{"id":178001,"date":"2024-02-09T15:46:58","date_gmt":"2024-02-09T14:46:58","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=178001"},"modified":"2024-02-09T15:52:42","modified_gmt":"2024-02-09T14:52:42","slug":"power-bi-matrix-table-how-to-use-this-feature","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/power-bi-matrix-table-how-to-use-this-feature","title":{"rendered":"Power BI matrix table: How to use this feature"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"178001\" class=\"elementor elementor-178001\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9965589 e-flex e-con-boxed e-con\" data-id=\"9965589\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-acaf3ee elementor-widget elementor-widget-heading\" data-id=\"acaf3ee\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Power BI matrix table: Matrix visualization is a very useful feature of Power BI, especially for text analysis. Find out everything you need to know, and how to take a training course to master the software.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c07df9 elementor-widget elementor-widget-text-editor\" data-id=\"7c07df9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><strong>Multivariate reporting<\/strong> is often a necessity in Business Intelligence. It is sometimes essential to visualize data in different dimensions.<\/p><p><strong>Tabular visualization<\/strong> is particularly important when analyzing a text category or a textual data set. With Excel, this is made possible by pivot tables. <a href=\"https:\/\/datascientest.com\/en\/power-bi-in-audit-how-is-power-bi-is-redefining-auditing-practices\">Power BI<\/a>, on the other hand, enables matrix visualization.<\/p><p>With an ordinary <strong>two-dimensional Power BI table,<\/strong> the data presented is flat, and duplicate values are displayed without being aggregated. In contrast, a matrix table supports multiple dimensions, a layered layout, aggregated data, and offers drill-down functionality.<\/p><p>Multiple variables can be specified in rows and columns. This type of visualization chart enables categorical variables and text labels to be displayed in a report.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ce0a740 e-flex e-con-boxed e-con\" data-id=\"ce0a740\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ad43261 elementor-widget elementor-widget-heading\" data-id=\"ad43261\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is Power BI?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb0f974 elementor-widget elementor-widget-text-editor\" data-id=\"eb0f974\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Power BI is Microsoft&#8217;s Business Intelligence software. This tool enables you to analyze and visualize data, in order to present usable information.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa60c37 elementor-widget elementor-widget-image\" data-id=\"fa60c37\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/10\/tableau-matrice-powerbi1.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31fd0e4 elementor-widget elementor-widget-text-editor\" data-id=\"31fd0e4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>The platform combines <a href=\"https:\/\/datascientest.com\/en\/business-analyst-course-cracking-the-code-to-business-analysis\">business analysis<\/a> and data visualization functionalities to enable companies to make data-driven decisions.<\/p><p>Interactive dashboards and reports can be built from data from a variety of sources. A variety of charts and graphs can be used to visualize data.<\/p><p><a href=\"https:\/\/datascientest.com\/en\/power-bi-in-audit-how-is-power-bi-is-redefining-auditing-practices\">Power BI can access vast volumes of data from multiple sources<\/a>, in a wide variety of formats such as Excel, CSV, XML, JSON or PDF. Its powerful compression algorithms enable data to be imported as .PBIX files.<\/p><p>The tool also boasts a highly intuitive drag-and-drop user interface. Integration with Excel and Office 365 ecosystem software is also a major highlight.<\/p><p>Considered the benchmark in Business Intelligence software, Power BI is used by companies in all sectors for business intelligence and data analysis.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-936e5f4 e-flex e-con-boxed e-con\" data-id=\"936e5f4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c3ac2b5 elementor-widget elementor-widget-heading\" data-id=\"c3ac2b5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is Power BI matrix table \/ matrix visualization?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d5b72b elementor-widget elementor-widget-text-editor\" data-id=\"9d5b72b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A <strong>matrix display<\/strong> is similar to a table. However, a table supports two dimensions and the data is flat. Duplicate values are displayed, not aggregated.<\/p><p>The matrix simplifies the <strong>display of multi-dimensional data<\/strong> thanks to a tiered layout. Data is automatically aggregated, and a <strong>drill-down<\/strong> feature allows for further analysis.<\/p><p>Matrix visuals can be created in Power BI reports, and elements within the matrix can be highlighted with other visuals on that report page.<\/p><p>For example,<strong> rows and columns<\/strong> or even individual cells can be selected and highlighted. Selections of individual cells or multiple cells can be copied and pasted into other applications.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af663de elementor-widget elementor-widget-image\" data-id=\"af663de\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/10\/tableau-matrice-powerbi2.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16d5360 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"16d5360\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/power-bi-training\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Start your Power BI training<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6e41a3d e-flex e-con-boxed e-con\" data-id=\"6e41a3d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f717af1 elementor-widget elementor-widget-heading\" data-id=\"f717af1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How do I create a Power BI matrix table?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-707673e elementor-widget elementor-widget-text-editor\" data-id=\"707673e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Power BI matrix tables<\/strong> are just as easy to create as conventional tables. All you have to do is fill in the rows, columns and values.<\/p><p>For example, if you want to create a table grouping the year&#8217;s sales, the store chain, its geographical zone and its product category, you can place the store chains and zones in the rows, the product categories in the columns, and the year&#8217;s sales values.<\/p><p>First click on the matrix table icon in the viewer panel, then drag the appropriate fields to the right positions.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3583bee e-flex e-con-boxed e-con\" data-id=\"3583bee\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0aeb001 elementor-widget elementor-widget-heading\" data-id=\"0aeb001\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Drill Down functionality<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce55e7d elementor-widget elementor-widget-text-editor\" data-id=\"ce55e7d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Power BI offers a<strong> useful &#8220;Drill Down&#8221; functionality for matrix visualization.<\/strong> It can be used on rows, columns, individual sections or even cells.<\/p><p>To drill down rows and columns, it&#8217;s necessary to start by adding multiple fields to row and column buckets on the visualization panel.<\/p><p>This creates a hierarchy or grouping. For example, store chain and product category fields can be placed in the row bucket. The drill down \/ drill up icons in the top left corner indicate whether the matrix table has a hierarchy.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c56da9 elementor-widget elementor-widget-image\" data-id=\"8c56da9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/10\/power-bi-drill-action-menu.png\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42d6080 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"42d6080\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/power-bi-training\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our Power BI training<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c35112e e-flex e-con-boxed e-con\" data-id=\"c35112e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3cd6201 elementor-widget elementor-widget-heading\" data-id=\"3cd6201\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Formatting options<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-897f943 elementor-widget elementor-widget-text-editor\" data-id=\"897f943\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Power BI offers numerous formatting options for matrix visuals. Simply click on &#8220;format&#8221; on the visualization panel while the visual is selected.<\/p><p>These include formats for grids, column and row headers, values, totals and subtotals, and fields. A conditional formatting option is also available to display data bars according to cell value.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3a52626 e-flex e-con-boxed e-con\" data-id=\"3a52626\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ee1c87 elementor-widget elementor-widget-heading\" data-id=\"1ee1c87\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How do I take a Power BI training course?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8483c0 elementor-widget elementor-widget-text-editor\" data-id=\"e8483c0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Multivariate reporting is<a href=\"https:\/\/datascientest.com\/en\/the-evolution-of-data-insights-data-science-vs-business-intelligence-in-the-big-data-era\"> commonly used in Business Intelligence,<\/a> and knowing how to create matrix visualizations is a valuable skill in demand in the enterprise. To master Power BI and all its subtleties, you can choose DataScientest.<\/p><p>Our <a href=\"https:\/\/datascientest.com\/en\/power-bi-vs-tableau\">Power BI<\/a> distance learning BootCamp course enables you to acquire complete mastery of the software in just five days. By the end of the course, you&#8217;ll be able to analyze data and create interactive dashboards with Power BI.<\/p><p>The program covers the <a href=\"https:\/\/datascientest.com\/en\/power-query-what-is-it-whats-it-for\">Power Query engine<\/a>, the DAX language and DataViz. As a Microsoft Learning Partner, DataScientest prepares you to take the <strong>Microsoft PL-300 exam for Power BI Data Analyst Associate certification<\/strong>.<\/p><p>This state-recognized training course can be fully financed by different funding options. Don&#8217;t wait any longer and discover DataScientest&#8217;s PowerBI training!<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f2257f elementor-widget elementor-widget-text-editor\" data-id=\"0f2257f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Now you know all about matrix visualization in Power BI. For more information, see our complete dossier on <a href=\"https:\/\/datascientest.com\/en\/power-bi-vs-tableau-vs-qlik-which-to-choose\">Power BI<\/a> and our <a href=\"https:\/\/datascientest.com\/en\/excel-to-power-bi-how-to-transform-a-pivot-table-in-excel-into-a-dataset-that-can-be-used-by-power-bi\">dossier on Excel.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-051dd3c elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"051dd3c\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/power-bi-training\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our Power BI training<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-43528e9 e-flex e-con-boxed e-con\" data-id=\"43528e9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fc4b9a6 elementor-widget elementor-widget-html\" data-id=\"fc4b9a6\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{\n    \"@type\": \"Question\",\n    \"name\": \"What is a matrix visualization?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"A matrix visualization is similar to an array. 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Just fill in the rows, columns and values.\"\n    }\n  }]\n}\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Power BI matrix table: Matrix visualization is a very useful feature of Power BI, especially for text analysis. Find out everything you need to know, and how to take a training course to master the software. Multivariate reporting is often a necessity in Business Intelligence. It is sometimes essential to visualize data in different dimensions. 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