{"id":39312,"date":"2017-02-15T08:48:30","date_gmt":"2017-02-15T08:48:30","guid":{"rendered":"https:\/\/vwo.com\/blog\/?p=39312"},"modified":"2026-04-10T10:59:41","modified_gmt":"2026-04-10T05:29:41","slug":"data-driven-optimization-increased-revenues","status":"publish","type":"post","link":"https:\/\/vwo.com\/blog\/data-driven-optimization-increased-revenues\/","title":{"rendered":"Data-Driven Optimization: How The Moneyball Method Can Grow Revenue"},"content":{"rendered":"\n<p><span style=\"font-weight: 400\">Whether your current ROI is something to brag about or something to worry about, the secret to making it shine lies in a 2011 award-winning movie starring Brad Pitt.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Do you remember the plot?<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">The manager of the downtrodden Oakland A\u2019s meets a baseball-loving Yale economics graduate who maintains certain theories about how to assemble a winning team.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">His unorthodox methods run contrary to scouting recommendations and are generated by computer analysis models.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center\"><a href=\"https:\/\/vwo.com\/conversion-rate-optimization\/#guide-download\"><span style=\"text-decoration: underline\"><em>Download Free: Conversion Rate Optimization Guide<\/em><\/span><\/a><\/h3>\n\n\n\n<p><span style=\"font-weight: 400\">Despite the ridicule from scoffers and naysayers, the geek proves his point. His data-driven successes may even have been the secret sauce, fueling Boston\u2019s World Series title in 2004 (true story and the movie is <\/span><i><span style=\"font-weight: 400\">Moneyball<\/span><\/i><span style=\"font-weight: 400\">).<\/span><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"183\" src=\"https:\/\/static.wingify.com\/vwo\/uploads\/sites\/3\/2017\/02\/img-0_copy-300x183.jpg\" alt=\"img-0_copy\" class=\"wp-image-39318\" \/><\/figure>\n<\/div>\n\n\n<p><span style=\"font-weight: 400\">What\u2019s my point?<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Being data-driven seemed a geeks\u2019 only game, or a far reach to many, just a few years ago. Today, it\u2019s time to get on the data-driven bandwagon\u2026or get crushed by it.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Let\u2019s briefly look at the situation and the cure.<\/span><\/p>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Being Data-Driven: The Situation\" id=\"being-data-driven-the-situation\" data-menu-id=\"being-data-driven-the-situation\" style=\"text-align:left\"><strong>Being Data-Driven: The Situation<\/strong><\/h2>\n\n\n<p><span style=\"font-weight: 400\">Brand awareness, test drive, churn, customer satisfaction, and take rate\u2014are essential non-financial metrics, says <\/span><span style=\"font-weight: 400\">Mark Jeffery<\/span><span style=\"font-weight: 400\">, adjunct professor at the Kellogg School of Management.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Throw in a few more\u2014payback, internal rate of return, transaction conversion rate, and bounce rate\u2014and you\u2019re well on your way to mastering Jeffery\u2019s 15 metric essentials.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Why should you care?<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Because Mark echoes the assessment of his peers from other top schools of management:<\/span><\/p>\n\n\n\n<p><i><span style=\"font-weight: 400\">Organizations that embrace marketing metrics and create a data-driven marketing culture have a competitive advantage that results in significantly better financial performance than that of their competitors. &#8211; Mark Jeffery.<\/span><\/i><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">You don\u2019t believe in taking marketing and business growth advice from a guy who earned a PhD in theoretical physics? Search \u201c<a href=\"https:\/\/www.marketingcharts.com\/digital-50893\">data-driven stats<\/a>\u201d for a look at <\/span><span style=\"font-weight: 400\">the research<\/span><span style=\"font-weight: 400\">. Data-centric methods are leading the pack.<br><\/span><\/p>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Being Data-Driven: The Problem\" id=\"being-data-driven-the-problem\" data-menu-id=\"being-data-driven-the-problem\" style=\"text-align:left\"><strong>Being Data-Driven: The Problem<\/strong><\/h2>\n\n\n<p><span style=\"font-weight: 400\">If learning to leverage data can help the Red Sox win the World Series, why are most companies still struggling to get on board, more than a decade later?<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">There\u2019s one little glitch in the movement. We\u2019ve quickly moved from \u201cavailable data\u201d to \u201cabundant data\u201d to \u201cBIG data.\u201d<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\"><a href=\"https:\/\/thegood.com\/insights\/marketing-roi\/\">CMO<\/a>\u2019s are swamped<\/span><span style=\"font-weight: 400\"> with information and are struggling to make sense of it all. It\u2019s a matter of getting lost in the immensity of the forest and forgetting about the trees. And sometimes, CMO&#8217;s can come across <a href=\"https:\/\/vwo.com\/blog\/twyman-law\/\">data that might seem interesting but can turn out to be wrong<\/a>.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">We want the fruits of a data-driven culture. We just aren\u2019t sure where or how to pick them.&nbsp;<\/span><\/p>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Data-Driven Marketing: The Cure\" id=\"data-driven-marketing-the-cure\" data-menu-id=\"data-driven-marketing-the-cure\" style=\"text-align:left\"><strong>Data-Driven Marketing: The Cure<\/strong><\/h2>\n\n\n<p><span style=\"font-weight: 400\">I\u2019ve discovered that the answer to big data overload is hidden right in the problem, right there at the source.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Data is produced by scientific means. That\u2019s why academics like Mark are the best interpreters of that data. They\u2019re schooled in the scientific method.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">That means I must either hire a data scientist or learn to approach the analytical part of the business with the demeanour of a math major.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Turns out that it\u2019s not that difficult to get started. This brings us to the most important aspect, that is, the scientific approach to growth.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center\"><a href=\"https:\/\/vwo.com\/conversion-rate-optimization\/#guide-download\"><span style=\"text-decoration: underline\"><em>Download Free: Conversion Rate Optimization Guide<\/em><\/span><\/a><\/h3>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Scientific Method of Growth\" id=\"scientific-method-of-growth\" data-menu-id=\"scientific-method-of-growth\" style=\"text-align:left\"><strong>Scientific Method of Growth<\/strong><\/h2>\n\n\n<p><span style=\"font-weight: 400\">You\u2019re probably already familiar with the components of <\/span><span style=\"font-weight: 400\">the scientific method<\/span><span style=\"font-weight: 400\">. Here\u2019s one way of describing it:<\/span><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><span style=\"font-weight: 400\">Identify and observe a problem, then state it as a question.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400\">Research the topic and then develop a hypothesis that would answer the question.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400\">Create and run an experiment to test the hypothesis.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400\">Go over the findings to establish conclusions.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400\">Continue asking and continue testing.<br><\/span>\n<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/thegood.com\/insights\/ab-multivariate-testing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"159\" src=\"https:\/\/static.wingify.com\/vwo\/uploads\/sites\/3\/2017\/02\/image02-300x159.png\" alt=\"Scientific Method of Growth and Optimization\" class=\"wp-image-39316\" \/><\/a><figcaption class=\"wp-element-caption\">Image source: the good<\/figcaption><\/figure>\n<\/div>\n\n\n<p><span style=\"font-weight: 400\">By focusing on one part of the puzzle at a time, neither the task nor the data will seem overwhelming. As you are designing the experiment, you can control it.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Here\u2019s an example of how to apply the scientific method to data-driven growth\/optimization, as online enterprises would know it.<\/span><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><b>Question<\/b><span style=\"font-weight: 400\">: Say you have a product on your e-commerce site that\u2019s not selling as well as you want. The category manager advises lowering the price. Is that a good idea?<\/span><\/li>\n\n\n\n<li><b>Hypothesis<\/b><span style=\"font-weight: 400\">: Research tells you that similar products are selling at an average price that is about the same as yours. You hypothesize that lowering your price will increase sales.<\/span><\/li>\n\n\n\n<li><b>Test<\/b><span style=\"font-weight: 400\">: You devise an <a href=\"https:\/\/vwo.com\/blog\/ecommerce-ab-testing\/\">A\/B test that will offer the item at a lower price to half of your e-commerce visitors and at the same price to the other half.<\/a> You run the test for one week.<\/span><\/li>\n\n\n\n<li><b>Conclusions<\/b><span style=\"font-weight: 400\">: Results show that lowering the price did not significantly increase sales.<\/span><\/li>\n\n\n\n<li><b>Action<\/b><span style=\"font-weight: 400\">: You create another hypothesis to explain the disappointing sales and test this hypothesis for accuracy.<\/span><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/thegood.com\/insights\/ab-multivariate-testing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"145\" src=\"https:\/\/static.wingify.com\/vwo\/uploads\/sites\/3\/2017\/02\/img-1_copy-300x145.jpg\" alt=\"A\/B Testing\" class=\"wp-image-39317\" \/><\/a><figcaption class=\"wp-element-caption\">Image source: the good<\/figcaption><\/figure>\n<\/div>\n\n\n<p><span style=\"font-weight: 400\">You may think that the above example is an oversimplification, but we\u2019ve seen our clients at <\/span><span style=\"font-weight: 400\">The Good<\/span><span style=\"font-weight: 400\">&nbsp;make impressive gains by arriving at data-driven decisions based on experiments even less complicated.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">And the scientific methodology applies to companies both large and small, too. We\u2019ve used the same approach with everyone from Xerox to Adobe.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Big data certainly is big, but it doesn\u2019t have to be scary. Step-by-step analysis on fundamental questions followed by a data-driven optimization plan is enough to get you large gains.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">The scientific approach to growth can be best implemented with a platform that is connected and comprehensive. Such a platform, which shows business performance on its goals, from one stage of the funnel to another, can help save a lot of time, effort, and money.<\/span><\/p>\n\n\n\n<p><span data-sheets-root=\"1\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Bonus content: Watch a webinar on interpreting your data correctly and drawing accurate conclusions.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:5117,&quot;3&quot;:{&quot;1&quot;:0},&quot;5&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;6&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;7&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;8&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;9&quot;:1,&quot;10&quot;:1,&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Calibri&quot;}\">Bonus content: Watch a webinar on interpreting your data correctly and drawing accurate conclusions.<\/span><\/p>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-wp-embed is-provider-wistia-inc wp-block-embed-wistia-inc\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"Trusting a Distributed Data Pipeline Video\" src=\"https:\/\/fast.wistia.net\/embed\/iframe\/34d429g50j?dnt=1#?secret=OWghAmCJGI\" data-secret=\"OWghAmCJGI\" frameborder=\"0\" scrolling=\"no\" width=\"690\" height=\"388\"><\/iframe>\n<\/div><figcaption class=\"wp-element-caption\">Trusting a distributed data pipeline<\/figcaption><\/figure>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Conclusion\" id=\"conclusion\" data-menu-id=\"conclusion\" style=\"text-align:left\"><strong>Conclusion<\/strong><\/h2>\n\n\n<p><span style=\"font-weight: 400\">Businesses need to be data-driven in order to optimize for growth and to achieve business success. The scientific method can help utilize data in the best possible ways to attain larger gains. Take A\/B testing, for example. Smart A\/B testing is more than just about testing random ideas. It is about following a scientific, data-driven approach. Follow the <\/span><i><span style=\"font-weight: 400\">Moneyball<\/span><\/i><span style=\"font-weight: 400\"> method of data-driven testing and optimization, and you\u2019ll be on your way to the World Series of<a href=\"https:\/\/vwo.com\/blog\/conversion-optimization-casestudy-yourtea\/\"> increased revenues<\/a> in no time.<\/span><\/p>\n\n\n\n<p>Do you agree that a data-driven approach is a must for making your ROI shine? Share your thoughts and feedback on the following email id: marketing@vwo.com.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Whether your current ROI is something to brag about or something to worry about, the secret to making it shine lies in a 2011 award-winning movie starring Brad Pitt. Do you remember the plot? The manager of the downtrodden Oakland A\u2019s meets a baseball-loving Yale economics graduate who maintains certain theories about how to assemble&#8230;<\/p>\n","protected":false},"author":122,"featured_media":55782,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"post_read_time":5,"footnotes":""},"categories":[1850],"tags":[],"feature":[],"industry-type":[],"product":[],"role":[],"region":[],"class_list":["post-39312","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-conversion-rate-optimization"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data-Driven Optimization: Moneyball Method Grows Revenues<\/title>\n<meta name=\"description\" content=\"The secret to making your ROI shine: Data-driven optimization. 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