
{"id":6848,"date":"2024-03-28T19:15:15","date_gmt":"2024-03-28T19:15:15","guid":{"rendered":"https:\/\/phc24.yourcode-staging.com\/pt\/artigo\/analise-de-dados-o-ponto-chave-da-transformacao-digital\/"},"modified":"2024-04-10T22:14:14","modified_gmt":"2024-04-10T22:14:14","slug":"analise-dados-chave-da-digitalizacao-e-transformacao-digital","status":"publish","type":"artigo","link":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital","title":{"rendered":"An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital"},"content":{"rendered":"[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_image=&#8221;https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao.jpg&#8221; bg_position=&#8221;left top&#8221; background_image_loading=&#8221;default&#8221; bg_repeat=&#8221;no-repeat&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;7%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;7%&#8221; left_padding_desktop=&#8221;5%&#8221; constrain_group_2=&#8221;yes&#8221; right_padding_desktop=&#8221;5%&#8221; right_margin=&#8221;0&#8243; top_margin_phone=&#8221;20%&#8221; text_color=&#8221;light&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;10px&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; color_overlay=&#8221;#383838&#8243; overlay_strength=&#8221;0.8&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;center&#8221; phone_text_alignment=&#8221;center&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;2\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][vc_column_text]Artigo[\/vc_column_text][vc_column_text]\n<h2>An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital<\/h2>\n[\/vc_column_text][\/vc_column][vc_column column_padding=&#8221;padding-10-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;left&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;3%&#8221; left_padding_desktop=&#8221;5%&#8221; constrain_group_2=&#8221;yes&#8221; right_padding_desktop=&#8221;5%&#8221; left_padding_tablet=&#8221;0%&#8221; constrain_group_4=&#8221;yes&#8221; right_padding_tablet=&#8221;0%&#8221; left_padding_phone=&#8221;0%&#8221; constrain_group_6=&#8221;yes&#8221; right_padding_phone=&#8221;0%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;2\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221; class=&#8221;linhaTempoLeitura&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;horizontal&#8221; column_element_alignment=&#8221;center&#8221; column_element_spacing=&#8221;50px&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][vc_column_text]27 de Outubro 2023[\/vc_column_text][vc_column_text]Tempo de leitura: 5min[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;25px&#8221;][vc_column_text]A digitaliza\u00e7\u00e3o acelerada dos neg\u00f3cios trouxe consigo uma enorme quantidade de dados que, ao serem trabalhados na medida certa, conseguem transformar-se em informa\u00e7\u00e3o. S\u00f3 depois disso \u00e9 que essa informa\u00e7\u00e3o se transforma, ela pr\u00f3pria, num dos maiores ativos que uma empresa pode ter.<br \/>\nAs ferramentas de business analytics, no contexto atual, servem para consolidar e tornar universais algumas tend\u00eancias de mercado que come\u00e7aram a surgir nos \u00faltimos tempos e que aceleraram em consequ\u00eancia da pandemia, dando um novo impulso \u00e0 aplica\u00e7\u00e3o de novas tecnologias e ao desenvolvimento dos neg\u00f3cios, do marketing e da comunica\u00e7\u00e3o.<br \/>\nA transforma\u00e7\u00e3o digital est\u00e1 presente em todos os processos empresariais. N\u00e3o s\u00f3 est\u00e3o a mudar a forma como as empresas operam, como tamb\u00e9m a forma de como s\u00e3o geridas.<br \/>\nPara pensar, agir e reagir de forma diferente, \u00e9 necess\u00e1ria uma lideran\u00e7a inovadora capaz de gerar modelos mais transparentes e avan\u00e7ados, capitalizando as oportunidades de mercado em tempo real.<br \/>\nOs dados s\u00e3o inerentes ao mundo digital: n\u00e3o se pode falar de transforma\u00e7\u00e3o digital sem falar de dados. E uma das consequ\u00eancias diretas deste processo de digitaliza\u00e7\u00e3o em massa \u00e9 a possibilidade de as empresas melhorarem os processos de produ\u00e7\u00e3o, serem mais eficientes a n\u00edvel empresarial, automatizarem as fun\u00e7\u00f5es operacionais e de rotina atrav\u00e9s da an\u00e1lise cuidada da informa\u00e7\u00e3o de cada empresa em particular.<br \/>\nMudam-se os tempos, mudam-se as vontades. Por isso, as organiza\u00e7\u00f5es tentam acompanhar da melhor maneira o novo paradigma atrav\u00e9s de uma maior consciencializa\u00e7\u00e3o das necessidades.<br \/>\n<strong>De acordo com a consultora <a href=\"https:\/\/www.gartner.com\/smarterwithgartner\/gartner-top-10-trends-in-data-and-analytics-for-2020\" target=\"_blank\" rel=\"noopener\">Gartner<\/a> at\u00e9 o final de 2024, 75% das empresas ter\u00e3o iniciativas de testes-pilotos para novas maneiras de uso da Artificial Intelligence \u2013 Intelig\u00eancia Artificial \u2013 um facto que aumentar\u00e1 cinco vezes as infraestruturas em\u202fData Analytics existentes. <\/strong><br \/>\nAt\u00e9 2023, o mesmo estudo indica que mais de 33% dos grandes neg\u00f3cios ter\u00e3o analistas utilizando intelig\u00eancia de decis\u00e3o \u2013 Decision Inteligence \u2013 para concretizarem as suas escolhas e, at\u00e9 2022, 35% das organiza\u00e7\u00f5es ser\u00e3o comerciantes e compradoras de dados on-line.<br \/>\nNo artigo \u201cDados. Empresas que fogem da anal\u00edtica arriscam competitividade\u201d, Lu\u00eds Gon\u00e7alves, data analytics e AI director da consultora tecnol\u00f3gica Noesis,\u202fexplica que &#8220;h\u00e1 uma cada vez maior consciencializa\u00e7\u00e3o para a necessidade de capturar toda a informa\u00e7\u00e3o que a organiza\u00e7\u00e3o gera e de ter a capacidade de a analisar&#8221;.<br \/>\nPor\u00e9m, e segundo o mesmo artigo do Dinheiro Digital, a principal raz\u00e3o apontada pela esmagadora maioria das empresas para este cen\u00e1rio \u00e9 a \u201cfalta de recursos humanos, conhecimentos na \u00e1rea ou ainda uma rela\u00e7\u00e3o entre custo e benef\u00edcio pouco atrativa do uso deste tipo de tecnologias\u201d.<br \/>\nPara Lu\u00eds Gon\u00e7alves, hoje em dia as &#8220;organiza\u00e7\u00f5es necessitam de maximizar as intera\u00e7\u00f5es e os neg\u00f3cios com os seus clientes e de serem competitivas para conquistar novos clientes, o que faz com que a informa\u00e7\u00e3o seja um ativo muito importante para que consigam analisar, por exemplo, o que resulta e o que n\u00e3o resulta nas suas estrat\u00e9gias.&#8221;<\/p>\n<h2>Obtenha dados para fazer as an\u00e1lises de que seu neg\u00f3cio precisa<\/h2>\n<p>A HVAR Consulting faz esta distin\u00e7\u00e3o de forma simples, destacando as principais caracter\u00edsticas que distinguem os v\u00e1rios tipos de an\u00e1lises:<\/p>\n<ul>\n<li>A an\u00e1lise mais simples \u00e9 a\u202f<strong>an\u00e1lise descritiva<\/strong>, embora seja um procedimento b\u00e1sico de estudo de dados baseados em a\u00e7\u00f5es passadas. Pode indicar conclus\u00f5es bastante completas do mercado;<\/li>\n<li>A\u202f<strong> an\u00e1lise preditiva<\/strong>, permite prever o comportamento futuro dos dados a partir de registos de hist\u00f3ricos. As previs\u00f5es s\u00e3o poss\u00edveis apenas se houver informa\u00e7\u00f5es armazenadas nos sistemas de informa\u00e7\u00e3o e intelig\u00eancia da empresa;<\/li>\n<li>A\u202f<strong> an\u00e1lise prescritiva<\/strong> \u202f\u00e9 um modelo de an\u00e1lise que tamb\u00e9m permite previs\u00f5es com base em dados hist\u00f3ricos, relatando de forma gen\u00e9rica como ser\u00e3o os cen\u00e1rios ainda antes deles ocorrerem e direciona as recomenda\u00e7\u00f5es atrav\u00e9s de um modelo estat\u00edstico que possibilita a identifica\u00e7\u00e3o de tend\u00eancias. Este tipo de an\u00e1lise \u00e9 muito \u00fatil no estudo da concorr\u00eancia, por exemplo.<\/li>\n<\/ul>\n<p><strong>As bases de dados e a sua an\u00e1lise s\u00e3o a consequ\u00eancia da digitaliza\u00e7\u00e3o. Primeiro digitaliza-se e o pr\u00e9mio s\u00e3o os dados que da\u00ed resultarem, juntamente com a automatiza\u00e7\u00e3o e efici\u00eancia.<\/strong><br \/>\nA an\u00e1lise de dados \u00e9 mais f\u00e1cil em pequenas e novas empresas, uma vez que iniciar a transforma\u00e7\u00e3o digital n\u00e3o acarreta grandes riscos nos processos de produ\u00e7\u00e3o. O cen\u00e1rio \u00e9 ainda melhor para as novas organiza\u00e7\u00f5es porque t\u00eam a possibilidade de nascer digitais, o que acelera o processo.<br \/>\nQuais as \u00e1reas do neg\u00f3cio a digitalizar de forma a garantir uma an\u00e1lise de dados mais incisiva? A automatiza\u00e7\u00e3o do processo de vendas \u00e9 muito importante no contexto atual e a raz\u00e3o \u00e9 evidente.<br \/>\nAo digitalizar as vendas \u00e9 poss\u00edvel direcionar melhor as suas estrat\u00e9gias junto aos clientes, tornando o marketing mais eficiente, dado que conhece o target da sua empresa e este \u00e9 um facto relevante.<br \/>\nOutra \u00e1rea vital no processo de transforma\u00e7\u00e3o digital \u00e9 o backoffice para atender os clientes de forma cada vez mais apurada.<br \/>\nUm <i>backoffice<\/i> ordenado, com dados em tempo real e que seja f\u00e1cil de operar para evitar desequil\u00edbrios atrav\u00e9s de informa\u00e7\u00e3o cruzada e sempre um factor de competitividade num momento em que a <i> customer journey<\/i> se afirma como determinante para o neg\u00f3cio.<br \/>\nPode ainda garantir que n\u00e3o h\u00e1 erros nos processos de venda e que pode haver atrasos nas entregas devido \u00e0 falta de stock.<br \/>\nOs dashboards permitem, assim, ter uma overview cir\u00fargica da empresa, facilitando a tomada de decis\u00f5es estrat\u00e9gicas, de forma eficaz e em tempo real \u2013 saiba como ter uma vis\u00e3o clarificada do seu neg\u00f3cio <a href=\"https:\/\/phcsoftware.com\/business-at-speed\/dashboards-em-consideracao-para-empresa\/\" target=\"_blank\" rel=\"noopener\">aqui<\/a>.<\/p>\n<h2>Data analytics: an\u00e1lise e digitaliza\u00e7\u00e3o de dados no futuro<\/h2>\n<p>Numa entrevista recente que deu \u00e0 PHC, Amparo Nalvarte, co-fundadora da Culqi e fundadora da B89, duas empresas espanholas especializadas no desenvolvimento de solu\u00e7\u00f5es digitais, sustenta que as empresas est\u00e3o longe do objetivo de serem data driven e que este caminho \u00e9 particularmente mais complicado para as empresas que j\u00e1 estabelecidas e que iniciaram o processo de transforma\u00e7\u00e3o h\u00e1 algum tempo atr\u00e1s.<br \/>\nA raz\u00e3o para esta situa\u00e7\u00e3o particular \u00e9 que estas empresas n\u00e3o nasceram digitais. &#8220;N\u00e3o come\u00e7aram do zero e mant\u00eam processos tradicionais que n\u00e3o lhes permitem tornar-se uma empresa data driven mesmo para o seu core de funcionamento; este \u00e9 um processo longo&#8221;, acrescenta Nalvarte, salientando que as empresas deveriam encar\u00e1-lo como fundamental nas empresas a curto prazo, com o objetivo de se consolidarem no novo contexto digital.<br \/>\nPara Amparo Nalvarte, outra das tend\u00eancias que surgir\u00e1 a curto prazo \u00e9 a programa\u00e7\u00e3o empresarial como eixo da digitaliza\u00e7\u00e3o empresarial e especificamente na personaliza\u00e7\u00e3o desta digitaliza\u00e7\u00e3o, para personalizar cada vez mais os procedimentos em resposta \u00e0s necessidades de cada organiza\u00e7\u00e3o.<br \/>\n<strong>Os dados e a an\u00e1lise de dados s\u00e3o \u00fateis para in\u00fameros processos, especialmente se os tiver em tempo real, porque torna os processos autom\u00e1ticos e garantidos, evitando erros e atrasos.<\/strong><br \/>\nEmbora existam atualmente empresas digitais que s\u00e3o not code, este cen\u00e1rio dever\u00e1 mudar a curto prazo: &#8220;Em cerca de cinco anos &#8211; altura em que espero que a programa\u00e7\u00e3o seja ensinada nas universidades &#8211; 50% das empresas dever\u00e3o ser digitais ou, pelo menos, dispor de ferramentas digitais&#8221;.<br \/>\nPara ela: &#8220;A utiliza\u00e7\u00e3o de tecnologias dentro das empresas tem um impacto significativo, especialmente nas fun\u00e7\u00f5es dos empregados, porque j\u00e1 n\u00e3o h\u00e1 necessidade de tantas vagas operacionais, e isto trar\u00e1 grandes mudan\u00e7as no local de trabalho que exigir\u00e3o criatividade e novas compet\u00eancias profissionais por parte dos empregados.&#8221;<br \/>\nNo que respeita a lideran\u00e7a e gest\u00e3o, e em termos de transforma\u00e7\u00e3o digital e an\u00e1lise de dados empresariais, Nalvarte diz que \u00e9 importante identificar os seguintes aspetos para acompanhar o processo de forma eficiente:<\/p>\n<ol>\n<li>Compreender o que \u00e9 a transforma\u00e7\u00e3o digital;<\/li>\n<li>Compreender a l\u00f3gica da digitaliza\u00e7\u00e3o e como funciona a tecnologia que vamos implementar, com o intuito de construir uma arquitetura empresarial que nos permita identificar efici\u00eancias e transformar a empresa;<\/li>\n<li>Otimizar os processos mais cr\u00edticos dentro das empresas;<\/li>\n<li>Estender o processo de transforma\u00e7\u00e3o a todas as \u00e1reas operacionais da empresa, a pouco e pouco;<\/li>\n<li>Trabalhar e analisar os dados corretamente e, para isso, devemos ter uma \u00fanica fonte de armazenamento de dados atrav\u00e9s da sua centraliza\u00e7\u00e3o.<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"https:\/\/phcsoftware.com\/wp-content\/uploads\/2022\/05\/AnaliseDeDados_TransformacaoDigital-scaled.jpg\" alt=\"transformacao digital\" \/><br \/>\n&#8220;\u00c9 importante formar l\u00edderes e colaboradores num mundo digital, para que aprendam a utilizar este tipo de ferramentas, e deve ser uma obriga\u00e7\u00e3o da gest\u00e3o empresarial&#8221;, conclui.<\/p>\n<h2>Avan\u00e7os em Portugal: an\u00e1lise de dados e novas tecnologias<\/h2>\n<p>As empresas portuguesas avan\u00e7am timidamente na transforma\u00e7\u00e3o digital dos seus neg\u00f3cios, aumentando a utiliza\u00e7\u00e3o de tecnologias emergentes.<br \/>\nDe acordo com Instituto Nacional de Estat\u00edstica, o ano de 2021 viu aumentar 24% o <a href=\"https:\/\/www.ine.pt\/xportal\/xmain?xpid=INE&amp;xpgid=ine_destaques&amp;DESTAQUESdest_boui=473557706&amp;DESTAQUESmodo=2\" target=\"_blank\" rel=\"noopener\"> investimento alocado \u00e0s tecnologias de informa\u00e7\u00e3o e comunica\u00e7\u00e3o <\/a> \u2013 TIC \u2013 devido ao contexto de pandemia.<br \/>\nResultados animadores do inqu\u00e9rito \u00e0 utiliza\u00e7\u00e3o de TIC na empresas que indicam que cerca de 34,7% das empresas compram servi\u00e7os de computa\u00e7\u00e3o em nuvem para utilizar na Internet, o que representa um aumento de 5,7 pontos percentuais face ao ano de 2020. A compra do servi\u00e7o de correio eletr\u00f3nico e armazenamento de ficheiros s\u00e3o aqueles que mais se destacam \u2013 88,7% e 70,5%, respetivamente.<br \/>\nMas h\u00e1 mais:<\/p>\n<ul>\n<li>Quase 1\/4 das empresas (23,4%) utiliza dispositivos ou sistemas interconectados que podem ser monitorizados ou controlados remotamente atrav\u00e9s da Internet das Coisas (IoT), registando-se um aumento de 10,4 pontos percentuais, face a 2020;<\/li>\n<li>Perto de 1\/5 das empresas (17,3%) recorre a tecnologias de Intelig\u00eancia Artificial (IA), sendo as mais utilizadas as que analisam linguagem escrita, identificam objetos ou pessoas atrav\u00e9s de imagens e que automatizam diferentes fluxos de trabalho ou auxiliam as tomadas de decis\u00e3o.<\/li>\n<\/ul>\n<p>Quais os setores que assistiram a uma maior transforma\u00e7\u00e3o?<br \/>\nAs empresas do setor do com\u00e9rcio foram aquelas que mais investiram (33%), seguidas pelas empresas do setor de alojamento e restaura\u00e7\u00e3o (30,7%) e pelas empresas de informa\u00e7\u00e3o e comunica\u00e7\u00e3o (30%). As empresas da constru\u00e7\u00e3o e imobili\u00e1rias foram aquelas que menos investiram para vender bens ou servi\u00e7os na Internet (7,8%), muito devido \u00e0 natureza do neg\u00f3cio.<br \/>\nA consultora IDC, uma das maiores plataformas de partilha, conhecimento e networking sobre TIC e Transforma\u00e7\u00e3o Digital em Portugal, acredita que a <strong>transforma\u00e7\u00e3o digital vai representar 50% do investimento em TIC, em Portugal, at\u00e9 ao final de 2025, e 55% em todo o mundo.<\/strong><br \/>\nBruno Horta Soares, leading executive advisor da IDC Portugal, come\u00e7ou por falar das condi\u00e7\u00f5es que podem mudar estas previs\u00f5es feitas todos os anos.\u202fNo FutureScape 2022, avan\u00e7ou que, at\u00e9 2025, \u201c60% das organiza\u00e7\u00f5es implementar\u00e3o servi\u00e7os dedicados cloud para lidarem com os requisitos de desempenho, seguran\u00e7a e conformidade\u201d.<br \/>\nNo que respeita ao IoT, as despesas relacionadas com os casos de uso relacionados com o 5G v\u00e3o \u201cascender a 1,2 mil milh\u00f5es de euros em 2025\u00bb, o que corresponde \u00aba um crescimento anual m\u00e9dio de 12,2%\u201d.<br \/>\nBruno Horta Soares acredita que a \u201ctransi\u00e7\u00e3o tecnol\u00f3gica, a import\u00e2ncia cada vez maior da sustentabilidade e a import\u00e2ncia do ecossistema\u201d, pode traduzir-se numa \u201cmudan\u00e7a de cultura nas empresas\u201d.<br \/>\nSe por um lado o futuro \u00e9 incerto para as empresas, por outro, ningu\u00e9m duvida que tamb\u00e9m \u00e9 muito desafiante.<br \/>\n<input id=\"isCaptchaNeeded\" type=\"hidden\" value=\"false\" \/><img decoding=\"async\" id=\"refImage\" style=\"display: none;\" src=\"https:\/\/phcs.maillist-manage.eu\/images\/spacer.gif\" \/><br \/>\n<\/form>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/phcsoftware.com\/indice-de-maturidade-digital\/?utm_source=seccao&#038;utm_medium=site&#038;org=PT23IMD&#038;canal=seccao\"><br \/>\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"881\" height=\"273\" src=\"https:\/\/phcsoftware.com\/wp-content\/uploads\/2022\/05\/seccao-destaque-cris.png\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/phcsoftware.com\/wp-content\/uploads\/2022\/05\/seccao-destaque-cris.png 881w, https:\/\/phcsoftware.com\/wp-content\/uploads\/2022\/05\/seccao-destaque-cris-768x238.png 768w, https:\/\/phcsoftware.com\/wp-content\/uploads\/2022\/05\/seccao-destaque-cris-150x46.png 150w\" sizes=\"auto, (max-width: 881px) 100vw, 881px\" \/>\t\t\t\t\t\t\t\t<\/a>[\/vc_column_text][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;3%&#8221; left_padding_desktop=&#8221;5%&#8221; constrain_group_2=&#8221;yes&#8221; right_padding_desktop=&#8221;5%&#8221; left_padding_tablet=&#8221;0%&#8221; constrain_group_4=&#8221;yes&#8221; right_padding_tablet=&#8221;0%&#8221; left_padding_phone=&#8221;0%&#8221; constrain_group_6=&#8221;yes&#8221; right_padding_phone=&#8221;0%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; class=&#8221;imagemArtigo&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][image_with_animation image_url=&#8221;https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao.jpg&#8221; image_size=&#8221;full&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;center&#8221; border_radius=&#8221;10px&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;3%&#8221; left_padding_desktop=&#8221;5%&#8221; constrain_group_2=&#8221;yes&#8221; right_padding_desktop=&#8221;5%&#8221; left_padding_tablet=&#8221;0%&#8221; constrain_group_4=&#8221;yes&#8221; right_padding_tablet=&#8221;0%&#8221; left_padding_phone=&#8221;0%&#8221; constrain_group_6=&#8221;yes&#8221; right_padding_phone=&#8221;0%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_row_inner equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; el_class=&#8221;w-auto historyBack pointer&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][image_with_animation image_url=&#8221;369&#8243; image_size=&#8221;full&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221; img_link=&#8221;#&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; el_class=&#8221;pointer historyBack&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][vc_column_text]<strong>Voltar atr\u00e1s<\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;3%&#8221; left_padding_desktop=&#8221;5%&#8221; constrain_group_2=&#8221;yes&#8221; right_padding_desktop=&#8221;5%&#8221; left_padding_tablet=&#8221;0%&#8221; constrain_group_4=&#8221;yes&#8221; right_padding_tablet=&#8221;0%&#8221; left_padding_phone=&#8221;0%&#8221; constrain_group_6=&#8221;yes&#8221; right_padding_phone=&#8221;0%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h4>Artigos relacionados<\/h4>\n[\/vc_column_text][vc_column_text]\n<div class=\"message__80c10 cozyMessage__64ce7 wrapper__09ecc cozy_f5c119 zalgo__39311\" tabindex=\"-1\" role=\"article\" data-list-item-id=\"chat-messages___chat-messages-731886853959057408-1220417360083816590\" aria-setsize=\"-1\" aria-roledescription=\"Message\" aria-labelledby=\"message-username-1220417237719191583 uid_1 message-content-1220417360083816590 uid_2 message-timestamp-1220417360083816590\">\n<div class=\"contents_f41bb2\">\n<div id=\"message-content-1220417360083816590\" class=\"markup_a7e664 messageContent__21e69\">    <script>\n        var categoria = \"\"\n        var tag = \"\"\n        if(!tag) {\n            tag = ''\n        }\n        function showLoader() {\n            document.getElementById('loading-overlay').style.display = 'flex';\n        }\n\n        function irParaPagina(link){\n            window.location.href=link\n        }\n        function hideLoader() {\n            document.getElementById('loading-overlay').style.display = 'none';\n        }\n        function irParaID(id) {\n            var targetElement = document.getElementById(id);\n            if (targetElement) {\n                targetElement.scrollIntoView({\n                    behavior: 'smooth'\n                });\n            }\n        }\n\n\n        jQuery(document).ready(async function ($) {\n            function initializeSwiper() {\n                var swiper = new Swiper('.swiper-jwp', {\n                    centeredSlides: false,\n                    slidesPerView: 4,\n                    longSwipesMs: 0,\n                    loopPreventsSlide: false,\n                    longSwipes: true,\n                    longSwipesRatio: 0,\n                    threshold: 0,\n                    slideToClickedSlide: false,\n                    speed: 900,\n                    loop: true,\n                    loopedSlides: 2,\n                    spaceBetween: 15,\n                    keyboard: {\n                        enabled: true,\n                        onlyInViewport: true,\n                    },\n                    grabCursor: true,\n                    pagination: false,\n                    navigation: {\n                        nextEl: '.swiper-button-next',\n                        prevEl: '.swiper-button-prev',\n                    },\n                    breakpoints: {\n                        0: {\n                            slidesPerView: 1,\n                            spaceBetween: 10\n                        },\n                        550: {\n                            slidesPerView: 2,\n                            spaceBetween: 10\n                        },\n                        680: {\n                            slidesPerView: 3,\n                            spaceBetween: 10\n                        },\n                        999: {\n                            slidesPerView: 4,\n                            spaceBetween: 15\n                        }\n                    }\n                });\n            }\n            function loadPostsDestaques(postType, category) {\n                showLoader()\n                $.ajax({\n                    type: 'GET',\n                    url: 'https:\/\/phcsoftware.com\/pt\/wp-admin\/admin-ajax.php',\n                    data: {\n                        action: 'filter_posts_destaques_higlights',\n                        post_type: 'artigo',\n                        category: '',\n                        tag: '',\n                        show_category: '',\n                        image:'yes',\n                        a_destacar:'',\n                        excluir:'6848'\n                    },\n                    \n                    success: function (response) {\n                        $('#post-container-highlights').html(response);\n                        \n                    },\n\n                    complete: function(){\n                        initializeSwiper();\n                        hideLoader();\n                    }\n                });\n            }     \n            await loadPostsDestaques('all', '')\n            console.log('all', '')\n        });\n\n    <\/script>\n\n    <div id=\"custom-posts-container-highlights\">\n        <!-- <h4>Highlights<\/h4> -->\n        \n        <div id=\"post-container-highlights\">\n        \n        <\/div>\n    <\/div>\n    \n    <\/div>\n<\/div>\n<\/div>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_raw_js]JTNDc2NyaXB0JTNFJTBBalF1ZXJ5JTI4ZG9jdW1lbnQlMjkub24lMjglMjdyZWFkeSUyNyUyQyUyMGZ1bmN0aW9uJTI4JTI5JTdCJTBBalF1ZXJ5JTI4JTI3Lmhpc3RvcnlCYWNrJTI3JTI5Lm9uJTI4JTI3Y2xpY2slMjclMkMlMjBmdW5jdGlvbiUyOCUyOSU3QiUwQWhpc3RvcnkuYmFjayUyOCUyOSUwQSU3RCUyOSUwQSU3RCUyOSUwQSUzQyUyRnNjcmlwdCUzRQ==[\/vc_raw_js][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_image=&#8221;https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao.jpg&#8221; bg_position=&#8221;left top&#8221; background_image_loading=&#8221;default&#8221; bg_repeat=&#8221;no-repeat&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;7%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;7%&#8221; left_padding_desktop=&#8221;5%&#8221; constrain_group_2=&#8221;yes&#8221; right_padding_desktop=&#8221;5%&#8221; right_margin=&#8221;0&#8243; top_margin_phone=&#8221;20%&#8221; text_color=&#8221;light&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;10px&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; color_overlay=&#8221;#383838&#8243; overlay_strength=&#8221;0.8&#8243;&#8230;<\/p>\n","protected":false},"author":1,"featured_media":6422,"menu_order":0,"template":"","format":"standard","categories":[30],"tags":[],"class_list":["post-6848","artigo","type-artigo","status-publish","format-standard","has-post-thumbnail","category-negocio-e-decisao"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital - Portugal<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital - Portugal\" \/>\n<meta property=\"og:description\" content=\"[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_image=&#8221;https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao.jpg&#8221; bg_position=&#8221;left top&#8221; background_image_loading=&#8221;default&#8221; bg_repeat=&#8221;no-repeat&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;7%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;7%&#8221; left_padding_desktop=&#8221;5%&#8221; constrain_group_2=&#8221;yes&#8221; right_padding_desktop=&#8221;5%&#8221; right_margin=&#8221;0&#8243; top_margin_phone=&#8221;20%&#8221; text_color=&#8221;light&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;10px&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; color_overlay=&#8221;#383838&#8243; overlay_strength=&#8221;0.8&#8243;...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital\" \/>\n<meta property=\"og:site_name\" content=\"Portugal\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-10T22:14:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao_feat-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"770\" \/>\n\t<meta property=\"og:image:height\" content=\"434\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data1\" content=\"20 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/artigo\\\/analise-dados-chave-da-digitalizacao-e-transformacao-digital\",\"url\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/artigo\\\/analise-dados-chave-da-digitalizacao-e-transformacao-digital\",\"name\":\"An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital - Portugal\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/artigo\\\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/artigo\\\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/wp-content\\\/uploads\\\/sites\\\/3\\\/2024\\\/03\\\/negocio_decisao_feat-2.png\",\"datePublished\":\"2024-03-28T19:15:15+00:00\",\"dateModified\":\"2024-04-10T22:14:14+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/artigo\\\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/artigo\\\/analise-dados-chave-da-digitalizacao-e-transformacao-digital\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/artigo\\\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#primaryimage\",\"url\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/wp-content\\\/uploads\\\/sites\\\/3\\\/2024\\\/03\\\/negocio_decisao_feat-2.png\",\"contentUrl\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/wp-content\\\/uploads\\\/sites\\\/3\\\/2024\\\/03\\\/negocio_decisao_feat-2.png\",\"width\":770,\"height\":434},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/artigo\\\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"In\u00edcio\",\"item\":\"https:\\\/\\\/phcsoftware.com\\\/pt\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/#website\",\"url\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/\",\"name\":\"Portugal\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/phcsoftware.com\\\/pt\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-PT\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital - Portugal","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital","og_locale":"pt_PT","og_type":"article","og_title":"An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital - Portugal","og_description":"[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_image=&#8221;https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao.jpg&#8221; bg_position=&#8221;left top&#8221; background_image_loading=&#8221;default&#8221; bg_repeat=&#8221;no-repeat&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;7%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;7%&#8221; left_padding_desktop=&#8221;5%&#8221; constrain_group_2=&#8221;yes&#8221; right_padding_desktop=&#8221;5%&#8221; right_margin=&#8221;0&#8243; top_margin_phone=&#8221;20%&#8221; text_color=&#8221;light&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;10px&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; color_overlay=&#8221;#383838&#8243; overlay_strength=&#8221;0.8&#8243;...","og_url":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital","og_site_name":"Portugal","article_modified_time":"2024-04-10T22:14:14+00:00","og_image":[{"width":770,"height":434,"url":"https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao_feat-2.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Tempo estimado de leitura":"20 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital","url":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital","name":"An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital - Portugal","isPartOf":{"@id":"https:\/\/phcsoftware.com\/pt\/#website"},"primaryImageOfPage":{"@id":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#primaryimage"},"image":{"@id":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#primaryimage"},"thumbnailUrl":"https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao_feat-2.png","datePublished":"2024-03-28T19:15:15+00:00","dateModified":"2024-04-10T22:14:14+00:00","breadcrumb":{"@id":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital"]}]},{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#primaryimage","url":"https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao_feat-2.png","contentUrl":"https:\/\/phcsoftware.com\/pt\/wp-content\/uploads\/sites\/3\/2024\/03\/negocio_decisao_feat-2.png","width":770,"height":434},{"@type":"BreadcrumbList","@id":"https:\/\/phcsoftware.com\/pt\/artigo\/analise-dados-chave-da-digitalizacao-e-transformacao-digital#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"In\u00edcio","item":"https:\/\/phcsoftware.com\/pt"},{"@type":"ListItem","position":2,"name":"An\u00e1lise de dados: o ponto chave da transforma\u00e7\u00e3o digital"}]},{"@type":"WebSite","@id":"https:\/\/phcsoftware.com\/pt\/#website","url":"https:\/\/phcsoftware.com\/pt\/","name":"Portugal","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/phcsoftware.com\/pt\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-PT"}]}},"_links":{"self":[{"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/artigo\/6848","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/artigo"}],"about":[{"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/types\/artigo"}],"author":[{"embeddable":true,"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":1,"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/artigo\/6848\/revisions"}],"predecessor-version":[{"id":8757,"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/artigo\/6848\/revisions\/8757"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/media\/6422"}],"wp:attachment":[{"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/media?parent=6848"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/categories?post=6848"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/phcsoftware.com\/pt\/wp-json\/wp\/v2\/tags?post=6848"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}