00e3o e Baixa Procura, assim como outros estudos t\u00e9cnicos vinculados a UFPR.<br>&#8211; <strong>Radar de Eventos<\/strong>: Fique por dentro de workshops, semin\u00e1rios e debates sobre gest\u00e3o universit\u00e1ria.<br>&#8211; <strong>Transpar\u00eancia em Relat\u00f3rios<\/strong>: Acesse os balan\u00e7os anuais e acompanhe a evolu\u00e7\u00e3o das nossas m\u00e9tricas de impacto.<br>&#8211; <strong>Agenda de Inova\u00e7\u00e3o<\/strong>: Lan\u00e7amentos de novas funcionalidades e atualiza\u00e7\u00f5es das ferramentas preditivas.<\/p>\n\n\n\n<p style=\"font-size:15px\">Tem um trabalho que se encaixa no Observat\u00f3rio? Entre em contato: <a href=\"mailto:observatorioevasao@ufpr.br\">observatorioevasao@ufpr.br<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-3-1024x1024.png\" alt=\"\" class=\"wp-image-676\" srcset=\"https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-3-1024x1024.png 1024w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-3-300x300.png 300w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-3-150x150.png 150w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-3-768x768.png 768w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-3-98x98.png 98w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-3-57x57.png 57w, https:\/\/ufpr.br\/observaevasao\/wp-content\/uploads\/sites\/27\/2026\/02\/Design-sem-nome-3.png 1408w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Onde os Dados Transformam Trajet\u00f3rias Criado em 2025, o Observat\u00f3rio nasce de um compromisso inadi\u00e1vel: entender por que as cadeiras se esvaziam e criar as ferramentas necess\u00e1rias para que elas permane\u00e7am ocupadas. Somos o bra\u00e7o tecnol\u00f3gico e anal\u00edtico da Comiss\u00e3o de Combate \u00e0 Evas\u00e3o e Baixa Procura da UFPR. Unimos Estat\u00edstica, Ci\u00eancia de Dados e [&hellip;]<\/p>\n","protected":false},"author":114,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-288","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/ufpr.br\/observaevasao\/wp-json\/wp\/v2\/pages\/288","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ufpr.br\/observaevasao\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ufpr.br\/observaevasao\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ufpr.br\/observaevasao\/wp-json\/wp\/v2\/users\/114"}],"replies":[{"embeddable":true,"href":"https:\/\/ufpr.br\/observaevasao\/wp-json\/wp\/v2\/comments?post=288"}],"version-history":[{"count":139,"href":"https:\/\/ufpr.br\/observaevasao\/wp-json\/wp\/v2\/pages\/288\/revisions"}],"predecessor-version":[{"id":1276,"href":"https:\/\/ufpr.br\/observaevasao\/wp-json\/wp\/v2\/pages\/288\/revisions\/1276"}],"wp:attachment":[{"href":"https:\/\/ufpr.br\/observaevasao\/wp-json\/wp\/v2\/media?parent=288"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}