{"id":31869,"date":"2019-06-10T01:02:05","date_gmt":"2019-06-10T01:02:05","guid":{"rendered":"https:\/\/www.sisinternational.com\/?page_id=31869"},"modified":"2026-01-24T15:22:43","modified_gmt":"2026-01-24T20:22:43","slug":"pesquisa-de-mercado-de-analise-chaid","status":"publish","type":"page","link":"https:\/\/www.sisinternational.com\/pt\/solucoes\/solucoes-de-pesquisa-quantitativa-qualitativa\/pesquisa-de-mercado-de-analise-chaid\/","title":{"rendered":"Pesquisa de mercado de an\u00e1lise CHAID"},"content":{"rendered":"<h1 class=\"wp-block-heading\">Pesquisa de mercado de an\u00e1lise CHAID<\/h1>\n\n\n\n<figure class=\"gb-block-image gb-block-image-236a55be\"><img loading=\"lazy\" decoding=\"async\" width=\"1456\" height=\"816\" class=\"gb-image gb-image-236a55be\" src=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/Fintech-2.jpg\" alt=\"Pesquisa e Estrat\u00e9gia de Mercado Internacional da SIS\" title=\"Fintech (2)\" srcset=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/Fintech-2.jpg 1456w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/Fintech-2-300x168.jpg 300w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/Fintech-2-1024x574.jpg 1024w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/Fintech-2-768x430.jpg 768w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/Fintech-2-18x10.jpg 18w\" sizes=\"auto, (max-width: 1456px) 100vw, 1456px\"><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Conhe\u00e7a o Modelo de Segmenta\u00e7\u00e3o CHAID<\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">CHAID (Chi-Square Automatic Interaction Detector) analysis is a marketing segmentation technique. It is useful for identifying the relationships between categorical response variables. It also works for other combinations of variables. CHAID finds patterns in data that has a lot of categorical variables. It creates segments and then presents the <a href=\"https:\/\/www.sisinternational.com\/pt\/pericia\/industrias\/consultoria-em-visualizacao-de-dados\/\" title=\"Consultoria em Visualiza\u00e7\u00e3o de Dados\"  data-wpil-monitor-id=\"10832\">data in a visual<\/a> representation. <\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">In practice, we use CHAID <a href=\"https:\/\/www.sisinternational.com\/pt\/solucoes\/solucoes-de-pesquisa-quantitativa-qualitativa\/maximizing-roi-with-decision-trees-analysis-in-market-research\/\" title=\"Decision Trees Analysis in Market Research\"  data-wpil-monitor-id=\"1181\">analysis as a market research<\/a> tool. We use it to <a href=\"https:\/\/www.sisinternational.com\/pt\/cobertura\/pesquisa-de-mercado-asia\/pesquisa-de-segmentacao-de-clientes-na-asia\/\" title=\"Pesquisa de segmenta\u00e7\u00e3o de clientes na \u00c1sia\"  data-wpil-monitor-id=\"10837\">segment different groups of customers<\/a>. CHAID looks at how they might respond to a marketing campaign. It analyzes according to the attributes of each group. For instance, let&#8217;s say we are running a marketing campaign. We&#8217;ll <a href=\"https:\/\/www.sisinternational.com\/pt\/analysis-b2b\/\" title=\"What Business Leaders Need to Know Right Now\"  data-wpil-monitor-id=\"10855\">need to know<\/a> some customer characteristics. For example, we&#8217;ll need a geographical location, socio-economic status, and gender. These characteristics have the most impact on response rates. With CHAID analysis, we build a tree that splits the data set along the chosen variable. It shows the effect of the characteristics on the probability of a response to the campaign.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">CHAID como t\u00e9cnica de segmenta\u00e7\u00e3o de mercado<\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">One advantage of the CHAID analysis is that it does not contain equations. Instead, it is visual, making it easier to understand. It <a href=\"https:\/\/www.sisinternational.com\/pt\/segmentacao-empresa-a-empresa\/\" title=\"Segmenta\u00e7\u00e3o de mercado business-to-business\"  data-wpil-monitor-id=\"10841\">segments the market<\/a> under consideration in a straightforward visual representation. For instance, in the image above, the bottom nodes represent the market segmentation. It divides up your <a href=\"https:\/\/www.sisinternational.com\/pt\/solucoes\/consultoria-estrategica\/estudos-de-dimensionamento-de-viabilidade-de-entrada-no-mercado\/\" title=\"Estudos de entrada no mercado, viabilidade e dimensionamento\"  data-wpil-monitor-id=\"10850\">market based on the size<\/a> or responsiveness of each category. Such <a href=\"https:\/\/www.sisinternational.com\/pt\/servicos-de-pesquisa-de-segmentacao-de-mercado\/\" title=\"Servi\u00e7os de pesquisa de segmenta\u00e7\u00e3o de mercado\"  data-wpil-monitor-id=\"10846\">segmentation makes it easy to rank marketing<\/a> resources according to priority. You can analyze the response rate of the node according to a given benchmark. Next, you analyze according to size. In this way, you can determine where you need to dedicate more resources. Segments with higher response rates represent low hanging fruit. They will yield high response rates yet do not need a lot of marketing effort. You can thus avoid the segment that has smaller than average response rates. You will need more <a href=\"https:\/\/www.sisinternational.com\/pt\/pericia\/industrias\/pesquisa-de-mercado-de-recursos-naturais\/\" title=\"Pesquisa de mercado de recursos naturais\"  data-wpil-monitor-id=\"10830\">resources to market<\/a> to this segment, and you&#8217;ll reap fewer rewards.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">CHAID Analysis determines the relationship between independent variables for analytical studies. <a href=\"https:\/\/www.sisinternational.com\/pt\/predictive-analytics\/\" title=\"Predictive Analytics: Your Crystal Ball for Business Success\"  data-wpil-monitor-id=\"10858\">Businesses also use it as a predictive<\/a> tool. By employing CHAID analysis, you can uncover essential relationships between dependent variables. These could include prior purchases, frequency, recency, promotion, price, and product. These variables may affect response to market campaigns such as mail solicitation. The CHAID regression tree makes it easy to predict these responses. <\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Pesquisa quantitativa<\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">You can also use the CHAID analysis to do a quantitative analysis. You use it by testing for association between two variables. You apply Chi-Square tests when building the CHAID tree. In this way, you determine the statistical significance of predictors of response rates. For instance, you can use Bonferroni corrections to account for false positives. &nbsp;Market <a href=\"https:\/\/www.sisinternational.com\/pt\/solucoes\/solucoes-de-pesquisa-quantitativa-qualitativa\/regression-analysis-in-research\/\" title=\"Regression Analysis in Research\"  data-wpil-monitor-id=\"1233\">research using CHAID<\/a> can thus use regression analysis for data mining. You can also use it for statistical modeling and analysis.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Descubra como a An\u00e1lise CHAID pode ajud\u00e1-lo a segmentar melhor o seu mercado, tornar-se mais lucrativo e aumentar a efici\u00eancia.<\/p>","protected":false},"author":1,"featured_media":62388,"parent":14660,"menu_order":16,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-31869","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/pages\/31869","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/comments?post=31869"}],"version-history":[{"count":5,"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/pages\/31869\/revisions"}],"predecessor-version":[{"id":81775,"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/pages\/31869\/revisions\/81775"}],"up":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/pages\/14660"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/media\/62388"}],"wp:attachment":[{"href":"https:\/\/www.sisinternational.com\/pt\/wp-json\/wp\/v2\/media?parent=31869"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}