{"id":9004111223181985,"date":"2022-04-19T11:00:11","date_gmt":"2022-04-19T15:00:11","guid":{"rendered":"https:\/\/www.pragmaticinstitute.com\/?post_type=resources&#038;p=9004111223181985"},"modified":"2024-05-09T18:21:29","modified_gmt":"2024-05-09T18:21:29","slug":"5-effective-communication-techniques-for-data-analysts","status":"publish","type":"resources","link":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/","title":{"rendered":"Communication Skills for Data Analysts"},"content":{"rendered":"<p>4-minute read<\/p>\n<p><em>This article explores the essential communication skills that every data analyst should master.<\/em><\/p>\n<p>The ability to analyze and interpret complex business data has become more important than ever. Yet, beyond the numbers and algorithms lies a skill equally critical but less discussed: communication. As the demand for data analysts increases, those who can effectively convey their findings to diverse audiences not only have an advantage in the job market but can also shape the future of business with data-driven decision-making.<\/p>\n<p>Ready to learn five effective communication skills for data analysts? Keep reading, or use the links below to jump to the section that most interests you:<\/p>\n<ul>\n<li><a href=\"#importance-of-communication-skills-for-data-analysts\">Importance of communication skills for data analysts<\/a><\/li>\n<li><a href=\"#data-storytelling\">Skill #1: Data Storytelling<\/a><\/li>\n<li><a href=\"#data-visualization\">Skill #2: Data Visualization<\/a><\/li>\n<li><a href=\"#written-communication\">Skill #3: Written Communication<\/a><\/li>\n<li><a href=\"#interpersonal-skills\">Skill #4: Interpersonal Skills<\/a><\/li>\n<li><a href=\"#presentation-skills\">Skill #5: Presentation Skills<\/a><\/li>\n<\/ul>\n<h2 id=\"importance-of-communication-skills-for-data-analysts\">Why is it important for data analysts to have strong communication skills?<\/h2>\n<p><span data-preserver-spaces=\"true\">Data analysts need technical and mathematical skills\u00a0<\/span><span data-preserver-spaces=\"true\">to gather, analyze, and interpret complex data from various sources.<\/span><span data-preserver-spaces=\"true\">\u00a0However, communication skills are also essential for successful data analysts. That\u2019s because data analysts need to be able to explain their analyses, data models, and findings to teammates, clients, and executive stakeholders. It is also essential that data analysts share justifications for their conclusions and their implications for businesses. Logistically, clear communication helps teams align on project goals, timelines, and deliverables.\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">The\u00a0<\/span><a href=\"https:\/\/www.bls.gov\/ooh\/math\/data-scientists.htm\" target=\"_blank\" rel=\"noopener\"><span data-preserver-spaces=\"true\">Bureau of Labor Statistics predicts demand for data<\/span><span data-preserver-spaces=\"true\">\u00a0analysts will grow by 35% between 2022 and 2032<\/span><\/a><span data-preserver-spaces=\"true\">. As demand for this competitive role grows, data analysts need strong communication skills to stay competitive in the job market and effective in their jobs. Investing in your communication skills is not just nice to have; it&#8217;s necessary for your career growth and job security.<\/span><\/p>\n<h3 id=\"data-storytelling\">Skill #1: Data Storytelling<\/h3>\n<p><span data-preserver-spaces=\"true\">With endless dashboards, spreadsheets, and charts, data analysts can engage stakeholders with<\/span><span data-preserver-spaces=\"true\">\u00a0<\/span><a href=\"https:\/\/www.pragmaticinstitute.com\/design\/course\/influence-through-storytelling\/\" target=\"_blank\" rel=\"noopener\"><span data-preserver-spaces=\"true\">compelling storytelling<\/span><\/a><span data-preserver-spaces=\"true\">\u00a0that thoroughly explains the findings. Data storytelling involves mapping data and numbers against a narrative to help improve data comprehension and create investment in the findings. Rather than requiring your audience to parse through complex numbers, it helps them focus on the key insights.\u00a0<\/span><span data-preserver-spaces=\"true\">It removes all the noise and focuses on the key insights.<\/span><span data-preserver-spaces=\"true\">\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>Why is it important?<\/strong> Data storytelling is an essential skill for data analysts because it helps engage stakeholders, simplify complex information, and help teams make data-based, strategic decisions.\u00a0<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">Example:<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0When presenting sales data, a data analyst might show that sales decreased period-over-period. Instead of simply showing the trend, a savvy communicator will dig into the data to understand the cause of a downturn and create suspense as they share what generated it. Then, they can follow a\u00a0<\/span><a href=\"https:\/\/www.periscopebpa.com\/post\/narrative-design-the-data-story-arc\" target=\"_blank\" rel=\"noopener\"><span data-preserver-spaces=\"true\">data storytelling narrative arc to share discoveries and bring the audience to a resolution<\/span><\/a><span data-preserver-spaces=\"true\">\u00a0by providing data-based recommendations.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>How can data analysts learn data storytelling?<\/strong> It&#8217;s not as daunting as it may seem. By studying data storytelling frameworks and practicing linking data insights with strategic business outcomes, you can take your audience on a hero\u2019s journey. This practical approach will give you the confidence to effectively communicate complex data in a compelling way.\u00a0<\/span><\/p>\n<h3 id=\"data-visualization\">Skill #2: Data Visualization<\/h3>\n<p><span data-preserver-spaces=\"true\">As human brains process visuals 60,000 times faster than text, data visualization is a critical skill for data analysts.\u00a0<\/span><span data-preserver-spaces=\"true\">Data visualization<\/span><span data-preserver-spaces=\"true\">\u00a0helps individuals interpret the data visually, allowing them to<\/span><span data-preserver-spaces=\"true\">\u00a0absorb the insights and drive business decisions quickly. Data visualization uses graphics like line graphs, area charts, tables, pie charts, and numeric scorecards. Additionally, robust data visualizations call attention to critical insights, such as by offsetting important information in different colors or using data callouts.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>Why is it important?<\/strong> Visualizations help communicators share the most important insights from their data. Data visualization also aids comprehension among audiences by highlighting key information and the same data elements for everyone in the audience.<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">Example:<\/span><\/strong><span data-preserver-spaces=\"true\">\u00a0When you need to share insights about a specific market segment, a talented data analyst might tailor a presentation to set data for that market segment apart visually from other market segments using different colors.\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>How can data analysts learn data visualization?<\/strong> Data analysts should complete data visualization courses to learn best practices for data literacy and visual communication. Practice creating your visualizations using Excel, Google\u2019s Looker Studio, Microsoft PowerBI, or Tableau. Then, share your visualizations with colleagues and ask for feedback.\u00a0<\/span><\/p>\n<h3 id=\"written-communication\">Skill #3: Written Communication<\/h3>\n<p><span data-preserver-spaces=\"true\">Writing precisely and concisely is essential for data analysts. Analysts might summarize findings in presentations, report documents, or even emails. Strong written communication skills help you adapt your message to any audience and make it appropriate to the channel through which you are communicating.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>Why is it important?<\/strong> Strong written communication skills help you tailor your communication to ensure your findings are understood and actionable. Taking the time to write clearly and concisely can prevent confusion or misinterpretation of the data.\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>Example:<\/strong>\u00a0A data analyst can report on the results of a marketing campaign by clearly summarizing the context behind the data, how it was collected and analyzed, and highlighting key findings. By using clear written communication, marketing team members can understand the campaign&#8217;s results and adapt their strategies based on data.\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>How can data analysts improve their written communication skills?<\/strong> Take online courses on business writing to learn the best practices you can implement in your job. Practice regularly and ask for feedback from colleagues and mentors to help you improve.<\/span><\/p>\n<h3 id=\"interpersonal-skills\">Skill #4: Interpersonal Skills<\/h3>\n<p><span data-preserver-spaces=\"true\">Interpersonal skills encompass the ability to interact effectively with colleagues and stakeholders. They help you relate to others through empathy, form lasting connections, negotiate to reach common agreements, and resolve conflict. Essentially, these are the skills that make you \u201cgood with people.\u201d\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>Why is it important?<\/strong> Interpersonal skills in the workplace help form a collaborative environment that upholds psychological safety and helps teams work through obstacles to achieve common goals. For data analysts, this helps navigate the complexities of business needs (and sometimes conflicting priorities) and improves collaboration.\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>Example:<\/strong>\u00a0Data analysts use interpersonal skills to facilitate conversations between departments and identify key performance indicators (KPIs) that effectively measure the performance of individual teams and the company.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>How can data analysts improve their interpersonal skills?<\/strong> Participate in team-building activities and<\/span><span data-preserver-spaces=\"true\">\u00a0leverage free resources like webinars and podcasts to improve these skills on your own time. You can also build empathy by working to consider others\u2019 perspectives, asking for input, and requesting feedback during difficult conversations.\u00a0<\/span><\/p>\n<h3 id=\"presentation-skills\">Skill #5: Presentation Skills<\/h3>\n<p><span data-preserver-spaces=\"true\">Strong presentation skills combine the essential elements of data visualization, storytelling, and written and interpersonal communication skills. It involves presenting data and insights using visualization tools or presentation decks to share important information and ensure comprehension from your audience. Knowing how to tailor your information to fit your audience&#8217;s needs and skill levels and compellingly delivering that tailored information is an essential skill for data analysts. Beyond merely presenting the data, speaking clearly and concisely, making eye contact with your audience, and leveraging your body language to communicate key points can bolster your presentation.\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>Why is it important?<\/strong> Data analysts might give presentations to audiences of all skill levels. The goal is to present data without confusing, overwhelming, or intimidating the audience. Not only presenting the information but also presenting it in a way that helps your audience understand it and feel invested in it is a powerful skill for any employee.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>Example:<\/strong>\u00a0A data analyst may give quarterly presentations on product quality and revenue to executive stakeholders.\u00a0<\/span><\/p>\n<p><span data-preserver-spaces=\"true\"><strong>How can data analysts improve their presentation skills?<\/strong> Practice, practice, practice! Ask for opportunities to present data to colleagues (even when it\u2019s not required). Get feedback on your presentation skills and ask for advice from presenters you admire.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.<\/p>\n","protected":false},"author":2,"featured_media":9004111224891136,"menu_order":0,"template":"","categories":[9004111222509931],"tags":[9004111224763230,9004111222820860,313,9004111224763117],"content-series":[],"content-format":[9004111223037711],"framework-box":[],"vertical":[132],"ppma_author":[1262],"class_list":["post-9004111223181985","resources","type-resources","status-publish","has-post-thumbnail","hentry","category-data-science","tag-communication-skills","tag-data-analysis","tag-data-science","tag-soft-skills","content-format-article","vertical-data","author-pragmatic-institute-expert-training-for-data-design-product"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Communication Skills for Data Analysts | Pragmatic Institute<\/title>\n<meta name=\"description\" content=\"Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Communication Skills for Data Analysts | Pragmatic Institute\" \/>\n<meta property=\"og:description\" content=\"Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/\" \/>\n<meta property=\"og:site_name\" content=\"Pragmatic Institute - Resources\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-09T18:21:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2023\/08\/10-Ways-to-Communicate-Data-Findings-Effectively-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1459\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Communication Skills for Data Analysts | Pragmatic Institute\" \/>\n<meta name=\"twitter:description\" content=\"Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2023\/08\/10-Ways-to-Communicate-Data-Findings-Effectively-scaled.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/\",\"url\":\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/\",\"name\":\"Communication Skills for Data Analysts | Pragmatic Institute\",\"isPartOf\":{\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2022\/04\/Communication-Skills-for-Data-Analysts_Pragmatic-Institute.png\",\"datePublished\":\"2022-04-19T15:00:11+00:00\",\"dateModified\":\"2024-05-09T18:21:29+00:00\",\"description\":\"Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#primaryimage\",\"url\":\"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2022\/04\/Communication-Skills-for-Data-Analysts_Pragmatic-Institute.png\",\"contentUrl\":\"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2022\/04\/Communication-Skills-for-Data-Analysts_Pragmatic-Institute.png\",\"width\":1236,\"height\":550,\"caption\":\"An illustration representing essential communication skills for data analysts.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.pragmaticinstitute.com\/resources\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Resources\",\"item\":\"https:\/\/www.pragmaticinstitute.com\/resources\/resources\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Communication Skills for Data Analysts\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/#website\",\"url\":\"https:\/\/www.pragmaticinstitute.com\/resources\/\",\"name\":\"Pragmatic Institute\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/#organization\"},\"alternateName\":\"Pragmatic\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.pragmaticinstitute.com\/resources\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/#organization\",\"name\":\"Pragmatic Institute\",\"url\":\"https:\/\/www.pragmaticinstitute.com\/resources\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2021\/09\/The_Pragmatic_Institute_Stacked_Logo.png\",\"contentUrl\":\"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2021\/09\/The_Pragmatic_Institute_Stacked_Logo.png\",\"width\":216,\"height\":224,\"caption\":\"Pragmatic Institute\"},\"image\":{\"@id\":\"https:\/\/www.pragmaticinstitute.com\/resources\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Communication Skills for Data Analysts | Pragmatic Institute","description":"Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/","og_locale":"en_US","og_type":"article","og_title":"Communication Skills for Data Analysts | Pragmatic Institute","og_description":"Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.","og_url":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/","og_site_name":"Pragmatic Institute - Resources","article_modified_time":"2024-05-09T18:21:29+00:00","og_image":[{"width":2560,"height":1459,"url":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2023\/08\/10-Ways-to-Communicate-Data-Findings-Effectively-scaled.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_title":"Communication Skills for Data Analysts | Pragmatic Institute","twitter_description":"Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.","twitter_image":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2023\/08\/10-Ways-to-Communicate-Data-Findings-Effectively-scaled.jpg","twitter_misc":{"Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/","url":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/","name":"Communication Skills for Data Analysts | Pragmatic Institute","isPartOf":{"@id":"https:\/\/www.pragmaticinstitute.com\/resources\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#primaryimage"},"image":{"@id":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2022\/04\/Communication-Skills-for-Data-Analysts_Pragmatic-Institute.png","datePublished":"2022-04-19T15:00:11+00:00","dateModified":"2024-05-09T18:21:29+00:00","description":"Explore 5 essential communication skills for data analysts, learn why they are important, and discover how to develop them in your job.","breadcrumb":{"@id":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#primaryimage","url":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2022\/04\/Communication-Skills-for-Data-Analysts_Pragmatic-Institute.png","contentUrl":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2022\/04\/Communication-Skills-for-Data-Analysts_Pragmatic-Institute.png","width":1236,"height":550,"caption":"An illustration representing essential communication skills for data analysts."},{"@type":"BreadcrumbList","@id":"https:\/\/www.pragmaticinstitute.com\/resources\/articles\/data\/5-effective-communication-techniques-for-data-analysts\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pragmaticinstitute.com\/resources\/"},{"@type":"ListItem","position":2,"name":"Resources","item":"https:\/\/www.pragmaticinstitute.com\/resources\/resources\/"},{"@type":"ListItem","position":3,"name":"Communication Skills for Data Analysts"}]},{"@type":"WebSite","@id":"https:\/\/www.pragmaticinstitute.com\/resources\/#website","url":"https:\/\/www.pragmaticinstitute.com\/resources\/","name":"Pragmatic Institute","description":"","publisher":{"@id":"https:\/\/www.pragmaticinstitute.com\/resources\/#organization"},"alternateName":"Pragmatic","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.pragmaticinstitute.com\/resources\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.pragmaticinstitute.com\/resources\/#organization","name":"Pragmatic Institute","url":"https:\/\/www.pragmaticinstitute.com\/resources\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pragmaticinstitute.com\/resources\/#\/schema\/logo\/image\/","url":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2021\/09\/The_Pragmatic_Institute_Stacked_Logo.png","contentUrl":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-content\/uploads\/sites\/6\/2021\/09\/The_Pragmatic_Institute_Stacked_Logo.png","width":216,"height":224,"caption":"Pragmatic Institute"},"image":{"@id":"https:\/\/www.pragmaticinstitute.com\/resources\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/resources\/9004111223181985","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/resources"}],"about":[{"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/types\/resources"}],"author":[{"embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/users\/2"}],"version-history":[{"count":0,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/resources\/9004111223181985\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/media\/9004111224891136"}],"wp:attachment":[{"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/media?parent=9004111223181985"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/categories?post=9004111223181985"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/tags?post=9004111223181985"},{"taxonomy":"content-series","embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/content-series?post=9004111223181985"},{"taxonomy":"content-format","embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/content-format?post=9004111223181985"},{"taxonomy":"framework-box","embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/framework-box?post=9004111223181985"},{"taxonomy":"vertical","embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/vertical?post=9004111223181985"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.pragmaticinstitute.com\/resources\/wp-json\/wp\/v2\/ppma_author?post=9004111223181985"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}