{"id":8788,"date":"2026-05-04T06:50:44","date_gmt":"2026-05-04T09:50:44","guid":{"rendered":"https:\/\/printwayy.com\/blog\/?p=8788"},"modified":"2026-05-04T09:17:50","modified_gmt":"2026-05-04T12:17:50","slug":"analise-preditiva-de-dados-aplicada-ao-outsourcing-de-impressao","status":"publish","type":"post","link":"https:\/\/printwayy.com\/blog\/analise-preditiva-de-dados-aplicada-ao-outsourcing-de-impressao\/","title":{"rendered":"An\u00e1lise preditiva de dados aplicada ao\u00a0outsourcing\u00a0de impress\u00e3o"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-8789 size-full\" src=\"https:\/\/printwayy.com\/blog\/wp-content\/uploads\/2026\/04\/analise-preditiva-de-dados.png\" alt=\"Um radar identificando v\u00e1rias impressoras no entorno.\" width=\"1920\" height=\"1000\" \/><\/p>\n<h5 style=\"text-align: justify;\"><span data-contrast=\"none\"><span class=\"TextRun SCXW17986786 BCX8\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW17986786 BCX8\">\u25b6\ufe0f Clique no play e aproveite a vers\u00e3o em \u00e1udio deste conte\u00fado agora mesmo! Voc\u00ea tamb\u00e9m pode ouvir pelo Spotify, \u00e9 s\u00f3 acessar pelo t\u00edtulo do post aqui\u00a0<\/span><span class=\"NormalTextRun SCXW17986786 BCX8\">embaixo<\/span><span class=\"NormalTextRun SCXW17986786 BCX8\">:<\/span><\/span><\/span><\/h5>\n<p style=\"text-align: justify;\"><span data-contrast=\"auto\"><iframe src=\"https:\/\/open.spotify.com\/embed\/?uri=spotify:episode:5FEk8CObKxTSt27psYHvy2?si=b391f2afb94d42fc\" width=\"100%\" height=\"80\" frameBorder=\"0\" allowfullscreen=\"\" allow=\"autoplay; clipboard-write; encrypted-media; fullscreen; picture-in-picture\" loading=\"lazy\" style=\"max-width:100%px;max-height:80px;min-height:80px;\"><\/iframe><\/span><\/p>\n<p style=\"text-align: justify;\">N\u00e3o \u00e9 de hoje que\u00a0ressaltamos\u00a0a import\u00e2ncia da an\u00e1lise de dados para as opera\u00e7\u00f5es de outsourcing de impress\u00e3o.\u00a0Voc\u00ea j\u00e1 ficou atento sobre a\u00a0<a href=\"https:\/\/printwayy.com\/blog\/o-poder-da-informacao-em-outsourcing-de-impressao\/\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">centraliza\u00e7\u00e3o\u00a0e o poder da informa\u00e7\u00e3o<\/span><\/b><\/a><span data-contrast=\"auto\">,\u00a0<\/span><a href=\"https:\/\/printwayy.com\/blog\/data-analytics-veja-como-os-dados-podem-impulsionar-as-operacoes-de-outsourcing\/\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">como podem impulsionar\u00a0sua empresa<\/span><\/b><\/a><span data-contrast=\"auto\">\u00a0e\u00a0tamb\u00e9m\u00a0<\/span><a href=\"https:\/\/printwayy.com\/blog\/analise-os-dados-comportamentais-dos-clientes-por-meio-de-um-sistema-inteligente\/\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">identificar comportamentos<\/span><\/b><\/a><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">Indo um pouco al\u00e9m,\u00a0te conto\u00a0que\u00a0essas\u00a0an\u00e1lises possuem ramifica\u00e7\u00f5es, sendo as principais\u00a0conhecidas como\u00a0<\/span><b><span data-contrast=\"none\">descritivas, diagn\u00f3sticas, prescritivas e preditivas<\/span><\/b><span data-contrast=\"none\">, utilizadas em conjunto para se obter o entendimento de v\u00e1rias frentes do neg\u00f3cio.\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">Mas, considerando que o papo seria muito extenso para falarmos de todas elas por aqui hoje, o que traremos s\u00e3o entendimentos acerca da\u00a0<\/span><b><span data-contrast=\"none\">an\u00e1lise\u00a0preditiva<\/span><\/b><span data-contrast=\"none\">.<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">A\u00a0previsibilidade \u00e9 o que pode elevar o patamar do seu servi\u00e7o, surgindo como uma resposta ao alto custo operacional, excesso de deslocamentos t\u00e9cnicos, estoque desalinhado e baixo desempenho, antecipando eventos com base em dados.<\/span><br \/>\n<span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<h2 style=\"text-align: center;\"><b><span data-contrast=\"none\">A an\u00e1lise preditiva de dados transforma\u00a0o futuro operacional\u00a0<\/span><\/b><br \/>\n<span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/h2>\n<p style=\"text-align: justify;\"><b><span data-contrast=\"auto\">96%\u00a0<\/span><\/b><span data-contrast=\"auto\">dos l\u00edderes de neg\u00f3cios dizem que dados e an\u00e1lises melhoram a tomada de decis\u00f5es &#8211; foi isso que trouxe o\u00a0<\/span><a href=\"https:\/\/www.salesforce.com\/br\/resources\/research-reports\/state-of-data-analytics\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">relat\u00f3rio\u00a0<\/span><\/b><b><i><span data-contrast=\"none\">State\u00a0of\u00a0Data\u00a0and\u00a0Analytics<\/span><\/i><\/b><\/a><span data-contrast=\"none\">,\u00a0produzido\u00a0pela\u00a0Salesforce\u00a0em 2023. Ainda,\u00a0<\/span><b><span data-contrast=\"none\">94%<\/span><\/b><span data-contrast=\"none\">\u00a0acreditam que sua organiza\u00e7\u00e3o deveria estar gerando mais valor com seus dados.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">Percebe-se que praticamente a totalidade dos representantes nas empresas compreendem a import\u00e2ncia dos dados, no entanto, poucos sabem o que fazer com tanta informa\u00e7\u00e3o que possuem em m\u00e3os.\u00a0\u00c9 nesse contexto que a an\u00e1lise preditiva se torna relevante.\u00a0<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">De acordo com\u00a0essa descri\u00e7\u00e3o\u00a0da<\/span><b><span data-contrast=\"none\">\u00a0<\/span><\/b><a href=\"https:\/\/www.ibm.com\/br-pt\/think\/topics\/predictive-analytics\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">IBM<\/span><\/b><\/a><span data-contrast=\"none\">, ela faz previs\u00f5es sobre resultados futuros usando dados hist\u00f3ricos combinados com modelagem estat\u00edstica, t\u00e9cnicas de minera\u00e7\u00e3o de dados e aprendizado de m\u00e1quina (hello,\u00a0<\/span><a href=\"https:\/\/printwayy.com\/blog\/entre-no-mundo-do-machine-learning-aplicacoes-beneficios-dicas-de-filmes-e-documentarios\/\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">machine learning<\/span><\/b><\/a><span data-contrast=\"none\">).<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">A fim de obter insights sobre essas informa\u00e7\u00f5es, s\u00e3o utilizadas t\u00e9cnicas\u00a0estat\u00edsticas que incluem modelos de\u00a0an\u00e1lise de regress\u00e3o, \u00e1rvores de decis\u00e3o\u00a0e redes neurais.\u00a0Conforme explicado pelo Google\u00a0<\/span><a href=\"https:\/\/cloud.google.com\/learn\/what-is-predictive-analytics?hl=pt-BR\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">neste artigo<\/span><\/b><\/a><span data-contrast=\"none\">,\u00a0elas podem ser entendidas\u00a0assim:<\/span><br \/>\n<span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><i><span data-contrast=\"none\">An\u00e1lise de regress\u00e3o:\u00a0<\/span><\/i><\/b><i><span data-contrast=\"none\">estima as rela\u00e7\u00f5es entre vari\u00e1veis para determinar como uma entrada (como pre\u00e7o) afeta outra (como vendas).<\/span><\/i><br \/>\n<span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><i><span data-contrast=\"none\">\u00c1rvores de decis\u00e3o:\u00a0<\/span><\/i><\/b><i><span data-contrast=\"none\">modelos de classifica\u00e7\u00e3o que mapeiam poss\u00edveis escolhas e seus resultados em uma estrutura semelhante a uma \u00e1rvore.<\/span><\/i><br \/>\n<span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><i><span data-contrast=\"none\">Redes neurais:<\/span><\/i><\/b><i><span data-contrast=\"none\">\u00a0mecanismos avan\u00e7ados de reconhecimento de padr\u00f5es que modelam rela\u00e7\u00f5es complexas e n\u00e3o lineares nos dados.<\/span><\/i><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li>\n<\/ul>\n<h2 style=\"text-align: center;\"><b><span data-contrast=\"none\">Aplicando an\u00e1lise preditiva no outsourcing de impress\u00e3o<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/h2>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">A an\u00e1lise ganha for\u00e7a nesse mercado em raz\u00e3o da\u00a0grande quantidade de dados gerados pelos equipamentos e a opera\u00e7\u00e3o como um todo.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">Quanto ao consumo de\u00a0<\/span><b><span data-contrast=\"none\">suprimentos<\/span><\/b><span data-contrast=\"none\">, ela estima\u00a0o momento que ser\u00e1 preciso reposi\u00e7\u00e3o,\u00a0com base no hist\u00f3rico de uso, evitando faltas ou excesso de estoque.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> \u00a0<\/span><span data-contrast=\"none\">J\u00e1 na\u00a0<\/span><b><span data-contrast=\"none\">manuten\u00e7\u00e3o\u00a0<\/span><\/b><span data-contrast=\"none\">de equipamentos,\u00a0podem ser identificados padr\u00f5es de\u00a0alertas e desempenho que\u00a0indicam\u00a0falhas pr\u00f3ximas, permitindo que o time de suporte t\u00e9cnico\u00a0haja\u00a0antes do defeito.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">No\u00a0<\/span><b><span data-contrast=\"none\">atendimento<\/span><\/b><span data-contrast=\"none\">,\u00a0os chamados\u00a0passam a ser priorizados conforme risco real, considerando hist\u00f3rico, criticidade e probabilidade de falha, tornando a \u00e1rea mais eficiente.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><span data-contrast=\"none\">A identifica\u00e7\u00e3o de\u00a0<\/span><b><span data-contrast=\"none\">sazonalidades\u00a0<\/span><\/b><span data-contrast=\"none\">e\u00a0<\/span><b><span data-contrast=\"none\">formas de uso<\/span><\/b><span data-contrast=\"none\">\u00a0permite antecipar per\u00edodos de maior demanda e se preparar operacionalmente, inclusive quanto a equipamentos subutilizados ou sobrecarregados.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span data-contrast=\"none\">E,\u00a0<\/span><b><span data-contrast=\"none\">indicadores\u00a0<\/span><\/b><span data-contrast=\"none\">como aumento de chamados, queda de uso e recorr\u00eancia de problemas permite identificar sinais de insatisfa\u00e7\u00e3o e agir antes da\u00a0<\/span><a href=\"https:\/\/printwayy.com\/blog\/churn-o-que-e-o-como-evitar-na-sua-operacao-de-outsourcing\/\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">perda do contrato<\/span><\/b><\/a><span data-contrast=\"none\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<h2 style=\"text-align: center;\"><b><span data-contrast=\"none\">Os dados\u00a0originados no\u00a0PrintWayy\u00a0Dragon<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2,&quot;335551620&quot;:2}\">\u00a0<\/span><\/h2>\n<p style=\"text-align: justify;\"><span data-contrast=\"auto\">Comentamos que as opera\u00e7\u00f5es s\u00e3o repletas de informa\u00e7\u00f5es geradas pelos equipamentos, e elas se tornam mais organizadas a partir do sistema de gest\u00e3o e monitoramento.<\/span><\/p>\n<p><span data-contrast=\"auto\">Logo no dashboard do Dragon, o usu\u00e1rio verifica um painel gr\u00e1fico e interativo com as informa\u00e7\u00f5es mais importantes da opera\u00e7\u00e3o. Em tempo real, observa a quantidade de clientes, impressoras monitoradas, alertas ativos, suprimentos trocados, chamados abertos, clientes que mais imprimem, entre outros.<\/span><\/p>\n<p><span data-contrast=\"auto\">Na\u00a0<\/span><a href=\"https:\/\/printwayy.com\/blog\/reposicao-inteligente-de-suprimentos\/\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">reposi\u00e7\u00e3o inteligente de suprimentos<\/span><\/b><\/a><span data-contrast=\"auto\">, conforme as trocas s\u00e3o confirmadas, o sistema da\u00a0PrintWayy\u00a0calcula as m\u00e9dias de uso e efici\u00eancia dos\u00a0insumos, gerando uma previs\u00e3o futura de necessidade do cliente, garantindo que ele tenha sempre o material necess\u00e1rio, sem excesso ou falta.<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\n<div id=\"attachment_8790\" style=\"width: 778px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-8790\" class=\"wp-image-8790 size-full\" src=\"https:\/\/printwayy.com\/blog\/wp-content\/uploads\/2026\/04\/medias-nivel-suprimento.jpg\" alt=\"M\u00e9dias de suprimento no PrintWayy.\" width=\"768\" height=\"231\" \/><p id=\"caption-attachment-8790\" class=\"wp-caption-text\">Fonte: Central de Ajuda do PrintWayy Dragon<\/p><\/div>\n<p style=\"text-align: justify;\"><span class=\"TextRun SCXW236939060 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW236939060 BCX0\">O<\/span><span class=\"NormalTextRun SCXW236939060 BCX0\">\u00a0monitoramento de alert<\/span><span class=\"NormalTextRun SCXW236939060 BCX0\">as\u00a0<\/span><span class=\"NormalTextRun SCXW236939060 BCX0\">auxiliam na gest\u00e3o do parque de impressoras indicando problemas dos equipamentos ou apontando a parada de monitoramento de algum deles.<\/span><span class=\"NormalTextRun SCXW236939060 BCX0\">\u00a0Assim, a empresa consegue antecipar falhas e necessidade de manuten\u00e7\u00f5es.<\/span><\/span><span class=\"EOP SCXW236939060 BCX0\" data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\n<div id=\"attachment_8791\" style=\"width: 1129px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-8791\" class=\"wp-image-8791 size-full\" src=\"https:\/\/printwayy.com\/blog\/wp-content\/uploads\/2026\/04\/filtro-alertas.png\" alt=\"Filtro de alertas ativos no PrintWayy.\" width=\"1119\" height=\"217\" \/><p id=\"caption-attachment-8791\" class=\"wp-caption-text\">Fonte: Imagens ilustrativas do PrintWayy Dragon<\/p><\/div>\n<h2 style=\"text-align: center;\"><b><span data-contrast=\"auto\">Um universo de informa\u00e7\u00f5es te espera no Dossi\u00ea do Outsourcing de Impress\u00e3o<\/span><\/b><\/h2>\n<p style=\"text-align: justify;\"><span data-contrast=\"auto\">Desde 2020 lan\u00e7amos esse material, que abrange dados sobre o mercado de outsourcing impress\u00e3o brasileiro com base nos usu\u00e1rios do\u00a0PrintWayy\u00a0Dragon. Ele evoluiu tanto que atualmente s\u00e3o mais de 650\u00a0provedores e\u00a0203 mil equipamentos monitorados.<\/span><\/p>\n<p><span data-contrast=\"auto\">Voc\u00ea encontra informa\u00e7\u00f5es\u00a0relacionadas a:<\/span><\/p>\n<blockquote>\n<h5><span data-contrast=\"auto\"> Rankings com modelos e fabricantes mais utilizados;<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/h5>\n<h5><span data-contrast=\"auto\"> Valores e formatos de cobran\u00e7a praticados;<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/h5>\n<h5><span data-contrast=\"auto\"> Dados de uso, como tempo m\u00e9dio de dura\u00e7\u00e3o do toner e nichos que mais imprimem.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/h5>\n<\/blockquote>\n<p style=\"text-align: justify;\"><span data-contrast=\"auto\">O download \u00e9 gratuito, com\u00a0acesso a duas vers\u00f5es do material, online e em PDF para acessar quando quiser. Clique na imagem abaixo para conferir!<\/span><\/p>\n<p><a href=\"https:\/\/materiais.printwayy.com\/dossie-do-outsourcing-de-impressao-2025-2026\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-8733 size-full\" src=\"https:\/\/printwayy.com\/blog\/wp-content\/uploads\/2026\/03\/dossie-do-outsourcing-de-impressao-2025-2026-banner.png\" alt=\"Convite para acessar a 7\u00aa edi\u00e7\u00e3o do Dossi\u00ea do Outsourcing de Impress\u00e3o.\" width=\"1920\" height=\"1000\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"A an\u00e1lise preditiva \u00e9 uma ramifica\u00e7\u00e3o da an\u00e1lise de dados, que possibilita previs\u00f5es sobre resultados futuros a partir de informa\u00e7\u00f5es do neg\u00f3cio.","protected":false},"author":11,"featured_media":8792,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","episode_type":"audio","audio_file":"","podmotor_file_id":"","podmotor_episode_id":"","cover_image":"","cover_image_id":"","duration":"","filesize":"","filesize_raw":"","date_recorded":"","explicit":"","block":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[242],"tags":[614,703],"series":[],"class_list":["post-8788","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-outsourcing-de-impressao","tag-analise-de-dados","tag-analise-preditiva"],"episode_featured_image":"https:\/\/printwayy.com\/blog\/wp-content\/uploads\/2026\/04\/analise-preditiva-de-dados-2.png","episode_player_image":"https:\/\/printwayy.com\/blog\/wp-content\/uploads\/2026\/04\/analise-preditiva-de-dados-2.png","download_link":"","player_link":"","audio_player":false,"episode_data":{"playerMode":"light","subscribeUrls":[],"rssFeedUrl":"https:\/\/printwayy.com\/blog\/feed\/podcast\/blog-da-printwayy","embedCode":"<blockquote class=\"wp-embedded-content\" data-secret=\"rNuAb1OaM8\"><a href=\"https:\/\/printwayy.com\/blog\/analise-preditiva-de-dados-aplicada-ao-outsourcing-de-impressao\/\">An\u00e1lise preditiva de dados aplicada ao\u00a0outsourcing\u00a0de impress\u00e3o<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/printwayy.com\/blog\/analise-preditiva-de-dados-aplicada-ao-outsourcing-de-impressao\/embed\/#?secret=rNuAb1OaM8\" width=\"500\" height=\"350\" title=\"&#8220;An\u00e1lise preditiva de dados aplicada ao\u00a0outsourcing\u00a0de impress\u00e3o&#8221; &#8212; Blog da PrintWayy\" data-secret=\"rNuAb1OaM8\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\n\/*! 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