{"id":81168,"date":"2017-01-27T10:23:37","date_gmt":"2017-01-27T18:23:37","guid":{"rendered":"https:\/\/thegood.com\/?post_type=insights&#038;p=81168"},"modified":"2023-10-09T07:29:03","modified_gmt":"2023-10-09T14:29:03","slug":"ab-multivariate-testing","status":"publish","type":"insights","link":"https:\/\/thegood.com\/insights\/ab-multivariate-testing\/","title":{"rendered":"What Others Fail to Teach About A\/B and Multivariate Testing"},"content":{"rendered":"\n<p>Do you believe everything you read online?<\/p>\n\n\n\n<p>No?<\/p>\n\n\n\n<p>Then why do you keep getting distracted by those messages promising a revolutionary, sure-fired way to pole vault your conversion rate to the top of your industry?<\/p>\n\n\n\n<p>Don\u2019t worry. You\u2019re not alone. Flavor-of-the-week conversion advice gets more websites stuck in the digital mud than any other distraction we know of \u2013 including social media and mirror image bias (thinking the customer looks just like you).<\/p>\n\n\n\n<p>Let\u2019s take a look at a straight-line path to accomplishing your goals \u2013 something scientifically proven and confirmed by the most successful companies in the world to be absolutely trustworthy.<\/p>\n\n\n\n<p>After all, the opinions we care about most come from the customer, and the results we care about most are always aimed at well-defined goals. Let the sellers of new ideas keep repackaging and pushing their wares.<\/p>\n\n\n\n<p>We\u2019ll stick with the narrow way. Nothing complicated. Nothing theoretical. Just clear-cut paths to carefully crafted outcomes.<\/p>\n\n\n\n<p>Period.<\/p>\n\n\n\n<p>Let\u2019s take a detailed&nbsp;look at conversion optimization testing methodology: Split, A\/B, and Multivariate.<\/p>\n\n\n\n<div class=\"wp-block-image wp-image-81170 size-large\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"1024\" height=\"496\" src=\"https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests1-1024x496.png\" alt=\"ab tests \" class=\"wp-image-81170\" srcset=\"https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests1-1024x496.png 1024w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests1-300x145.png 300w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests1-768x372.png 768w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests1-610x295.png 610w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests1-100x48.png 100w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests1-934x452.png 934w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests1.png 1091w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><em>Which do you like better\u2026 A or B?<\/em><\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">A\/B and Multivariate Testing &#8211; Defining Terms<\/h2>\n\n\n\n<p>First, let\u2019s get at the differences between the primary methods of conversion optimization testing. Then we\u2019ll talk about when and why you should use one or the other.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">A\/B testing<\/h3>\n\n\n\n<p>You have a decision to make. Maybe your current call to action (CTA) copy for the buy button is \u201cBuy Now\u201d, but your conversion rate isn\u2019t where you want it to be, so you wonder whether changing the copy to \u201cPlace My Order\u201d would make a difference.<\/p>\n\n\n\n<p>You set up an <a href=\"https:\/\/thegood.com\/insights\/a-b-testing-frameworks\/\">A\/B test<\/a> to send half your traffic to the Buy Now version and the other half to the Place My Order version. You wait long enough to get a good sample, compare the results, and choose the winner.<\/p>\n\n\n\n<p>That\u2019s the way many, maybe most, marketers use A\/B testing.<\/p>\n\n\n\n<p>It\u2019s wrong.<\/p>\n\n\n\n<p>It\u2019s not the most efficient use of your time, nor will it deliver the best results.<\/p>\n\n\n\n<p>A better project for A\/B testing would test two radically different site designs. <em>A\/B testing can help you quickly narrow down the candidates from a global perspective.<\/em><\/p>\n\n\n\n<p>Moreover, A\/B testing isn\u2019t limited to two variations. You could put forth five (let\u2019s say) different website layouts or design perspectives and test them all against one another. That\u2019s still A\/B testing, since you\u2019re testing one thing (an entire page) against gross revisions of the page.<\/p>\n\n\n\n<p><strong>Key point:<\/strong> Use A\/B testing for global changes, not for small changes.<\/p>\n\n\n<span class='bctt-click-to-tweet'><span class='bctt-ctt-text'><a href='https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fthegood.com%2Finsights%2Fab-multivariate-testing%2F&#038;text=Use%20A%2FB%20testing%20for%20global%20changes%2C%20not%20for%20small%20changes.&#038;via=thegood&#038;related=thegood' target='_blank'rel=\"noopener noreferrer\">Use A\/B testing for global changes, not for small changes. <\/a><\/span><a href='https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fthegood.com%2Finsights%2Fab-multivariate-testing%2F&#038;text=Use%20A%2FB%20testing%20for%20global%20changes%2C%20not%20for%20small%20changes.&#038;via=thegood&#038;related=thegood' target='_blank' class='bctt-ctt-btn'rel=\"noopener noreferrer\">Share on X<\/a><\/span>\n\n\n<h3 class=\"wp-block-heading\">Multivariate testing<\/h3>\n\n\n\n<p>Testing takes time and costs money. The sooner you find better solutions to your current problems, the sooner you can begin benefiting from those solutions.<\/p>\n\n\n\n<p>Once A\/B testing has determined the overall layout that works best to help move your visitors further down the sales path you\u2019ve established, you\u2018ll want to switch to multivariate testing (MVT) to get your conversion rate spiking as quickly as possible.<\/p>\n\n\n\n<p>Rather than test only one change at a time, though, with multivariate testing you\u2019ll throw several variables into the mix and test them all at once. That\u2019s why MVT provides a time-to-solutions advantage. It can quickly help you determine the best combination of potential changes.<\/p>\n\n\n\n<p>You may want to change the color of the button and the size of the button, in addition to the CTA copy on the button. That will give you eight variations (2 x 2 x 2) to test. You\u2019ll need to run the MVT longer than the A\/B test, but the results will give you considerably more insight.<\/p>\n\n\n\n<p>Once again, you should use A\/B testing to compare one page against another. You should use multivariate testing to compare changes to multiple elements on a certain page.<\/p>\n\n\n\n<p><strong>Key point:<\/strong>&nbsp;A\/B testing takes care of selecting the big picture. MVT refines the picture you choose.<\/p>\n\n\n<span class='bctt-click-to-tweet'><span class='bctt-ctt-text'><a href='https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fthegood.com%2Finsights%2Fab-multivariate-testing%2F&#038;text=A%2FB%20testing%20takes%20care%20of%20selecting%20the%20big%20picture.%20MVT%20refines%20the%20picture%20you%20choose.&#038;via=thegood&#038;related=thegood' target='_blank'rel=\"noopener noreferrer\">A\/B testing takes care of selecting the big picture. MVT refines the picture you choose. <\/a><\/span><a href='https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fthegood.com%2Finsights%2Fab-multivariate-testing%2F&#038;text=A%2FB%20testing%20takes%20care%20of%20selecting%20the%20big%20picture.%20MVT%20refines%20the%20picture%20you%20choose.&#038;via=thegood&#038;related=thegood' target='_blank' class='bctt-ctt-btn'rel=\"noopener noreferrer\">Share on X<\/a><\/span>\n\n\n<h3 class=\"wp-block-heading\">Split testing isn\u2019t what it\u2019s often made out to be<\/h3>\n\n\n\n<p>Promise us you won\u2019t use this information to start arguments at the water cooler. This is for those who like to be exact. It won\u2019t matter to anyone else. If you introduce the concept to your team at all\u2026 be kind, and expect to get challenged.<\/p>\n\n\n\n<p>You\u2019ll often hear A\/B and multivariate testing referred to as \u201csplit testing.\u201d You\u2019ll read it in articles, hear it from the podium, even see it in white papers.<\/p>\n\n\n\n<p>But split testing is neither A\/B nor multivariate. Split testing, in its pure form, is the process of using a different URL for different versions of the test. That\u2019s it.<\/p>\n\n\n\n<p>It\u2019s really \u201cSplit URL Testing.\u201d<\/p>\n\n\n\n<p>Split testing can be used in either form of conversion optimization testing, but split testing isn\u2019t either form. Of course, that\u2019s not the prevalent current usage and words do change meaning over time\u2026 so few people care.<\/p>\n\n\n\n<p>No argument. But don\u2019t let the potential benefit of split URL testing disappear along with the strictness of the meaning. Along with the technical reasons for using different URLs for each version of your page, there\u2019s another component often overlooked: the URL can affect click-through rate.<\/p>\n\n\n\n<p>For instance, would someone be more likely to click on \u201cyourcompany.com\/buynow\u201d or \u201cyourcompany.com\/yes\u201d? Would it make a difference at all? You\u2019ll never know until you test. You can use split URL testing to compare URLs.<\/p>\n\n\n\n<p>Resources:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a rel=\"noopener noreferrer\" href=\"https:\/\/www.smashingmagazine.com\/2010\/08\/in-defense-of-a-b-testing\/\" target=\"_blank\"> In Defense of A\/B Testing<\/a><\/li><li><a rel=\"noopener noreferrer\" href=\"https:\/\/www.smashingmagazine.com\/2010\/08\/in-defense-of-a-b-testing\/\" target=\"_blank\"><br><\/a><a rel=\"noopener noreferrer\" href=\"https:\/\/www.smashingmagazine.com\/2010\/11\/multivariate-testing-in-action-five-simple-steps-to-increase-conversion-rates\/\" target=\"_blank\">Multivariate Testing in Action<\/a><\/li><\/ul>\n\n\n\n<div class=\"wp-block-image wp-image-81171 size-large\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"1024\" height=\"437\" src=\"https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests-2-1024x437.png\" alt=\"ab testing vs multivariate tests\" class=\"wp-image-81171\" srcset=\"https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests-2-1024x437.png 1024w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests-2-300x128.png 300w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests-2-768x328.png 768w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests-2-610x261.png 610w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests-2-100x43.png 100w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests-2-934x399.png 934w, https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-tests-2.png 1091w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><em>A\/B vs MVT graphic<\/em><\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Tools for A\/B and Multivariate Tests \u2013 Which are Best?<\/h2>\n\n\n\n<p>If you plan to run conversion optimization tests, you\u2019ll need special tools and know-how. Even simple A\/B tests can get complicated without proper setup and planning.<\/p>\n\n\n\n<p>Here\u2019s a list of options to help get you started:<\/p>\n\n\n\n<p><strong>Google Analytics:<\/strong> It\u2019s the world\u2019s most popular website analytics tool, and it now includes a testing feature, \u201cContent Experiments.\u201d It\u2019s a mashup of the prior tool, \u201cWebsite Optimizer\u201d and Google Analytics. If you\u2019re a prior user of Google Website Optimizer, be sure to remove those tags before switching over to Content Experiments.<\/p>\n\n\n\n<p>There\u2019s plenty of power available in the Google tool chest. The primary downside is a tendency towards confusion: frequent changes, hard-to-get direct support, and steep learning curves.<\/p>\n\n\n\n<p>Resources:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a rel=\"noopener noreferrer\" href=\"https:\/\/support.google.com\/analytics\/answer\/1745147\" target=\"_blank\"> Overview of Content Experiments<\/a><\/li><li><a rel=\"noopener noreferrer\" href=\"https:\/\/support.google.com\/analytics\/answer\/1745147\" target=\"_blank\"><br><\/a><a rel=\"noopener noreferrer\" href=\"https:\/\/analyticsacademy.withgoogle.com\/\" target=\"_blank\">Google Analytics Academy<\/a><\/li><\/ul>\n\n\n\n<p><strong>Visual Website Optimizer:<\/strong> VWO is an easy to use testing tool that allows marketers to create and A\/B tests using a point and click editor as well as MVT, heatmaps, usability testing, and more. Plans start at $49\/month which make it perfect for small and medium sized businesses. You can also test it out with their 30-day free trial.<\/p>\n\n\n\n<p>Resources:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a rel=\"noopener noreferrer\" href=\"https:\/\/vwo.com\/?partner=7gE6bfDmXi\" target=\"_blank\"><g class=\"gr_ gr_7 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace\" id=\"7\" data-gr-id=\"7\">VWO<\/g> Features<\/a><\/li><li><a rel=\"noopener noreferrer\" href=\"https:\/\/vwo.com\/?partner=7gE6bfDmXi\" target=\"_blank\"><br><\/a><a rel=\"noopener noreferrer\" href=\"https:\/\/vwo.com\/ab-testing\/\" target=\"_blank\">The Complete Guide to A\/B Testing<\/a><\/li><\/ul>\n\n\n\n<p><strong>Optimizely:<\/strong> Probably the most familiar non-Google third-party option for testing, Optimizely is simple to use and comes with easier access to support. Optimizely provides their own training academy for users. This is targeted at enterprise clients so it may be expensive for smaller organizations, but the platform does offer a 30-day free trial or pay-as-you-go plan for tire kickers.<\/p>\n\n\n\n<p>Resources:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a rel=\"noopener noreferrer\" href=\"https:\/\/www.optimizely.com\/plans\/\" target=\"_blank\">Optimizely Plans<\/a><\/li><li><a rel=\"noopener noreferrer\" href=\"https:\/\/www.optimizely.com\/plans\/\" target=\"_blank\"><br><\/a><a rel=\"noopener noreferrer\" href=\"https:\/\/www.optimizely.com\/optimization-glossary\/\" target=\"_blank\">Optimization Glossary<\/a><\/li><\/ul>\n\n\n\n<p>Should you try to go it on your own, or should you outsource your testing? The best answer to that question depends primarily on your in-house resources. That said, there can also be value to getting a fresh set of eyes (outside your business) looking at your website.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Setting Up Your Conversion Optimization Testing \u2013 Do\u2019s and Don\u2019ts<\/h2>\n\n\n\n<p>At The Good, we approach conversion optimization testing scientifically. We rely on the data to guide us, rather than trying to guide the data.<\/p>\n\n\n\n<p>The steps of the scientific method are logical, simple, and well-known. In layman\u2019s terms, here are the basics of how you can conduct testing on your ecommerce or lead-generation website:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>Identify a problem you wish to address \u2013 something you want to understand<\/li><li>Use your current knowledge to propose a solution or explanation<\/li><li>Set up an experiment to test your hypothesis (your best guess)<\/li><li>Run the test and analyze the results<\/li><li>Learn from the test, and keep testing until you\u2019re satisfied with the results<\/li><\/ol>\n\n\n\n<p>Follow that path, and you will learn. Deviate, and you can head down the wrong trail. That will waste time, cost money, and may even lead to disaster.<\/p>\n\n\n\n<div class=\"wp-block-image wp-image-81172 size-large\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"1024\" height=\"542\" src=\"https:\/\/thegood.com\/wp-content\/uploads\/multivariate-tests-scientificmethod-1024x542.png\" alt=\"multivariate tests - scientific method\" class=\"wp-image-81172\" srcset=\"https:\/\/thegood.com\/wp-content\/uploads\/multivariate-tests-scientificmethod-1024x542.png 1024w, https:\/\/thegood.com\/wp-content\/uploads\/multivariate-tests-scientificmethod-300x159.png 300w, https:\/\/thegood.com\/wp-content\/uploads\/multivariate-tests-scientificmethod-768x406.png 768w, https:\/\/thegood.com\/wp-content\/uploads\/multivariate-tests-scientificmethod-610x323.png 610w, https:\/\/thegood.com\/wp-content\/uploads\/multivariate-tests-scientificmethod-100x53.png 100w, https:\/\/thegood.com\/wp-content\/uploads\/multivariate-tests-scientificmethod-934x494.png 934w, https:\/\/thegood.com\/wp-content\/uploads\/multivariate-tests-scientificmethod.png 1091w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><em>Steps to the scientific method (above)<\/em><\/figcaption><\/figure><\/div>\n\n\n\n<p>Here are some of the most pertinent do\u2019s and don\u2019ts for testing:<\/p>\n\n\n\n<p><strong>Identifying the problem:<\/strong> For an ecommerce or lead-generation site, the problem is most always centered on conversion rate. Pay attention to what your visitors do, more than what they say. It\u2019s entirely possible to make changes based on customer feedback and see your conversion rate drop. Always test for results before making your decisions. And always put your prime testing time and finances into changes that potentially have the most effect on your bottom line. Major in the majors.<\/p>\n\n\n\n<p><strong>Proposing a solution:<\/strong> Above all, listen to your customers. The changes you make should focus on what works best for them. Period. It\u2019s almost always better to make things simpler than to make things more complicated. Make the action you want visitors to take absolutely clear.<\/p>\n\n\n\n<p><strong>Setting up the experiment:<\/strong> Refer back to the earlier information about the difference between A\/B testing and multivariate testing. If you\u2019re looking at global changes \u2013 one page layout versus another, for instance \u2013 A\/B testing will probably be the way. If you\u2019re trying to tweak for optimization, MVT will probably serve you better. Make sure there are no other changes to the page you\u2019re testing than the elements included in your test. Be deliberate and pay attention.<\/p>\n\n\n\n<p><strong>Running the test:<\/strong> Always make sure you\u2019ve collected enough data to make your results \u201cstatistically significant.\u201d Otherwise, you could base your decisions on chance, not on fact. Statistically significant data is reliable. The mathematics of statistics can be daunting, but you can determine the necessary sample size by using A\/B test and MVT test calculators (see the resources listed below).<\/p>\n\n\n\n<p>Resources:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a rel=\"noopener noreferrer\" href=\"http:\/\/www.evanmiller.org\/ab-testing\/sample-size.html\" target=\"_blank\">A\/B Sample Size Calculator<\/a><\/li><li><a rel=\"noopener noreferrer\" href=\"http:\/\/www.evanmiller.org\/ab-testing\/sample-size.html\" target=\"_blank\"><br><\/a><a rel=\"noopener noreferrer\" href=\"https:\/\/tools.qubitproducts.com\/calculator\/mvt-calculator.html\" target=\"_blank\">MVT Sample Size Calculator<\/a><\/li><\/ul>\n\n\n\n<p><strong>Learning from the results:<\/strong> Take it from Nobel-winning physicist Richard Feynman: If the result you expected to see (your proposed solution) disagrees with the result of the experiment, your hypothesis was wrong. End of story. You can keep trying to prove yourself right as long as you wish, but the best strategy is usually to accept the results of the experiment and move on. Beware of executive tendencies to ignore the test results. It takes a certain degree of humility to admit your private opinion doesn\u2019t pan out with reality. Many people find it difficult to yield personal will to scientific testing \u2013 no matter how clear the results.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Now Learn From Your AB and Multivariate Tests<\/h2>\n\n\n\n<p>So when do A\/B and MVT experiments fail to work?<\/p>\n\n\n\n<p>Only when you fail to set the tests up properly or refuse to learn from the data they provide. Today\u2019s digital marketing managers are bombarded with information daily. It\u2019s easy to push it all off your plate and go back to intuitive decision-making.<\/p>\n\n\n\n<p>The only thing wrong with past experience is that it doesn\u2019t always accurately describe the future. Things change. And in the world of online marketing, they can change rapidly. Once you\u2019ve set up a reasonable testing calendar and protocol, you\u2019ll get more comfortable with drawing on test results to help inform your decisions.<\/p>\n\n\n\n<p>If you need help getting going or simply want to talk about your plans with a team that tests daily\u2026 contact The Good.<\/p>\n\n\n\n<p>We love this stuff!<\/p>\n<div class=\"tkugp-items-wrap\"><div class=\"tkugp-bottomcontent\"><\/div><\/div>","protected":false},"author":3,"featured_media":88504,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","wpcf-summary":["An introductory look at conversion optimization testing methods: Split, A\/B, and Multivariate"]},"insight-category":[10072],"insight-tag":[7698,82],"class_list":["post-81168","insights","type-insights","status-publish","format-standard","has-post-thumbnail","hentry","insight-category-optimization-strategy","insight-tag-a-b-testing","insight-tag-data-driven"],"acf":[],"featured_image_urls_v2":{"full":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing.jpeg",934,623,false],"thumbnail":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-150x150.jpeg",150,150,true],"medium":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-300x200.jpeg",300,200,true],"medium_large":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-768x512.jpeg",768,512,true],"large":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing.jpeg",934,623,false],"1536x1536":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing.jpeg",934,623,false],"2048x2048":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing.jpeg",934,623,false],"teaser":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-380x215.jpeg",380,215,true],"teaser-large":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-760x430.jpeg",760,430,true],"insights-featured":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-600x400.jpeg",600,400,true],"case-study-logo-small":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing.jpeg",112,75,false],"gform-image-choice-sm":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing.jpeg",300,200,false],"gform-image-choice-md":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing.jpeg",400,267,false],"gform-image-choice-lg":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing.jpeg",600,400,false],"profile_24":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-24x24.jpeg",24,24,true],"profile_48":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-48x48.jpeg",48,48,true],"profile_96":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-96x96.jpeg",96,96,true],"profile_150":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-150x150.jpeg",150,150,true],"profile_300":["https:\/\/thegood.com\/wp-content\/uploads\/ab-multivariate-testing-300x300.jpeg",300,300,true]},"post_excerpt_stackable_v2":"<p>Do you believe everything you read online? No? Then why do you keep getting distracted by those messages promising a revolutionary, sure-fired way to pole vault your conversion rate to the top of your industry? Don\u2019t worry. You\u2019re not alone. Flavor-of-the-week conversion advice gets more websites stuck in the digital mud than any other distraction we know of \u2013 including social media and mirror image bias (thinking the customer looks just like you). Let\u2019s take a look at a straight-line path to accomplishing your goals \u2013 something scientifically proven and confirmed by the most successful companies in the world to&hellip;<\/p>\n","category_list_v2":"","author_info_v2":{"name":"Jon MacDonald","url":"https:\/\/thegood.com\/author\/jonmacdonald\/"},"comments_num_v2":"0 comments","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.7 (Yoast SEO v26.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What Others Fail to Teach About A\/B and Multivariate Testing<\/title>\n<meta name=\"description\" content=\"An thorough and introductory look at conversion optimization testing methods, including split, A\/B, and multivariate testing.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegood.com\/insights\/ab-multivariate-testing\/\" \/>\n<meta property=\"og:locale\" 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