	{"id":85043,"date":"2023-11-28T13:15:14","date_gmt":"2023-11-28T13:15:14","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=85043"},"modified":"2024-09-20T17:46:00","modified_gmt":"2024-09-20T16:46:00","slug":"making-the-most-of-limited-data-with-ai-and-modelling","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/br\/blog\/making-the-most-of-limited-data-with-ai-and-modelling\/","title":{"rendered":"Aproveitando ao m\u00e1ximo o limitado data com IA e modelagem"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling article-author\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-background-color:#ffffff;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">Autor<\/h2><\/div><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27150%27%20height%3D%270%27%20viewBox%3D%270%200%20150%200%27%3E%3Crect%20width%3D%27150%27%20height%3D%270%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/01\/Angelo-Cappa-square.png\" alt=\"Image\" class=\"lazyload artefact-elegant-image align-left article-author-image\" style=\"width: 150px; border-radius: 54% 46% 77% 23% \/ 74% 40% 60% 26%; overflow: hidden;\" width=\"150\" height=\"auto\" \/><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three article-author-name-title\" style=\"--awb-text-color:var(--awb-color7);--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Josefin Sans&quot;;font-style:normal;font-weight:600;margin:0;font-size:1em;--fontSize:18;line-height:1.5;\">Angelo Cappa<\/h3><\/div><div class=\"fusion-text fusion-text-1 article-author-description\" style=\"--awb-font-size:14px;--awb-line-height:1.6;--awb-letter-spacing:2px;--awb-text-transform:uppercase;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;Roboto&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Consultor s\u00eanior de Data e an\u00e1lise<\/p>\n<\/div><div class=\"fusion-text fusion-text-2 article-author-description\" style=\"--awb-font-size:14px;--awb-line-height:1.6;--awb-letter-spacing:2px;--awb-text-transform:uppercase;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;Roboto&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p><a href=\"https:\/\/www.linkedin.com\/in\/acappa\/\" target=\"_blank\" rel=\"noopener\">ARTEFACT BENELUX<\/a><\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">Autor<\/h2><\/div><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27150%27%20height%3D%270%27%20viewBox%3D%270%200%20150%200%27%3E%3Crect%20width%3D%27150%27%20height%3D%270%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/11\/Karst-Pullens-1-scaled.jpg\" alt=\"Image\" class=\"lazyload artefact-elegant-image align-left article-author-image\" style=\"width: 150px; border-radius: 54% 46% 77% 23% \/ 74% 40% 60% 26%; overflow: hidden;\" width=\"150\" height=\"auto\" \/><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three article-author-name-title\" style=\"--awb-text-color:var(--awb-color7);--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Josefin Sans&quot;;font-style:normal;font-weight:600;margin:0;font-size:1em;--fontSize:18;line-height:1.5;\">Karst Pullens<\/h3><\/div><div class=\"fusion-text fusion-text-3 article-author-description\" style=\"--awb-font-size:14px;--awb-line-height:1.6;--awb-letter-spacing:2px;--awb-text-transform:uppercase;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;Roboto&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Consultor s\u00eanior de Data e an\u00e1lise<\/p>\n<\/div><div class=\"fusion-text fusion-text-4 article-author-description\" style=\"--awb-font-size:14px;--awb-line-height:1.6;--awb-letter-spacing:2px;--awb-text-transform:uppercase;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;Roboto&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p><a href=\"https:\/\/www.linkedin.com\/in\/karstpullens\/\" target=\"_blank\" rel=\"noopener\">ARTEFACT BENELUX<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--link_color: var(--awb-color6);--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-background-color:var(--awb-color1);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-5 description\" style=\"--awb-text-color:var(--awb-color5);--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Nos primeiros dias da an\u00e1lise digital, o conceito de privacidade era amplamente ignorado. Mas, atualmente, a privacidade tem se tornado cada vez mais importante, e com raz\u00e3o: a maioria dos consumidores n\u00e3o quer mais que todos os seus movimentos (digitais) sejam rastreados sem o seu consentimento. Embora isso torne nossa vida como profissionais de marketing e analistas de data mais desafiadora, \u00e9 positivo que estejamos mudando para um cen\u00e1rio que respeita a privacidade do usu\u00e1rio final.<\/p>\n<\/div><\/div><\/div><\/div><\/div><article class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--link_color: var(--awb-color6);--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-background-color:var(--awb-color1);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-6\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>Com a entrada em vigor de novas regulamenta\u00e7\u00f5es, as empresas precisam ser transparentes sobre o que data coletam, por que o fazem e como o utilizam. Al\u00e9m disso, os usu\u00e1rios precisam ser capazes de recusar esses termos t\u00e3o facilmente quanto podem recus\u00e1-los. Como resultado, os profissionais de marketing se deparam com uma redu\u00e7\u00e3o significativa de first-party data consentidos com os quais trabalhar.<\/p>\n<p>Acreditamos que o futuro est\u00e1 no uso de quantidades m\u00ednimas de first-party data consentidas para modelar resultados com IA. Isso significa usar algoritmos de aprendizado de m\u00e1quina para criar modelos que possam gerar percep\u00e7\u00f5es a partir de pequenos conjuntos de data.<\/p>\n<p>Aqui est\u00e3o alguns exemplos concretos:<\/p>\n<\/div><ul style=\"--awb-iconcolor:var(--awb-color7);--awb-textcolor:var(--awb-color7);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-1 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Previs\u00e3o da rotatividade de clientes<\/strong>O senhor pode dizer que a intelig\u00eancia artificial \u00e9 uma ferramenta de intelig\u00eancia artificial para a reten\u00e7\u00e3o de clientes: usando uma variedade de pontos de data, como o hist\u00f3rico de compras do cliente, o envolvimento com o site e as intera\u00e7\u00f5es com o suporte ao cliente, os modelos de IA podem prever quais clientes t\u00eam maior probabilidade de cancelar. As empresas podem usar essas informa\u00e7\u00f5es para direcion\u00e1-los a campanhas de reten\u00e7\u00e3o e, com sorte, mant\u00ea-los como clientes.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Identifica\u00e7\u00e3o de segmentos de clientes<\/strong>Para ajudar as empresas a direcionar seus esfor\u00e7os de marketing e vendas de forma mais eficaz, os modelos de IA podem identificar segmentos de clientes com base em seus dados demogr\u00e1ficos, interesses e comportamento. Isso pode ser feito usando uma variedade de pontos data, como o hist\u00f3rico de compras do cliente, o envolvimento no site e a atividade nas m\u00eddias sociais.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Personaliza\u00e7\u00e3o das recomenda\u00e7\u00f5es de produtos<\/strong>: Os modelos de IA podem ser usados para personalizar as recomenda\u00e7\u00f5es de produtos para cada cliente. Isso pode ajudar as empresas a aumentar as vendas e melhorar a satisfa\u00e7\u00e3o do cliente. Isso pode ser feito usando uma variedade de pontos data, como o hist\u00f3rico de compras do cliente, o envolvimento com o site e as avalia\u00e7\u00f5es de produtos.<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-7\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p><span style=\"font-weight: 400;\">Esses s\u00e3o apenas alguns exemplos de como a IA e a modelagem podem ser usadas para aproveitar o first-party data m\u00ednimo consentido e, ao mesmo tempo, proteger a privacidade do usu\u00e1rio para obter insights valiosos. Para saber mais sobre privacidade e coleta de data, leia isto <\/span><a href=\"https:\/\/www.artefact.com\/br\/blog\/data-privacy-today-why-its-essential-for-customers-and-business-success\/\"><span style=\"font-weight: 400;\">artigo<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">No entanto, \u00e9 importante lembrar que essas ferramentas s\u00e3o t\u00e3o boas quanto o data com o qual s\u00e3o treinadas. Se quiser usar a IA e a modelagem de forma respons\u00e1vel e \u00e9tica, o senhor precisa come\u00e7ar criando confian\u00e7a com seus clientes e coletando o data de forma transparente e \u00e9tica. Aqui est\u00e3o algumas dicas que o senhor deve ter em mente: <\/span><\/p>\n<\/div><ul style=\"--awb-iconcolor:var(--awb-color7);--awb-textcolor:var(--awb-color7);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-2 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Foco na constru\u00e7\u00e3o de relacionamentos de longo prazo com os clientes<\/strong>O senhor deve ter em mente que a sua empresa tem um compromisso com a seguran\u00e7a: baseado na confian\u00e7a e no respeito. Isso significa ser transparente sobre como seu data \u00e9 coletado, usado e protegido. Isso tamb\u00e9m significa dar aos clientes o controle sobre seu data e como ele \u00e9 usado.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Usar o data de forma respons\u00e1vel e \u00e9tica<\/strong>O senhor pode usar o data para melhorar a experi\u00eancia do cliente e resolver problemas reais. Isso significa usar o data para melhorar a experi\u00eancia do cliente e resolver problemas do mundo real. Isso tamb\u00e9m significa estar atento aos poss\u00edveis impactos negativos da coleta e do uso do data.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Ser transparente sobre as pr\u00e1ticas de coleta e uso do data<\/strong>: Mais uma vez, seja transparente sobre o data que o senhor coleta, por que o coleta e como o utiliza. Isso significa divulgar essas informa\u00e7\u00f5es aos clientes de forma clara e concisa.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Usar data an\u00f4nimo e agregado sempre que poss\u00edvel<\/strong>: Isso ajudar\u00e1 a proteger a privacidade de usu\u00e1rios individuais.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Use a criptografia data<\/strong>O senhor deve ter em mente que o data deve ser protegido contra acesso n\u00e3o autorizado. Isso ajudar\u00e1 a proteger o data contra acesso n\u00e3o autorizado.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Implementar as medidas de seguran\u00e7a do data<\/strong>O senhor deve ter em mente os seguintes aspectos: proteger o data que coleta contra viola\u00e7\u00f5es e roubo. Isso inclui o uso de senhas fortes, firewalls e sistemas de detec\u00e7\u00e3o de intrus\u00e3o.<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">Abrace o futuro voltando ao b\u00e1sico<\/h2><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>O Digital data sempre foi imperfeito - e sempre ser\u00e1. Mas isso n\u00e3o \u00e9 problema! Isso significa simplesmente que, se n\u00e3o encontrarmos uma maneira de resolver um determinado problema de forma eficaz, sempre poderemos come\u00e7ar de novo. O importante \u00e9 mudar nossa mentalidade e adotar uma nova abordagem para a an\u00e1lise digital: uma abordagem que respeite mais a privacidade do usu\u00e1rio, mais focada na solu\u00e7\u00e3o de problemas do mundo real e mais atenta \u00e0s consequ\u00eancias n\u00e3o intencionais de nossas a\u00e7\u00f5es.<\/p>\n<p>Em vez de tentar encontrar novos truques, brechas e ferramentas para coletar o data do cliente, vamos voltar ao b\u00e1sico. Aceite que o senhor n\u00e3o pode saber todos os detalhes sobre seus clientes. Aprenda a usar o que o senhor sabe e otimize-o com o poder da IA e da modelagem. Mas s\u00f3 fa\u00e7a isso se os benef\u00edcios forem al\u00e9m do senhor e da sua empresa. Al\u00e9m disso, esteja ciente das consequ\u00eancias n\u00e3o intencionais de suas a\u00e7\u00f5es. Se o senhor usar o data para resolver um problema, esteja ciente do poss\u00edvel impacto negativo em outras \u00e1reas.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color6);--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;letter-spacing:1.6px;font-size:1em;--fontSize:30;line-height:1.47;\">Algumas das muitas maneiras pelas quais o Artefact pode ajudar<\/h2><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-font-size:20px;--awb-line-height:1.6;--awb-letter-spacing:var(--awb-typography4-letter-spacing);--awb-text-transform:var(--awb-typography4-text-transform);--awb-text-color:var(--awb-color5);--awb-text-font-family:var(--awb-typography4-font-family);--awb-text-font-weight:var(--awb-typography4-font-weight);--awb-text-font-style:var(--awb-typography4-font-style);\"><p>Para n\u00f3s, o data \u00e9 sobre pessoas. E isso nunca mudar\u00e1. Se o senhor precisar de um pouco (ou muito) de ajuda para navegar nesta nova era de marketing digital e\/ou an\u00e1lise digital, sinta-se \u00e0 vontade para entrar em contato conosco. Estamos aqui para ajudar o senhor a ter sucesso. Nossa forma de trabalhar inclui:<\/p>\n<\/div><ul style=\"--awb-iconcolor:var(--awb-color7);--awb-textcolor:var(--awb-color7);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-3 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>Desenvolver uma estrat\u00e9gia de data que se alinhe com seus objetivos comerciais;<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>Implementa\u00e7\u00e3o dos processos de coleta e gerenciamento do data;<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>Usando IA e modelagem para gerar insights do data;<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>Cria\u00e7\u00e3o e manuten\u00e7\u00e3o de pain\u00e9is de controle data e reports;<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>Treinar e apoiar sua equipe.<\/p>\n<\/div><\/li><\/ul><\/div><\/div><\/div><\/article><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-background-color:var(--awb-color1);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type button-primary-medium\" style=\"--button_text_transform:var(--awb-custom_typography_2-text-transform);--button_font_size:var(--awb-custom_typography_2-font-size);--button_line_height:var(--awb-custom_typography_2-line-height);--button_typography-letter-spacing:var(--awb-custom_typography_2-letter-spacing);--button_typography-font-family:var(--awb-custom_typography_2-font-family);--button_typography-font-weight:var(--awb-custom_typography_2-font-weight);--button_typography-font-style:var(--awb-custom_typography_2-font-style);\" target=\"_self\" data-hover=\"text_slide_down\" href=\"https:\/\/www.artefact.com\/br\/contact-benelux\/\"><div class=\"awb-button-text-transition  awb-button__hover-content--centered\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Fale conosco<\/span><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Fale conosco<\/span><\/div><\/a><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"<p>Saiba como aproveitar uma quantidade limitada de first-party data com IA e modelagem. <\/p>","protected":false},"featured_media":85168,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995,22035],"blog-language":[2991],"class_list":["post-85043","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-ai-technology","blog-category-data-ai-consulting","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/blog\/85043","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/media\/85168"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/media?parent=85043"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/blog-category?post=85043"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/blog-language?post=85043"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}