ATLytics Data Capstone | Creative Spark Media<\/title>\n <meta name=\"description\" content=\"Explore the ATLytics data capstone project where we uncovered what makes a hit song using data analysis and Tableau dashboards.\" \/>\n <meta name=\"keywords\" content=\"ATLytics, data analytics, Tableau dashboard, hit songs, music data, data storytelling, case study\" \/>\n <meta name=\"author\" content=\"Creative Spark Media\" \/>\n <meta property=\"og:title\" content=\"ATLytics Data Capstone | Creative Spark Media\" \/>\n <meta property=\"og:description\" content=\"Explore how data analysis revealed lyrical and musical patterns behind hit songs in this ATLytics capstone project.\" \/>\n <meta property=\"og:url\" content=\"https:\/\/creativespark.app\/atlytics-case-study\" \/>\n <meta property=\"og:image\" content=\"https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png\" \/>\n <meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n <link href=\"https:\/\/cdn.jsdelivr.net\/npm\/bootstrap@5.3.0\/dist\/css\/bootstrap.min.css\" rel=\"stylesheet\" \/>\n <style>\n body {\n font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;\n background-color: #f9f9f9;\n color: #333;\n }\n .section-title {\n margin-top: 3rem;\n margin-bottom: 1.5rem;\n }\n iframe, .tableauPlaceholder {\n width: 100%;\n border: none;\n border-radius: 0.5rem;\n margin-bottom: 2rem;\n }\n <\/style>\n<\/head>\n<body>\n<main class=\"container my-5\" aria-labelledby=\"mainTitle\">\n <header>\n \n <div style=\"font-family: Arial, sans-serif; line-height: 1.6;\">\n \n <p>Every era has its anthems. The songs that do not just top the charts, but etch themselves into memory.<br>\n At ATLytics, I set out to answer a deceptively simple question: <strong>what makes a song unforgettable?<\/strong><\/p>\n\n <p>Armed with real-world chart data, I built a project that fused art and analytics, turning over 300 songs into a blueprint for musical magic.<br>\n Using Python, Pandas, Excel, Tableau, Bootstrap, Datawrapper, and Jupyter Notebook, I explored the DNA of hits. I examined lyrical themes, instruments, and emotional currents, and translated complex patterns into a visual story anyone could feel.<\/p>\n\n <h3>The mission was clear:<\/h3>\n <ul>\n <li>Explore lyrical themes, instrumentation, and emotions behind the biggest tracks<\/li>\n <li>Visualize data in a way that even non-technical audiences could instantly grasp<\/li>\n <li>Find the emotional core behind repeat-worthy songs<\/li>\n <\/ul>\n\n <h3>Through deep analysis, a clear “hit song formula” emerged:<\/h3>\n\n <h4>The Ingredients of a Modern Hit Song:<\/h4>\n <ul>\n <li><strong>Lyrics:<\/strong> Love and heartbreak dominate. “Being in Love” (39.23 percent) and “Ex-Lovers” (20.5 percent) lead the charts.<\/li>\n <li><strong>Instruments:<\/strong> Electronic energy rules. Drum Machines, Synth Pads, and Synth Bass appear in almost every top hit.<\/li>\n <li><strong>Genres:<\/strong> Pop (41.1 percent) and Urban (38.9 percent) reign supreme, with Latin (17.4 percent) rising fast in global influence.<\/li>\n <li><strong>Emotional Resonance:<\/strong> Tracks tied to positivity, self-reflection, and emotional storytelling outperform purely upbeat or novelty songs.<\/li>\n <\/ul>\n\n <h3>In short:<\/h3>\n <p>The biggest hits are not just catchy. They are vulnerable. They fuse futuristic sounds with universal feelings like love, loss, and resilience, packaged inside the polished worlds of Pop and Urban beats.<\/p>\n\n <p>This project did not just crunch numbers.<br>\n It decoded how data meets desire, how emotion finds rhythm, and how the right story wrapped in the right sound becomes timeless.<\/p>\n<\/div>\n\n <\/header>\n\n \n <div class='tableauPlaceholder' id='viz1745209111960' style='position: relative'>\n <noscript>\n <a href='#'>\n <img alt='What Makes a Hit Song Dashboard' src='https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png' style='border: none' \/>\n <\/a>\n <\/noscript>\n <object class='tableauViz' style='display:none;'>\n <param name='host_url' value='https%3A%2F%2Fpublic.tableau.com%2F' \/>\n <param name='embed_code_version' value='3' \/>\n <param name='site_root' value='' \/>\n <param name='name' value='WhatMakesaSpotifyHitSong\/Dashboard12' \/>\n <param name='tabs' value='no' \/>\n <param name='toolbar' value='yes' \/>\n <param name='static_image' value='https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png' \/>\n <param name='animate_transition' value='yes' \/>\n <param name='display_static_image' value='yes' \/>\n <param name='display_spinner' value='yes' \/>\n <param name='display_overlay' value='yes' \/>\n <param name='display_count' value='yes' \/>\n <param name='language' value='en-US' \/>\n <\/object>\n <\/div>\n <script type='text\/javascript'>\n var divElement = document.getElementById('viz1745209111960');\n var vizElement = divElement.getElementsByTagName('object')[0];\n if (divElement.offsetWidth > 800) {\n vizElement.style.width = '100%';\n vizElement.style.height = (divElement.offsetWidth * 0.75) + 'px';\n } else if (divElement.offsetWidth > 500) {\n vizElement.style.width = '100%';\n vizElement.style.height = (divElement.offsetWidth * 0.75) + 'px';\n } else {\n vizElement.style.width = '100%';\n vizElement.style.height = '1677px';\n }\n var scriptElement = document.createElement('script');\n scriptElement.src = 'https:\/\/public.tableau.com\/javascripts\/api\/viz_v1.js';\n vizElement.parentNode.insertBefore(scriptElement, vizElement);\n <\/script>\n\n \n <section class=\"accordion my-4\" id=\"capstoneAccordion\">\n <div class=\"accordion-item\">\n <h2 class=\"accordion-header\" id=\"headingClient\">\n <button class=\"accordion-button\" type=\"button\" data-bs-toggle=\"collapse\" data-bs-target=\"#collapseClient\" aria-expanded=\"true\" aria-controls=\"collapseClient\">\n Project Scope\n <\/button>\n <\/h2>\n <div id=\"collapseClient\" class=\"accordion-collapse collapse show\" aria-labelledby=\"headingClient\" data-bs-parent=\"#capstoneAccordion\">\n <div class=\"accordion-body\">\n Analyze real-world music chart data to identify patterns behind hit songs using data visualization and storytelling.\n <\/div>\n <\/div>\n <\/div>\n\n <div class=\"accordion-item\">\n <h2 class=\"accordion-header\" id=\"headingGoals\">\n <button class=\"accordion-button collapsed\" type=\"button\" data-bs-toggle=\"collapse\" data-bs-target=\"#collapseGoals\" aria-expanded=\"false\" aria-controls=\"collapseGoals\">\n Project Goals\n <\/button>\n <\/h2>\n <div id=\"collapseGoals\" class=\"accordion-collapse collapse\" aria-labelledby=\"headingGoals\" data-bs-parent=\"#capstoneAccordion\">\n <div class=\"accordion-body\">\n <ul>\n <li>Explore lyrical themes, instrumentation, and emotions in top-charting tracks<\/li>\n <li>Use data visualization to uncover trends and emotional resonance<\/li>\n <li>Present insights to non-technical audiences<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n\n <div class=\"accordion-item\">\n <h2 class=\"accordion-header\" id=\"headingTools\">\n <button class=\"accordion-button collapsed\" type=\"button\" data-bs-toggle=\"collapse\" data-bs-target=\"#collapseTools\" aria-expanded=\"false\" aria-controls=\"collapseTools\">\n Tools Used\n <\/button>\n <\/h2>\n <div id=\"collapseTools\" class=\"accordion-collapse collapse\" aria-labelledby=\"headingTools\" data-bs-parent=\"#capstoneAccordion\">\n <div class=\"accordion-body\">\n Python, Pandas, Excel, Tableau, Bootstrap, Datawrapper, and Jupyter Notebook.\n <\/div>\n <\/div>\n <\/div>\n\n <div class=\"accordion-item\">\n <h2 class=\"accordion-header\" id=\"headingOutcome\">\n <button class=\"accordion-button collapsed\" type=\"button\" data-bs-toggle=\"collapse\" data-bs-target=\"#collapseOutcome\" aria-expanded=\"false\" aria-controls=\"collapseOutcome\">\n Outcome\n <\/button>\n <\/h2>\n <div id=\"collapseOutcome\" class=\"accordion-collapse collapse\" aria-labelledby=\"headingOutcome\" data-bs-parent=\"#capstoneAccordion\">\n <div class=\"accordion-body\">\n Discovered strong emotional and lyrical patterns behind high-performing songs. Dashboard shared with faculty and peers to demonstrate the storytelling power of analytics.\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n<\/main>\n<script src=\"https:\/\/cdn.jsdelivr.net\/npm\/bootstrap@5.3.0\/dist\/js\/bootstrap.bundle.min.js\"><\/script>\n<\/body>\n<\/html>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ATLytics Data Capstone | Creative Spark Media Every era has its anthems. The songs that do not just top the charts, but etch themselves into memory. At ATLytics, I set out to answer a deceptively simple question: what makes a song unforgettable? Armed with real-world chart data, I built a project that fused art and […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1034","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n<title>ATLytics: What Makes a Hit Song? - Creative Spark Media<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/creativespark.media\/?p=1034\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ATLytics: What Makes a Hit Song? - Creative Spark Media\" \/>\n<meta property=\"og:description\" content=\"ATLytics Data Capstone | Creative Spark Media Every era has its anthems. The songs that do not just top the charts, but etch themselves into memory. At ATLytics, I set out to answer a deceptively simple question: what makes a song unforgettable? 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{"id":1034,"date":"2025-04-21T04:17:47","date_gmt":"2025-04-21T04:17:47","guid":{"rendered":"https:\/\/creativespark.app\/?p=1034"},"modified":"2025-04-27T17:05:25","modified_gmt":"2025-04-27T17:05:25","slug":"atlytics-music-analytics-case-study","status":"publish","type":"post","link":"https:\/\/creativespark.app\/?p=1034","title":{"rendered":"ATLytics: What Makes a Hit Song?"},"content":{"rendered":"\n\n\n\n \n \n ATLytics Data Capstone | Creative Spark Media<\/title>\n <meta name=\"description\" content=\"Explore the ATLytics data capstone project where we uncovered what makes a hit song using data analysis and Tableau dashboards.\" \/>\n <meta name=\"keywords\" content=\"ATLytics, data analytics, Tableau dashboard, hit songs, music data, data storytelling, case study\" \/>\n <meta name=\"author\" content=\"Creative Spark Media\" \/>\n <meta property=\"og:title\" content=\"ATLytics Data Capstone | Creative Spark Media\" \/>\n <meta property=\"og:description\" content=\"Explore how data analysis revealed lyrical and musical patterns behind hit songs in this ATLytics capstone project.\" \/>\n <meta property=\"og:url\" content=\"https:\/\/creativespark.app\/atlytics-case-study\" \/>\n <meta property=\"og:image\" content=\"https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png\" \/>\n <meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n <link href=\"https:\/\/cdn.jsdelivr.net\/npm\/bootstrap@5.3.0\/dist\/css\/bootstrap.min.css\" rel=\"stylesheet\" \/>\n <style>\n body {\n font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;\n background-color: #f9f9f9;\n color: #333;\n }\n .section-title {\n margin-top: 3rem;\n margin-bottom: 1.5rem;\n }\n iframe, .tableauPlaceholder {\n width: 100%;\n border: none;\n border-radius: 0.5rem;\n margin-bottom: 2rem;\n }\n <\/style>\n<\/head>\n<body>\n<main class=\"container my-5\" aria-labelledby=\"mainTitle\">\n <header>\n \n <div style=\"font-family: Arial, sans-serif; line-height: 1.6;\">\n \n <p>Every era has its anthems. The songs that do not just top the charts, but etch themselves into memory.<br>\n At ATLytics, I set out to answer a deceptively simple question: <strong>what makes a song unforgettable?<\/strong><\/p>\n\n <p>Armed with real-world chart data, I built a project that fused art and analytics, turning over 300 songs into a blueprint for musical magic.<br>\n Using Python, Pandas, Excel, Tableau, Bootstrap, Datawrapper, and Jupyter Notebook, I explored the DNA of hits. I examined lyrical themes, instruments, and emotional currents, and translated complex patterns into a visual story anyone could feel.<\/p>\n\n <h3>The mission was clear:<\/h3>\n <ul>\n <li>Explore lyrical themes, instrumentation, and emotions behind the biggest tracks<\/li>\n <li>Visualize data in a way that even non-technical audiences could instantly grasp<\/li>\n <li>Find the emotional core behind repeat-worthy songs<\/li>\n <\/ul>\n\n <h3>Through deep analysis, a clear “hit song formula” emerged:<\/h3>\n\n <h4>The Ingredients of a Modern Hit Song:<\/h4>\n <ul>\n <li><strong>Lyrics:<\/strong> Love and heartbreak dominate. “Being in Love” (39.23 percent) and “Ex-Lovers” (20.5 percent) lead the charts.<\/li>\n <li><strong>Instruments:<\/strong> Electronic energy rules. Drum Machines, Synth Pads, and Synth Bass appear in almost every top hit.<\/li>\n <li><strong>Genres:<\/strong> Pop (41.1 percent) and Urban (38.9 percent) reign supreme, with Latin (17.4 percent) rising fast in global influence.<\/li>\n <li><strong>Emotional Resonance:<\/strong> Tracks tied to positivity, self-reflection, and emotional storytelling outperform purely upbeat or novelty songs.<\/li>\n <\/ul>\n\n <h3>In short:<\/h3>\n <p>The biggest hits are not just catchy. They are vulnerable. They fuse futuristic sounds with universal feelings like love, loss, and resilience, packaged inside the polished worlds of Pop and Urban beats.<\/p>\n\n <p>This project did not just crunch numbers.<br>\n It decoded how data meets desire, how emotion finds rhythm, and how the right story wrapped in the right sound becomes timeless.<\/p>\n<\/div>\n\n <\/header>\n\n \n <div class='tableauPlaceholder' id='viz1745209111960' style='position: relative'>\n <noscript>\n <a href='#'>\n <img alt='What Makes a Hit Song Dashboard' src='https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png' style='border: none' \/>\n <\/a>\n <\/noscript>\n <object class='tableauViz' style='display:none;'>\n <param name='host_url' value='https%3A%2F%2Fpublic.tableau.com%2F' \/>\n <param name='embed_code_version' value='3' \/>\n <param name='site_root' value='' \/>\n <param name='name' value='WhatMakesaSpotifyHitSong\/Dashboard12' \/>\n <param name='tabs' value='no' \/>\n <param name='toolbar' value='yes' \/>\n <param name='static_image' value='https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png' \/>\n <param name='animate_transition' value='yes' \/>\n <param name='display_static_image' value='yes' \/>\n <param name='display_spinner' value='yes' \/>\n <param name='display_overlay' value='yes' \/>\n <param name='display_count' value='yes' \/>\n <param name='language' value='en-US' \/>\n <\/object>\n <\/div>\n <script type='text\/javascript'>\n var divElement = document.getElementById('viz1745209111960');\n var vizElement = divElement.getElementsByTagName('object')[0];\n if (divElement.offsetWidth > 800) {\n vizElement.style.width = '100%';\n vizElement.style.height = (divElement.offsetWidth * 0.75) + 'px';\n } else if (divElement.offsetWidth > 500) {\n vizElement.style.width = '100%';\n vizElement.style.height = (divElement.offsetWidth * 0.75) + 'px';\n } else {\n vizElement.style.width = '100%';\n vizElement.style.height = '1677px';\n }\n var scriptElement = document.createElement('script');\n scriptElement.src = 'https:\/\/public.tableau.com\/javascripts\/api\/viz_v1.js';\n vizElement.parentNode.insertBefore(scriptElement, vizElement);\n <\/script>\n\n \n <section class=\"accordion my-4\" id=\"capstoneAccordion\">\n <div class=\"accordion-item\">\n <h2 class=\"accordion-header\" id=\"headingClient\">\n <button class=\"accordion-button\" type=\"button\" data-bs-toggle=\"collapse\" data-bs-target=\"#collapseClient\" aria-expanded=\"true\" aria-controls=\"collapseClient\">\n Project Scope\n <\/button>\n <\/h2>\n <div id=\"collapseClient\" class=\"accordion-collapse collapse show\" aria-labelledby=\"headingClient\" data-bs-parent=\"#capstoneAccordion\">\n <div class=\"accordion-body\">\n Analyze real-world music chart data to identify patterns behind hit songs using data visualization and storytelling.\n <\/div>\n <\/div>\n <\/div>\n\n <div class=\"accordion-item\">\n <h2 class=\"accordion-header\" id=\"headingGoals\">\n <button class=\"accordion-button collapsed\" type=\"button\" data-bs-toggle=\"collapse\" data-bs-target=\"#collapseGoals\" aria-expanded=\"false\" aria-controls=\"collapseGoals\">\n Project Goals\n <\/button>\n <\/h2>\n <div id=\"collapseGoals\" class=\"accordion-collapse collapse\" aria-labelledby=\"headingGoals\" data-bs-parent=\"#capstoneAccordion\">\n <div class=\"accordion-body\">\n <ul>\n <li>Explore lyrical themes, instrumentation, and emotions in top-charting tracks<\/li>\n <li>Use data visualization to uncover trends and emotional resonance<\/li>\n <li>Present insights to non-technical audiences<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n\n <div class=\"accordion-item\">\n <h2 class=\"accordion-header\" id=\"headingTools\">\n <button class=\"accordion-button collapsed\" type=\"button\" data-bs-toggle=\"collapse\" data-bs-target=\"#collapseTools\" aria-expanded=\"false\" aria-controls=\"collapseTools\">\n Tools Used\n <\/button>\n <\/h2>\n <div id=\"collapseTools\" class=\"accordion-collapse collapse\" aria-labelledby=\"headingTools\" data-bs-parent=\"#capstoneAccordion\">\n <div class=\"accordion-body\">\n Python, Pandas, Excel, Tableau, Bootstrap, Datawrapper, and Jupyter Notebook.\n <\/div>\n <\/div>\n <\/div>\n\n <div class=\"accordion-item\">\n <h2 class=\"accordion-header\" id=\"headingOutcome\">\n <button class=\"accordion-button collapsed\" type=\"button\" data-bs-toggle=\"collapse\" data-bs-target=\"#collapseOutcome\" aria-expanded=\"false\" aria-controls=\"collapseOutcome\">\n Outcome\n <\/button>\n <\/h2>\n <div id=\"collapseOutcome\" class=\"accordion-collapse collapse\" aria-labelledby=\"headingOutcome\" data-bs-parent=\"#capstoneAccordion\">\n <div class=\"accordion-body\">\n Discovered strong emotional and lyrical patterns behind high-performing songs. Dashboard shared with faculty and peers to demonstrate the storytelling power of analytics.\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n<\/main>\n<script src=\"https:\/\/cdn.jsdelivr.net\/npm\/bootstrap@5.3.0\/dist\/js\/bootstrap.bundle.min.js\"><\/script>\n<\/body>\n<\/html>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ATLytics Data Capstone | Creative Spark Media Every era has its anthems. The songs that do not just top the charts, but etch themselves into memory. At ATLytics, I set out to answer a deceptively simple question: what makes a song unforgettable? Armed with real-world chart data, I built a project that fused art and […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1034","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n<title>ATLytics: What Makes a Hit Song? - Creative Spark Media<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/creativespark.media\/?p=1034\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ATLytics: What Makes a Hit Song? - Creative Spark Media\" \/>\n<meta property=\"og:description\" content=\"ATLytics Data Capstone | Creative Spark Media Every era has its anthems. The songs that do not just top the charts, but etch themselves into memory. At ATLytics, I set out to answer a deceptively simple question: what makes a song unforgettable? Armed with real-world chart data, I built a project that fused art and […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/creativespark.media\/?p=1034\" \/>\n<meta property=\"og:site_name\" content=\"Creative Spark Media\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-21T04:17:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-27T17:05:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png\" \/>\n<meta name=\"author\" content=\"jojobeats\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"jojobeats\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/creativespark.media\\\/?p=1034#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/creativespark.media\\\/?p=1034\"},\"author\":{\"name\":\"jojobeats\",\"@id\":\"http:\\\/\\\/creativespark.media\\\/#\\\/schema\\\/person\\\/f91a2dd3349aa564391b2d5c64c6cbe2\"},\"headline\":\"ATLytics: What Makes a Hit Song?\",\"datePublished\":\"2025-04-21T04:17:47+00:00\",\"dateModified\":\"2025-04-27T17:05:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/creativespark.media\\\/?p=1034\"},\"wordCount\":358,\"commentCount\":0,\"publisher\":{\"@id\":\"http:\\\/\\\/creativespark.media\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/creativespark.media\\\/?p=1034#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/public.tableau.com\\\/static\\\/images\\\/Wh\\\/WhatMakesaSpotifyHitSong\\\/Dashboard12\\\/1.png\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/creativespark.media\\\/?p=1034#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/creativespark.media\\\/?p=1034\",\"url\":\"https:\\\/\\\/creativespark.media\\\/?p=1034\",\"name\":\"ATLytics: What Makes a Hit Song? 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The songs that do not just top the charts, but etch themselves into memory. At ATLytics, I set out to answer a deceptively simple question: what makes a song unforgettable? Armed with real-world chart data, I built a project that fused art and […]","og_url":"https:\/\/creativespark.media\/?p=1034","og_site_name":"Creative Spark Media","article_published_time":"2025-04-21T04:17:47+00:00","article_modified_time":"2025-04-27T17:05:25+00:00","og_image":[{"url":"https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png","type":"","width":"","height":""}],"author":"jojobeats","twitter_card":"summary_large_image","twitter_misc":{"Written by":"jojobeats","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/creativespark.media\/?p=1034#article","isPartOf":{"@id":"https:\/\/creativespark.media\/?p=1034"},"author":{"name":"jojobeats","@id":"http:\/\/creativespark.media\/#\/schema\/person\/f91a2dd3349aa564391b2d5c64c6cbe2"},"headline":"ATLytics: What Makes a Hit Song?","datePublished":"2025-04-21T04:17:47+00:00","dateModified":"2025-04-27T17:05:25+00:00","mainEntityOfPage":{"@id":"https:\/\/creativespark.media\/?p=1034"},"wordCount":358,"commentCount":0,"publisher":{"@id":"http:\/\/creativespark.media\/#organization"},"image":{"@id":"https:\/\/creativespark.media\/?p=1034#primaryimage"},"thumbnailUrl":"https:\/\/public.tableau.com\/static\/images\/Wh\/WhatMakesaSpotifyHitSong\/Dashboard12\/1.png","inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/creativespark.media\/?p=1034#respond"]}]},{"@type":"WebPage","@id":"https:\/\/creativespark.media\/?p=1034","url":"https:\/\/creativespark.media\/?p=1034","name":"ATLytics: What Makes a Hit Song? 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