	{"id":123737,"date":"2024-08-30T15:37:34","date_gmt":"2024-08-30T14:37:34","guid":{"rendered":"https:\/\/www.artefact.com\/blog\/holistic-measurement-puzzle-navigating-the-complex-landscape-of-marketing-roi\/"},"modified":"2024-09-24T14:21:20","modified_gmt":"2024-09-24T13:21:20","slug":"holistic-measurement-puzzle-navigating-the-complex-landscape-of-marketing-roi","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/br\/blog\/holistic-measurement-puzzle-navigating-the-complex-landscape-of-marketing-roi\/","title":{"rendered":"O quebra-cabe\u00e7a da medi\u00e7\u00e3o hol\u00edstica: navegando no complexo cen\u00e1rio do ROI de marketing"},"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\/2022\/07\/1579783417826.jpeg\" 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;\">Seema Sheoran<\/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>Sr. Manager Data Consulting at Artefact Germany<\/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\/2024\/08\/karen-rieger.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;\">Karen Rieger<\/h3><\/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>Consultor de estrat\u00e9gia Data na Artefact Alemanha<\/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=\"--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-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-3 description\"><p>Medir e otimizar o ROI de marketing \u00e9 um desafio para muitas empresas, sendo que 70% dos executivos de marketing lutam para fazer isso de forma eficaz. <\/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-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-4\"><blockquote>\n<div class=\"quote\">\u201cAs organiza\u00e7\u00f5es que se concentram na medi\u00e7\u00e3o como uma prioridade estrat\u00e9gica observam um aumento de 10 a 20% no ROI de marketing.\u201d<\/div>\n<\/blockquote>\n<\/div><div class=\"fusion-title title fusion-title-5 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;\">Medir o ROI de marketing \u00e9 um desafio fundamental para as empresas de hoje<\/h2><\/div><div class=\"fusion-text fusion-text-5\"><p>Para muitas empresas, a medi\u00e7\u00e3o hol\u00edstica continua sendo uma pe\u00e7a de quebra-cabe\u00e7a desafiadora que n\u00e3o se encaixa perfeitamente em sua estrat\u00e9gia geral. De fato, 70% dos executivos de marketing ainda lutam para medir e otimizar com precis\u00e3o o retorno sobre o investimento (ROI) de suas campanhas de marketing. Mas por que isso acontece? Por que a medi\u00e7\u00e3o se tornou cada vez mais complexa e qual \u00e9 a melhor abordagem para enfrentar esses desafios?<\/p>\n<\/div><div class=\"fusion-text fusion-text-6\"><p>Aqui est\u00e3o tr\u00eas tend\u00eancias principais que est\u00e3o moldando o cen\u00e1rio atual de medi\u00e7\u00e3o de marketing:<\/p>\n<\/div><ul style=\"--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 fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>A diversifica\u00e7\u00e3o dos investimentos em m\u00eddia com foco no digital<\/strong>: Como a m\u00eddia digital continua a crescer, espera-se que os investimentos nessa \u00e1rea atinjam 71% at\u00e9 2026. No entanto, a crescente concorr\u00eancia por espa\u00e7o publicit\u00e1rio est\u00e1 aumentando os custos, tornando mais dif\u00edcil para os profissionais de marketing obter um ROI alto.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>A multiplicidade de canais de vendas e o surgimento de estrat\u00e9gias omnicanal<\/strong>: O mercado global de varejo omnichannel est\u00e1 experimentando uma taxa de crescimento anual composta (CAGR) de 14% e dever\u00e1 atingir US$ 19,51 bilh\u00f5es at\u00e9 2030. Essa diversifica\u00e7\u00e3o das vias de vendas apresenta oportunidades e desafios para os profissionais de marketing na medi\u00e7\u00e3o e otimiza\u00e7\u00e3o de seus esfor\u00e7os em v\u00e1rios canais.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Necessidade crescente de personaliza\u00e7\u00e3o em meio \u00e0s regulamenta\u00e7\u00f5es de privacidade<\/strong>: Com o endurecimento das pol\u00edticas de privacidade e a iminente elimina\u00e7\u00e3o progressiva de cookies terceiros, as marcas personalizadas est\u00e3o obtendo uma vantagem significativa, com um aumento de at\u00e9 40% na receita. No entanto, essa tend\u00eancia tamb\u00e9m complica a medi\u00e7\u00e3o, pois os profissionais de marketing navegam no equil\u00edbrio entre personaliza\u00e7\u00e3o e conformidade.<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-7\"><p>Al\u00e9m dessas tend\u00eancias, um novo t\u00f3pico est\u00e1 surgindo no campo da medi\u00e7\u00e3o de marketing: o impacto ambiental da publicidade. Cada transfer\u00eancia data entre um servidor de an\u00fancios e o usu\u00e1rio final envolve milh\u00f5es de sinais trocados entre v\u00e1rias tecnologias. Atividades como targeting, lances em tempo real e verifica\u00e7\u00e3o de rastreamento consomem eletricidade, levando \u00e0 produ\u00e7\u00e3o de gases de efeito estufa. Ao quantificar a eletricidade usada em cada est\u00e1gio da entrega do an\u00fancio e considerar a intensidade de carbono da produ\u00e7\u00e3o de energia, podemos estimar as emiss\u00f5es geradas por um an\u00fancio. No entanto, a medi\u00e7\u00e3o de carbono geralmente tem custos adicionais e, em tempos econ\u00f4micos dif\u00edceis, \u00e9 vista como um luxo e n\u00e3o como um requisito padr\u00e3o.<\/p>\n<\/div><div class=\"fusion-text fusion-text-8\"><p>Al\u00e9m disso, frequentemente h\u00e1 uma lacuna significativa entre o estado atual e as principais metas estrat\u00e9gicas. Os profissionais de marketing precisam navegar pelas complexidades de preencher essa lacuna e, ao mesmo tempo, gerenciar uma infinidade de tecnologias de marketing. Essa navega\u00e7\u00e3o \u00e9 fundamental para alinhar os esfor\u00e7os de marketing com os objetivos comerciais gerais e obter sucesso sustent\u00e1vel.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 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;\">Medi\u00e7\u00e3o hol\u00edstica: Os principais desafios permanecem para os profissionais de marketing<\/h2><\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">1) Falta de confian\u00e7a<\/h3><\/div><div class=\"fusion-text fusion-text-9\"><p>Um dos principais desafios \u00e9 a falta de confian\u00e7a em \u00e1reas como planejamento de m\u00eddia, aprova\u00e7\u00f5es de or\u00e7amento e justificativas (Mank et al. (2019)). Uma pesquisa de satisfa\u00e7\u00e3o interna com gerentes de marketing de v\u00e1rios setores na regi\u00e3o DACH revelou que quase 25% est\u00e3o insatisfeitos com seus recursos atuais de medi\u00e7\u00e3o de ROI e apenas 30% consideram seus recursos atuais satisfat\u00f3rios e no caminho certo.<\/p>\n<p>H\u00e1 v\u00e1rios motivos para isso:<\/p>\n<\/div><ul style=\"--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 fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Abordagens or\u00e7ament\u00e1rias desatualizadas<\/strong>: Muitas empresas dependem de m\u00e9todos de or\u00e7amento desatualizados, como regras comerciais simples ou uma abordagem do tipo \u201cano anterior +\/- x\u201d. Isso leva a uma aloca\u00e7\u00e3o ineficiente de recursos, pois esses m\u00e9todos n\u00e3o levam em conta as mudan\u00e7as nas condi\u00e7\u00f5es do mercado ou a efic\u00e1cia vari\u00e1vel de diferentes canais.<\/p>\n<p>A solu\u00e7\u00e3o \u00e9 um <strong>Abordagem data-driven que utiliza an\u00e1lises e percep\u00e7\u00f5es<\/strong> para distribuir os or\u00e7amentos de forma mais eficaz entre os canais e os est\u00e1gios do funil. Ao utilizar o data, as empresas podem tomar decis\u00f5es mais informadas que otimizam seus gastos com marketing e melhoram o ROI geral. Por exemplo, para um de nossos clientes do setor de bebidas, fatores externos como clima, jogos de futebol e feriados foram fundamentais na cria\u00e7\u00e3o de um planejador de cen\u00e1rios or\u00e7ament\u00e1rios, permitindo decis\u00f5es or\u00e7ament\u00e1rias mais precisas e estrat\u00e9gicas.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>KPIs inconsistentes<\/strong>: A falta de um conjunto comum de indicadores-chave de desempenho (KPIs) em toda a organiza\u00e7\u00e3o pode levar a avalia\u00e7\u00f5es inconsistentes do desempenho de marketing. Essa inconsist\u00eancia dificulta a compara\u00e7\u00e3o de resultados entre campanhas e canais, al\u00e9m de medir o sucesso com precis\u00e3o.<\/p>\n<p>Para resolver esse problema, as empresas devem estabelecer um <strong>taxonomia unificada de KPIs que se alinham com seus objetivos estrat\u00e9gicos<\/strong>. KPIs consistentes permitem uma comunica\u00e7\u00e3o mais clara e uma melhor compara\u00e7\u00e3o dos resultados de marketing, facilitando a tomada de decis\u00f5es mais estrat\u00e9gicas.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Atrasos nos resultados do MMM<\/strong>: A modelagem do mix de marketing (MMM) geralmente sofre com prazos longos, pois os processos de coleta e an\u00e1lise de data podem ser complexos e demorados. Esse atraso pode resultar em percep\u00e7\u00f5es desatualizadas que n\u00e3o refletem a din\u00e2mica atual do mercado, reduzindo a efic\u00e1cia da tomada de decis\u00f5es.<\/p>\n<p>Para resolver esse problema, as empresas devem investir em mais <strong>m\u00e9todos e tecnologias eficientes de coleta de data que agilizam o processo de MMM<\/strong>. <a href=\"https:\/\/report.artefact.com\/l\/597421\/2022-04-27\/hz5yp6\" target=\"_blank\" rel=\"noopener\">Nosso artigo<\/a> em \u201c<em>Qual estrat\u00e9gia de data do consumidor as marcas devem adotar em um cen\u00e1rio t\u00e9cnico e regulat\u00f3rio em constante mudan\u00e7a?<\/em>\u201d fala sobre a solu\u00e7\u00e3o em detalhes. Al\u00e9m disso, a integra\u00e7\u00e3o da an\u00e1lise data em tempo real pode ajudar a fornecer insights mais r\u00e1pidos e acion\u00e1veis, permitindo ajustes mais oportunos nas estrat\u00e9gias de marketing.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Depend\u00eancia de solu\u00e7\u00f5es de \u201ccaixa preta\u201d de terceiros<\/strong>: Muitos profissionais de marketing dependem de solu\u00e7\u00f5es de terceiros, o que pode ser problem\u00e1tico, pois elas exigem o compartilhamento de dados data confidenciais com terceiros e geralmente oferecem op\u00e7\u00f5es limitadas de personaliza\u00e7\u00e3o. Essa depend\u00eancia pode levar a uma falta de transpar\u00eancia e controle sobre o data, bem como a poss\u00edveis riscos de seguran\u00e7a do data.<\/p>\n<p>Para mitigar esses problemas, as empresas devem considerar o desenvolvimento de <strong>recursos internos para MMM<\/strong> ou procurar mais <strong>solu\u00e7\u00f5es transparentes e personaliz\u00e1veis<\/strong> que permitem maior controle sobre o data e os processos de an\u00e1lise. Essa mudan\u00e7a n\u00e3o apenas melhora a seguran\u00e7a do data, mas tamb\u00e9m permite insights mais personalizados que se alinham \u00e0s necessidades espec\u00edficas dos neg\u00f3cios.<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">2) Falta de compreens\u00e3o tecnol\u00f3gica<\/h3><\/div><div class=\"fusion-text fusion-text-10\"><p>Outro desafio significativo \u00e9 a falta de compreens\u00e3o tecnol\u00f3gica. Os m\u00e9todos de medi\u00e7\u00e3o existentes evolu\u00edram, deixando os profissionais de marketing sem saber como utiliz\u00e1-los de forma eficaz. Um comprador de m\u00eddia internacional de uma ag\u00eancia de viagens na Alemanha destacou essa quest\u00e3o, dizendo: \u201cEstamos cientes do problema de medi\u00e7\u00e3o, mas n\u00e3o sabemos como resolv\u00ea-lo.\u201d<\/p>\n<p>Ainda h\u00e1 uma grande depend\u00eancia da atribui\u00e7\u00e3o preliminar e imprecisa baseada em regras, bem como de testes A\/B caros e demorados para medir a efic\u00e1cia do marketing. 60% dos l\u00edderes de marketing na regi\u00e3o DACH n\u00e3o t\u00eam confian\u00e7a em sua capacidade de projetar experimentos eficazes. Artefact A pesquisa da DACH mostra que uma pequena fra\u00e7\u00e3o dos profissionais de marketing est\u00e1 usando uma abordagem unificada que combina MMM, atribui\u00e7\u00e3o e testes de incrementalidade. 70% dizem que est\u00e3o usando a atribui\u00e7\u00e3o baseada em regras apenas para entender a medi\u00e7\u00e3o, o que \u00e9 um indicador muito problem\u00e1tico.<\/p>\n<\/div><div class=\"fusion-text fusion-text-11\"><p><em>Figura 1: Conjunto potencial de provedores de servi\u00e7os de MMM, teste A\/B e atribui\u00e7\u00e3o multitoque<\/em><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"432\" alt=\"Chart: Potential set of service providers of MMM, A:B Testing and Multi-Touch-Attribution\" title=\"Gr\u00e1fico: Conjunto potencial de provedores de servi\u00e7os de MMM, teste A:B e atribui\u00e7\u00e3o multitoque\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Potential-set-of-service-providers-of-MMM-AB-Testing-and-Multi-Touch-Attribution.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Potential-set-of-service-providers-of-MMM-AB-Testing-and-Multi-Touch-Attribution-1024x432.png\" class=\"lazyload img-responsive wp-image-123746\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271760%27%20height%3D%27742%27%20viewBox%3D%270%200%201760%20742%27%3E%3Crect%20width%3D%271760%27%20height%3D%27742%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Potential-set-of-service-providers-of-MMM-AB-Testing-and-Multi-Touch-Attribution-200x84.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Potential-set-of-service-providers-of-MMM-AB-Testing-and-Multi-Touch-Attribution-400x169.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Potential-set-of-service-providers-of-MMM-AB-Testing-and-Multi-Touch-Attribution-600x253.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Potential-set-of-service-providers-of-MMM-AB-Testing-and-Multi-Touch-Attribution-800x337.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Potential-set-of-service-providers-of-MMM-AB-Testing-and-Multi-Touch-Attribution-1200x506.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Potential-set-of-service-providers-of-MMM-AB-Testing-and-Multi-Touch-Attribution.png 1760w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">3) Focos conflitantes nas empresas<\/h3><\/div><div class=\"fusion-text fusion-text-12\"><p>Muitas vezes h\u00e1 um conflito entre os diretores de marketing (CMOs) e os diretores financeiros (CFOs) devido \u00e0s diferentes prioridades nos KPIs. Enquanto os CFOs se concentram principalmente nas despesas de marketing, os CMOs enfatizam a constru\u00e7\u00e3o da marca e o CLV (Customer Lifetime Value) em vez das vendas de curto prazo. Essa discrep\u00e2ncia leva a desafios para equilibrar o est\u00edmulo \u00e0s vendas de curto prazo com o desenvolvimento da marca a longo prazo.<\/p>\n<\/div><div class=\"fusion-text fusion-text-13\"><p><em>Figura 2: Conflito de foco estrat\u00e9gico dentro da empresa<\/em><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"341\" alt=\"conflicting strategic focus on marketing ROI in company\" title=\"foco estrat\u00e9gico conflitante sobre o ROI de marketing na empresa\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/conflicting-strategic-focus-on-marketing-ROI-in-company.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/conflicting-strategic-focus-on-marketing-ROI-in-company-1024x341.png\" class=\"lazyload img-responsive wp-image-123745\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271154%27%20height%3D%27384%27%20viewBox%3D%270%200%201154%20384%27%3E%3Crect%20width%3D%271154%27%20height%3D%27384%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/conflicting-strategic-focus-on-marketing-ROI-in-company-200x67.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/conflicting-strategic-focus-on-marketing-ROI-in-company-400x133.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/conflicting-strategic-focus-on-marketing-ROI-in-company-600x200.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/conflicting-strategic-focus-on-marketing-ROI-in-company-800x266.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/conflicting-strategic-focus-on-marketing-ROI-in-company.png 1154w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">4) Identifica\u00e7\u00e3o de medidas de marketing realmente relevantes<\/h3><\/div><div class=\"fusion-text fusion-text-14\"><p>\u00c9 de conhecimento geral que 50% dos gastos com marketing s\u00e3o um desperd\u00edcio e identificar qual metade continua sendo uma quest\u00e3o cr\u00edtica. Isso ressalta a import\u00e2ncia de estabelecer uma agenda de aprendizado robusta para testar o impacto incremental de v\u00e1rias estrat\u00e9gias de marketing. As empresas precisam entender qual modelo de MMM \u00e9 mais adequado para elas.<\/p>\n<\/div><ul style=\"--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 fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>MMM econom\u00e9trico ou baseado em ML<\/strong>: A modelagem do mix de m\u00eddia \u00e9 uma abordagem de modelagem baseada em tend\u00eancias que visa entender o impacto de longo prazo nas vendas, usando principalmente o hist\u00f3rico data; ela fornece insights de alto n\u00edvel para ajudar a identificar padr\u00f5es.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Modelagem de causalidade<\/strong>: A atribui\u00e7\u00e3o multitoque (MTA) limita-se ao rastreamento de eventos on-line e, muitas vezes, tem dificuldades com links imperfeitos entre diferentes plataformas, como Facebook, Amazon e Google. Enquanto isso, a modelagem do mix de marketing (MMM) pode responder a perguntas estrat\u00e9gicas, mas somente com baixa frequ\u00eancia (mais de tr\u00eas meses) e com detalhes limitados (n\u00e3o no segmento ou no n\u00edvel criativo). A modelagem de causalidade complementa essas t\u00e9cnicas, fornecendo com frequ\u00eancia respostas precisas a perguntas operacionais e medindo o impacto causal de v\u00e1rios pontos de contato de marketing, tanto on-line quanto off-line.<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-11 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;\">Tr\u00eas etapas para obter vantagem competitiva e maximizar o ROI<\/h2><\/div><div class=\"fusion-text fusion-text-15\"><p>Para obter os insights necess\u00e1rios para se manter \u00e0 frente da concorr\u00eancia e aumentar o ROI, as empresas devem integrar tr\u00eas abordagens principais: Marketing Mix Modeling (MMM), Teste de Incrementalidade e Atribui\u00e7\u00e3o. Esses m\u00e9todos s\u00e3o complementares e n\u00e3o devem ser vistos como mutuamente exclusivos.<\/p>\n<\/div><div class=\"fusion-text fusion-text-16\"><p><em>Figura 3: Abordagens sobre medi\u00e7\u00f5es bayesianas<\/em><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"472\" alt=\"Bayesian MMM and bayesian networks\" title=\"MMM bayesiano e redes bayesianas\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bayesian-MMM-and-bayesian-networks.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bayesian-MMM-and-bayesian-networks-1024x472.png\" class=\"lazyload img-responsive wp-image-123744\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271032%27%20height%3D%27476%27%20viewBox%3D%270%200%201032%20476%27%3E%3Crect%20width%3D%271032%27%20height%3D%27476%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bayesian-MMM-and-bayesian-networks-200x92.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bayesian-MMM-and-bayesian-networks-400x184.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bayesian-MMM-and-bayesian-networks-600x277.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bayesian-MMM-and-bayesian-networks-800x369.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bayesian-MMM-and-bayesian-networks.png 1032w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">Etapa 1: Defina claramente sua estrutura de KPI e a agenda de testes e aprendizado<\/h3><\/div><div class=\"fusion-text fusion-text-17\"><p>A Artefact tem ampla experi\u00eancia em ajudar nossos clientes a definir suas estruturas de KPI e agendas de teste e aprendizado. Utilizamos uma biblioteca abrangente de perguntas comerciais e casos de uso em v\u00e1rios departamentos e canais de marketing, garantindo uma cobertura de medi\u00e7\u00e3o completa. Essa abordagem permite uma an\u00e1lise detalhada do desempenho em 360 graus no n\u00edvel mais granular.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-4 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"498\" alt=\"Artefact KPI framework\" title=\"Estrutura de KPI do Artefact\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/KPI-framework.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/KPI-framework-1024x498.png\" class=\"lazyload img-responsive wp-image-123743\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271130%27%20height%3D%27550%27%20viewBox%3D%270%200%201130%20550%27%3E%3Crect%20width%3D%271130%27%20height%3D%27550%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/KPI-framework-200x97.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/KPI-framework-400x195.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/KPI-framework-600x292.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/KPI-framework-800x389.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/KPI-framework.png 1130w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">Etapa 2: coletar todos os Data relevantes de maneira segura para a privacidade e enriquec\u00ea-los com data de terceiros<\/h3><\/div><div class=\"fusion-text fusion-text-18\"><p>O ditado \u201clixo entra, lixo sai\u201d \u00e9 particularmente verdadeiro aqui: sem um data de alta qualidade, at\u00e9 mesmo os modelos mais sofisticados podem produzir resultados enganosos. As empresas devem sempre se concentrar na coleta de data preciso e abrangente, abrangendo n\u00fameros de vendas, m\u00e9tricas de m\u00eddia e at\u00e9 mesmo data n\u00e3o relacionado a marketing.<\/p>\n<p>Al\u00e9m disso, o enriquecimento do seu data com informa\u00e7\u00f5es de terceiros - informa\u00e7\u00f5es compartilhadas por parceiros confi\u00e1veis - pode fornecer insights adicionais valiosos. Elas podem ajudar a preencher lacunas, fornecer contexto e melhorar a qualidade geral de sua an\u00e1lise. No entanto, \u00e9 fundamental fazer isso de maneira segura em termos de privacidade, garantindo que todo o uso do data esteja em conformidade com os regulamentos relevantes e respeite a privacidade do usu\u00e1rio.<\/p>\n<p><em>Uma ilustra\u00e7\u00e3o de diferentes entradas do data. Pode variar de acordo com o setor.<\/em><\/p>\n<\/div><div class=\"fusion-text fusion-text-19\"><p><em>Figura 4: Entradas do Data para MROI<\/em><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-5 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"435\" alt=\"data inputs for marketing ROI at Artefact\" title=\"data insumos para o ROI de marketing em Artefact\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.48.12.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.48.12-1024x435.png\" class=\"lazyload img-responsive wp-image-123742\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271804%27%20height%3D%27766%27%20viewBox%3D%270%200%201804%20766%27%3E%3Crect%20width%3D%271804%27%20height%3D%27766%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.48.12-200x85.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.48.12-400x170.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.48.12-600x255.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.48.12-800x340.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.48.12-1200x510.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.48.12.png 1804w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">Etapa 3: Combine as tr\u00eas metodologias para obter uma vis\u00e3o hol\u00edstica da medi\u00e7\u00e3o e da efic\u00e1cia do marketing<\/h3><\/div><ul style=\"--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-4 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Entenda e planeje com o MMM<\/strong>: A modelagem do mix de marketing ajuda a entender os impactos mais amplos de diferentes canais de marketing e a planejar investimentos futuros.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Aprofunde-se e otimize com a atribui\u00e7\u00e3o<\/strong>: A atribui\u00e7\u00e3o fornece insights detalhados sobre o desempenho de pontos de contato espec\u00edficos, permitindo uma otimiza\u00e7\u00e3o mais precisa.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Validar com testes de incrementalidade<\/strong>: Testes regulares de incrementa\u00e7\u00e3o ajudam a validar se as mudan\u00e7as implementadas est\u00e3o produzindo os resultados desejados e podem abordar quest\u00f5es comerciais espec\u00edficas n\u00e3o cobertas pelos outros m\u00e9todos.<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-20\"><p><em>Figura 5: Estrat\u00e9gia de medi\u00e7\u00e3o de marketing hol\u00edstica e eficaz<\/em><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-6 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"394\" alt=\"Chart: holistic and effective marketing measurement marketing roi strategy\" title=\"Gr\u00e1fico: medi\u00e7\u00e3o de marketing hol\u00edstica e eficaz estrat\u00e9gia de roi de marketing\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.50.14.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.50.14-1024x394.png\" class=\"lazyload img-responsive wp-image-123741\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271834%27%20height%3D%27706%27%20viewBox%3D%270%200%201834%20706%27%3E%3Crect%20width%3D%271834%27%20height%3D%27706%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.50.14-200x77.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.50.14-400x154.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.50.14-600x231.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.50.14-800x308.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.50.14-1200x462.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/08\/Bildschirmfoto-2024-08-28-um-14.50.14.png 1834w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-21\"><p>Ao integrar essas abordagens, as empresas podem obter uma estrat\u00e9gia de medi\u00e7\u00e3o de marketing mais hol\u00edstica e eficaz, levando a decis\u00f5es mais bem informadas e a esfor\u00e7os de marketing otimizados.<\/p>\n<\/div><\/div><\/div><\/div><\/article><\/p>","protected":false},"excerpt":{"rendered":"<p>Medir e otimizar o ROI de marketing \u00e9 um desafio para muitas empresas, sendo que 70% dos executivos de marketing lutam para fazer isso de forma eficaz. <\/p>","protected":false},"featured_media":123738,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2997],"blog-language":[2991],"class_list":["post-123737","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-data-marketing","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/blog\/123737","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\/123738"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/media?parent=123737"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/blog-category?post=123737"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/br\/wp-json\/wp\/v2\/blog-language?post=123737"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}