{"id":186,"date":"2020-08-20T12:34:34","date_gmt":"2020-08-20T15:34:34","guid":{"rendered":"http:\/\/meantrix.com\/blog\/?p=186"},"modified":"2020-08-21T00:02:13","modified_gmt":"2020-08-21T03:02:13","slug":"metrix-uma-nova-solucao-para-sua-empresa","status":"publish","type":"post","link":"https:\/\/meantrix.com\/blog\/2020\/08\/20\/metrix-uma-nova-solucao-para-sua-empresa\/","title":{"rendered":"METRIX: Uma nova solu\u00e7\u00e3o para sua empresa"},"content":{"rendered":"<p style=\"text-align: justify;\">Vivemos em um mundo cada vez mais globalizado e tecnol\u00f3gico, onde a \u201cdestrui\u00e7\u00e3o criativa\u201d de Schumpeter se faz presente em uma velocidade cada vez maior, destruindo neg\u00f3cios ineficientes e fazendo florescer novas tecnologias e formatos empresariais. Por isso, \u00e9 essencial que as empresas busquem constantemente formas de se reinventarem, saindo na frente de seus concorrentes e garantindo a perenidade de seus neg\u00f3cios.<\/p>\n<p style=\"text-align: justify;\">Para que as empresas sobrevivam ao s\u00e9culo XXI \u00e9 necess\u00e1rio que invistam cada vez mais nos setores de P &amp; D e inova\u00e7\u00e3o. E \u00e9 a\u00ed que entram os algoritmos e a ci\u00eancia de dados! Hoje, \u00e9 poss\u00edvel analisar dados de produ\u00e7\u00e3o cient\u00edfica empresarial e acad\u00eamica e utilizar esses dados a seu favor para n\u00e3o ficar para tr\u00e1s de seus concorrentes. Para auxili\u00e1-lo nesses desafios \u00e9 que criamos o Metrix.<\/p>\n<h2>O METRIX<\/h2>\n<p style=\"text-align: justify;\">O Metrix \u00e9 a nossa solu\u00e7\u00e3o para a \u00e1rea de Inova\u00e7\u00e3o Tecnol\u00f3gica. Sua concep\u00e7\u00e3o surge da demanda crescente de ferramentas de prospec\u00e7\u00e3o de <em>tend\u00eancias tecnol\u00f3gicas<\/em> e mapeamento de m\u00e9tricas de produ\u00e7\u00e3o intelectual.<\/p>\n<p style=\"text-align: justify;\">O software foi desenvolvido a partir de extensas bases de dados e faz uso de algoritmos avan\u00e7ados de an\u00e1lise estat\u00edstica e aprendizagem de m\u00e1quina. Sua primeira vers\u00e3o foi lan\u00e7ada em 2019 e est\u00e1 em constante evolu\u00e7\u00e3o para acompanhar as necessidades do mercado.<\/p>\n<p style=\"text-align: justify;\">Sua base de dados conta com cerca de 90 milh\u00f5es de patentes dos principais escrit\u00f3rios de patentes mundiais. Al\u00e9m disso, conta com uma base de 2 milh\u00f5es de artigos publicados nas mais relevantes revistas cient\u00edficas do mundo.<\/p>\n<p style=\"text-align: justify;\">Com o Metrix, o usu\u00e1rio \u00e9 capaz de produzir an\u00e1lises que o auxiliar\u00e3o na importante tarefa de mapear quais tecnologias e tend\u00eancias s\u00e3o relevantes para seu neg\u00f3cio. O aplicativo permite, dentre outras coisas, a:<\/p>\n<ul>\n<li>Otimiza\u00e7\u00e3o dos recursos de <em>P &amp; D<\/em>;<\/li>\n<li>Visualiza\u00e7\u00e3o da concorr\u00eancia;<\/li>\n<li>Aferi\u00e7\u00e3o da maturidade tecnol\u00f3gica de t\u00f3picos;<\/li>\n<li>Quantifica\u00e7\u00e3o da produ\u00e7\u00e3o cientifica .<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Tudo isso \u00e9 poss\u00edvel com poucos cliques atrav\u00e9s de uma interface web extremamente intuitiva, tornando poss\u00edvel cumprir nossa proposta de ajudar empresas a tomarem seu lugar na vanguarda tecnol\u00f3gica de seus setores de atua\u00e7\u00e3o de forma pr\u00e1tica e robusta.<\/p>\n<h2>Exemplo de uso<\/h2>\n<p style=\"text-align: justify;\">No app, temos como fazer buscas de termos das mais diversas formas. \u00c9 poss\u00edvel faz\u00ea-lo com correspond\u00eancia exata, buscas atrav\u00e9s do resumo, das palavra-chave, dos autores\/cession\u00e1rios, por n\u00famero de publica\u00e7\u00e3o, dentre outras maneiras. Para ilustrar o desempenho do Metrix, a seguir voc\u00ea ver\u00e1 algumas imagens das funcionalidades.<\/p>\n<p style=\"text-align: justify;\">Como voc\u00ea pode ver abaixo, a p\u00e1gina inicial apresenta informa\u00e7\u00f5es objetivas sobre a vers\u00e3o e suas melhorias, dados do aplicativo e links de acesso \u00e0s informa\u00e7\u00f5es detalhadas do aplicativo bem como diretamente \u00e0s funcionalidades desejadas.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-190 size-large\" src=\"http:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/hp-metrix-1024x516.jpg\" alt=\"\" width=\"640\" height=\"323\" srcset=\"https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/hp-metrix-1024x516.jpg 1024w, https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/hp-metrix-300x151.jpg 300w, https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/hp-metrix-768x387.jpg 768w, https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/hp-metrix.jpg 1280w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p style=\"text-align: justify;\">Nosso exemplo utilizar\u00e1 como base a busca por patentes. Utilizaremos para isso o termo \u201c<strong>geochemical<\/strong>\u201d, que ser\u00e1 buscado via resumo (<em>abstract<\/em>).<\/p>\n<p style=\"text-align: justify;\">Ao clicar na lupa a pesquisa ser\u00e1 efetuada previamente, para que o usu\u00e1rio veja a relev\u00e2ncia do termo pesquisado no \u00faltimo ano. Ser\u00e3o ent\u00e3o apresentados gr\u00e1ficos, tabelas e um resumo din\u00e2mico dos dados pr\u00e9vios encontrados, como pode ser visto no <em>Gif<\/em> abaixo:<\/p>\n<p style=\"text-align: justify;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-197\" src=\"http:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/busca-previa.gif\" alt=\"\" width=\"600\" height=\"288\"><\/p>\n<p style=\"text-align: justify;\">Se a busca pr\u00e9via mostrar os resultados desejados, o usu\u00e1rio pode definir os par\u00e2metros de seu interesse, tais como, o per\u00edodo de buscas e o n\u00famero m\u00e1ximo de resultados, para, ent\u00e3o, efetuar a an\u00e1lise. Clicando no bot\u00e3o &#8216;An\u00e1lise&#8217;, ser\u00e3o exibidos gr\u00e1ficos e tabelas interativos organizados nas seguintes grandes \u00e1reas:<\/p>\n<ul>\n<li>Geral (an\u00e1lises gen\u00e9ricas sobre o conjunto de dados encontrados);<\/li>\n<li>Localiza\u00e7\u00e3o (an\u00e1lises regionalizadas dos dados encontrados, como, por exemplo, o n\u00famero de patentes por pa\u00eds);<\/li>\n<li>Cession\u00e1rios (an\u00e1lises espec\u00edficas em rela\u00e7\u00e3o \u00e0s patentes de cada cession\u00e1rio encontrado, como o n\u00famero de cita\u00e7\u00f5es por cession\u00e1rios, por exemplo);<\/li>\n<li>Inventores (an\u00e1lises espec\u00edficas em rela\u00e7\u00e3o aos inventores das patentes encontradas).<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">As an\u00e1lises v\u00e3o demonstrar a relev\u00e2ncia ou n\u00e3o do termo pesquisado para o <em>case<\/em> da sua empresa. Como \u00e9 poss\u00edvel observar no<em> Gif<\/em> a seguir:<\/p>\n<p style=\"text-align: justify;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-201\" src=\"http:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/analise-metrix.gif\" alt=\"\" width=\"600\" height=\"304\"><\/p>\n<p style=\"text-align: justify;\">Se o usu\u00e1rio desejar uma an\u00e1lise mais robusta dos resultados, pode solicitar um relat\u00f3rio clicando no bot\u00e3o \u2018Gerar Relat\u00f3rio\u2019 na aba \u2018Avan\u00e7ado\u2019. Ap\u00f3s algum tempo,o relat\u00f3rio estar\u00e1 dispon\u00edvel para download. Nele encontram-se as an\u00e1lises anteriores e tamb\u00e9m resultados mais elaborados valendo-se de t\u00e9cnicas de <strong>machine learning,<\/strong>&nbsp; curvas de maturidade da tecnologia.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-204\" src=\"http:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/inicio-relatorio-1024x489.png\" alt=\"\" width=\"640\" height=\"306\"><\/p>\n<p style=\"text-align: justify;\">A p\u00e1gina acima \u00e9 a primeira p\u00e1gina a ser exibida pelo relat\u00f3rio, ela cont\u00e9m algumas informa\u00e7\u00f5es gen\u00e9ricas sobre nossas bases de dados. Tamb\u00e9m \u00e9 nela que se encontram de forma resumida as informa\u00e7\u00f5es sobre o relat\u00f3rio, tais como:<\/p>\n<ul>\n<li style=\"text-align: justify;\">Data;<\/li>\n<li style=\"text-align: justify;\">Busca por;<\/li>\n<li style=\"text-align: justify;\">Institui\u00e7\u00e3o;<\/li>\n<li style=\"text-align: justify;\">Palavras-chave, entre outras.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Na aba Geral, s\u00e3o feitas algumas an\u00e1lises relacionadas ao n\u00famero de patentes encontrado, como:<\/p>\n<ul>\n<li style=\"text-align: justify;\">a quantidade anual de patentes por localidade,<\/li>\n<li style=\"text-align: justify;\">principais classe por escrit\u00f3rio;<\/li>\n<li style=\"text-align: justify;\">n\u00famero de patentes por cession\u00e1rio, por exemplo.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">&nbsp;\u00c9 poss\u00edvel observar nas imagens abaixo alguns desses gr\u00e1ficos:<\/p>\n\n\t\t<!-- MasterSlider -->\n\t\t<div id=\"P_MS69d4536f1ea3a\" class=\"master-slider-parent msl ms-parent-id-1\" style=\"max-width:1000px;\">\n\n\t\t\t\n\t\t\t<!-- MasterSlider Main -->\n\t\t\t<div id=\"MS69d4536f1ea3a\" class=\"master-slider ms-skin-default\" >\n\t\t\t\t \t\t\t\t \n\t\t\t\t<div  class=\"ms-slide\" data-delay=\"3\" data-fill-mode=\"stretch\"  >\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/meantrix.com\/blog\/wp-content\/plugins\/master-slider\/public\/assets\/css\/blank.gif\" alt=\"\" title=\"\" data-src=\"https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/geografia-1.png\" \/>\n\n\n\t<div class=\"ms-thumb\" ><div class=\"ms-tab-context\"><div class=&quot;ms-tab-context&quot;><\/div><\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div  class=\"ms-slide\" data-delay=\"3\" data-fill-mode=\"stretch\"  >\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/meantrix.com\/blog\/wp-content\/plugins\/master-slider\/public\/assets\/css\/blank.gif\" alt=\"\" title=\"\" data-src=\"https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/geocpc-1.png\" \/>\n\n\n\t<div class=\"ms-thumb\" ><div class=\"ms-tab-context\"><div class=&quot;ms-tab-context&quot;><\/div><\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div  class=\"ms-slide\" data-delay=\"3\" data-fill-mode=\"stretch\"  >\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/meantrix.com\/blog\/wp-content\/plugins\/master-slider\/public\/assets\/css\/blank.gif\" alt=\"\" title=\"\" data-src=\"https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/cess-1.png\" \/>\n\n\n\t<div class=\"ms-thumb\" ><div class=\"ms-tab-context\"><div class=&quot;ms-tab-context&quot;><\/div><\/div>\n<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t\t<!-- END MasterSlider Main -->\n\n\t\t\t \n\t\t<\/div>\n\t\t<!-- END MasterSlider -->\n\n\t\t<script>\n\t\t(function ( $ ) {\n\t\t\t\"use strict\";\n\n\t\t\t$(function () {\n\t\t\t\tvar masterslider_ea3a = new MasterSlider();\n\n\t\t\t\t\/\/ slider controls\n\t\t\t\tmasterslider_ea3a.control('arrows'     ,{ autohide:true, overVideo:true  });\n\t\t\t\t\/\/ slider setup\n\t\t\t\tmasterslider_ea3a.setup(\"MS69d4536f1ea3a\", {\n\t\t\t\t\t\twidth           : 1000,\n\t\t\t\t\t\theight          : 500,\n\t\t\t\t\t\tminHeight       : 0,\n\t\t\t\t\t\tspace           : 0,\n\t\t\t\t\t\tstart           : 1,\n\t\t\t\t\t\tgrabCursor      : true,\n\t\t\t\t\t\tswipe           : true,\n\t\t\t\t\t\tmouse           : true,\n\t\t\t\t\t\tlayout          : \"boxed\",\n\t\t\t\t\t\twheel           : false,\n\t\t\t\t\t\tautoplay        : false,\n\t\t\t\t\t\tinstantStartLayers:false,\n\t\t\t\t\t\tloop            : false,\n\t\t\t\t\t\tshuffle         : false,\n\t\t\t\t\t\tpreload         : 0,\n\t\t\t\t\t\theightLimit     : true,\n\t\t\t\t\t\tautoHeight      : false,\n\t\t\t\t\t\tsmoothHeight    : true,\n\t\t\t\t\t\tendPause        : false,\n\t\t\t\t\t\toverPause       : true,\n\t\t\t\t\t\tfillMode        : \"fill\",\n\t\t\t\t\t\tcenterControls  : true,\n\t\t\t\t\t\tstartOnAppear   : false,\n\t\t\t\t\t\tlayersMode      : \"center\",\n\t\t\t\t\t\thideLayers      : false,\n\t\t\t\t\t\tfullscreenMargin: 0,\n\t\t\t\t\t\tspeed           : 20,\n\t\t\t\t\t\tdir             : \"h\",\n\t\t\t\t\t\tparallaxMode    : 'swipe',\n\t\t\t\t\t\tview            : \"basic\"\n\t\t\t\t});\n\n\t\t\t\t\n\t\t\t\twindow.masterslider_instances = window.masterslider_instances || [];\n\t\t\t\twindow.masterslider_instances.push( masterslider_ea3a );\n\t\t\t });\n\n\t\t})(jQuery);\n\t\t<\/script>\n\n\n<p style=\"text-align: justify;\">Na aba T\u00f3picos, \u00e9 ilustrada a an\u00e1lise por t\u00f3picos, como voc\u00ea pode ver nas imagens a seguir:<\/p>\n\n\t\t<!-- MasterSlider -->\n\t\t<div id=\"P_MS69d4536f1fb7c\" class=\"master-slider-parent msl ms-parent-id-2\" style=\"max-width:1000px;\">\n\n\t\t\t\n\t\t\t<!-- MasterSlider Main -->\n\t\t\t<div id=\"MS69d4536f1fb7c\" class=\"master-slider ms-skin-default\" >\n\t\t\t\t \t\t\t\t \n\t\t\t\t<div  class=\"ms-slide\" data-delay=\"3\" data-fill-mode=\"stretch\"  >\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/meantrix.com\/blog\/wp-content\/plugins\/master-slider\/public\/assets\/css\/blank.gif\" alt=\"\" title=\"\" data-src=\"https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/topics1-1.png\" \/>\n\n\n\t<div class=\"ms-thumb\" ><div class=\"ms-tab-context\"><div class=&quot;ms-tab-context&quot;><\/div><\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div  class=\"ms-slide\" data-delay=\"3\" data-fill-mode=\"stretch\"  >\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/meantrix.com\/blog\/wp-content\/plugins\/master-slider\/public\/assets\/css\/blank.gif\" alt=\"\" title=\"\" data-src=\"https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/topics2-1.png\" \/>\n\n\n\t<div class=\"ms-thumb\" ><div class=\"ms-tab-context\"><div class=&quot;ms-tab-context&quot;><\/div><\/div>\n<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t\t<!-- END MasterSlider Main -->\n\n\t\t\t \n\t\t<\/div>\n\t\t<!-- END MasterSlider -->\n\n\t\t<script>\n\t\t(function ( $ ) {\n\t\t\t\"use strict\";\n\n\t\t\t$(function () {\n\t\t\t\tvar masterslider_fb7c = new MasterSlider();\n\n\t\t\t\t\/\/ slider controls\n\t\t\t\tmasterslider_fb7c.control('arrows'     ,{ autohide:true, overVideo:true  });\n\t\t\t\t\/\/ slider setup\n\t\t\t\tmasterslider_fb7c.setup(\"MS69d4536f1fb7c\", {\n\t\t\t\t\t\twidth           : 1000,\n\t\t\t\t\t\theight          : 500,\n\t\t\t\t\t\tminHeight       : 0,\n\t\t\t\t\t\tspace           : 0,\n\t\t\t\t\t\tstart           : 1,\n\t\t\t\t\t\tgrabCursor      : true,\n\t\t\t\t\t\tswipe           : true,\n\t\t\t\t\t\tmouse           : true,\n\t\t\t\t\t\tlayout          : \"boxed\",\n\t\t\t\t\t\twheel           : false,\n\t\t\t\t\t\tautoplay        : false,\n\t\t\t\t\t\tinstantStartLayers:false,\n\t\t\t\t\t\tloop            : false,\n\t\t\t\t\t\tshuffle         : false,\n\t\t\t\t\t\tpreload         : 0,\n\t\t\t\t\t\theightLimit     : true,\n\t\t\t\t\t\tautoHeight      : false,\n\t\t\t\t\t\tsmoothHeight    : true,\n\t\t\t\t\t\tendPause        : false,\n\t\t\t\t\t\toverPause       : true,\n\t\t\t\t\t\tfillMode        : \"fill\",\n\t\t\t\t\t\tcenterControls  : true,\n\t\t\t\t\t\tstartOnAppear   : false,\n\t\t\t\t\t\tlayersMode      : \"center\",\n\t\t\t\t\t\thideLayers      : false,\n\t\t\t\t\t\tfullscreenMargin: 0,\n\t\t\t\t\t\tspeed           : 20,\n\t\t\t\t\t\tdir             : \"h\",\n\t\t\t\t\t\tparallaxMode    : 'swipe',\n\t\t\t\t\t\tview            : \"basic\"\n\t\t\t\t});\n\n\t\t\t\t\n\t\t\t\twindow.masterslider_instances = window.masterslider_instances || [];\n\t\t\t\twindow.masterslider_instances.push( masterslider_fb7c );\n\t\t\t });\n\n\t\t})(jQuery);\n\t\t<\/script>\n\n\n<p style=\"text-align: justify;\">Esta an\u00e1lise \u00e9 desenvolvida atrav\u00e9s de t\u00e9cnicas de minera\u00e7\u00e3o&nbsp; de texto aliadas a modelos estat\u00edsticos modernos, afim de aplicar a metodologia conhecida como&nbsp;<em>Topic Modeling. <\/em>Esta metodologia faz com que o texto passe por um processo de&nbsp;<em>clusteriza\u00e7\u00e3o<\/em> por t\u00f3picos, permitindo que sejam feitas muitas das an\u00e1lises desse relat\u00f3rio.<\/p>\n<p style=\"text-align: justify;\">Por fim, na aba An\u00e1lises e Tabelas, como se pode intuir, s\u00e3o mostrados algumas an\u00e1lises e tabelas adicionais, que aprofundam a an\u00e1lise proposta, tais como:<\/p>\n<ul>\n<li style=\"text-align: justify;\"><a href=\"http:\/\/www.anpad.org.br\/admin\/pdf\/Simposio417.pdf\">Curva-S<\/a>;<\/li>\n<li style=\"text-align: justify;\">Rede de cita\u00e7\u00f5es;<\/li>\n<li><em>Clusters<\/em> de tecnologias.<\/li>\n<\/ul>\n<p>Alguns desses gr\u00e1ficos podem ser vistos nas imagens a seguir:<\/p>\n\n\t\t<!-- MasterSlider -->\n\t\t<div id=\"P_MS69d4536f20851\" class=\"master-slider-parent msl ms-parent-id-3\" style=\"max-width:1000px;\">\n\n\t\t\t\n\t\t\t<!-- MasterSlider Main -->\n\t\t\t<div id=\"MS69d4536f20851\" class=\"master-slider ms-skin-default\" >\n\t\t\t\t \t\t\t\t \n\t\t\t\t<div  class=\"ms-slide\" data-delay=\"3\" data-fill-mode=\"stretch\"  >\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/meantrix.com\/blog\/wp-content\/plugins\/master-slider\/public\/assets\/css\/blank.gif\" alt=\"\" title=\"\" data-src=\"https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/maturidade.png\" \/>\n\n\n\t<div class=\"ms-thumb\" ><div class=\"ms-tab-context\"><div class=&quot;ms-tab-context&quot;><\/div><\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div  class=\"ms-slide\" data-delay=\"3\" data-fill-mode=\"stretch\"  >\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/meantrix.com\/blog\/wp-content\/plugins\/master-slider\/public\/assets\/css\/blank.gif\" alt=\"\" title=\"\" data-src=\"https:\/\/meantrix.com\/blog\/wp-content\/uploads\/2020\/08\/curva-s.png\" \/>\n\n\n\t<div class=\"ms-thumb\" ><div class=\"ms-tab-context\"><div class=&quot;ms-tab-context&quot;><\/div><\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div  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ineficientes e fazendo florescer novas tecnologias e formatos empresariais. Por isso, \u00e9 essencial que as empresas busquem constantemente formas de se reinventarem, saindo na frente de seus concorrentes [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":190,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,4],"tags":[21,22,19,20],"class_list":["post-186","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ds","category-inov","tag-data-science","tag-inovacao","tag-metrix","tag-tendencias-tecnologicas"],"_links":{"self":[{"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/posts\/186"}],"collection":[{"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/comments?post=186"}],"version-history":[{"count":19,"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/posts\/186\/revisions"}],"predecessor-version":[{"id":244,"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/posts\/186\/revisions\/244"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/media\/190"}],"wp:attachment":[{"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/media?parent=186"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/categories?post=186"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/meantrix.com\/blog\/wp-json\/wp\/v2\/tags?post=186"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}