{"id":7350,"date":"2016-10-25T00:38:29","date_gmt":"2016-10-24T19:08:29","guid":{"rendered":"http:\/\/www.www.adpushup.com\/blog\/?p=7350"},"modified":"2024-09-20T15:40:09","modified_gmt":"2024-09-20T10:10:09","slug":"dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas","status":"publish","type":"post","link":"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/","title":{"rendered":"A\/B Test on Your Website? Here Are a Few Ideas","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"\n<p>Testing button colours is a starting point in any growth marketer&#8217;s career. I&#8217;m not saying it doesn\u2019t work; it has worked great&nbsp;for many (case in point:&nbsp;<a target=\"_blank\" href=\"https:\/\/blog.optimizely.com\/2013\/01\/31\/this-team-has-data-not-opinions-ab-testing-at-the-romney-campaign\/\" rel=\"noopener\">Mitt Romney\u2019s election campaign<\/a>). I&#8217;m sure you&#8217;ve done <strong>other A\/B tests&nbsp;like these<\/strong>, but&nbsp;I&#8217;m also quite sure you learned nothing much from <a target=\"_blank\" href=\"https:\/\/thrivethemes.com\/testing-button-colors\/\" rel=\"noopener\">testing a small change<\/a>.<\/p>\n\n\n\n<p>Kaiser Fung estimates that&nbsp;<a target=\"_blank\" href=\"https:\/\/hbr.org\/2014\/12\/yes-ab-testing-is-still-necessary\" rel=\"noopener\">80-90% tests yield insignificant results<\/a>. That&#8217;s a lot of time and effort down the drain; not to mention the dawning realization that you have no idea what you\u2019re doing when it comes to conversion rate optimization.<\/p>\n\n\n\n<p><strong>The way I see it is:<\/strong>&nbsp;Meaningless tests have been talked about so often that they seem like the magic solution to getting great conversions <em>for everyone<\/em>. We don\u2019t want to come up with new hypotheses because that\u2019s like, <em>so exhausting<\/em>.<\/p>\n\n\n\n<p><strong>Who has the time to look at behavioral data, find a problem area, do the necessary research, and make some informed guesses about how to fix it?<\/strong> It\u2019s easier to look at what others have had success with, do the same, and expect similarly amazing results.<\/p>\n\n\n\n<p><strong>Well, guess what:<\/strong> Every case study on <em>Tests of the Week<\/em> is specific to the context of one particular website. <strong>Your website&nbsp;is unique<\/strong> (different audience, niche, long-term goals, <em>everything&#8230;<\/em>) <strong>and has a <em>very, very specific<\/em> set of problems<\/strong>. You can&#8217;t form an educated guess about your website&nbsp;based on what a completely different site has done.<\/p>\n\n\n\n<p>My beef is NOT with A\/B testing itself. What pains me are the things publishers are testing and why.<\/p>\n\n\n\n<p>This post addresses some of the more important issues, blog-specific changes publishers ought to test and improve. Not the button color. Because making the button color stand out from the rest of the design is a design principle, and there&#8217;s only so many times you can test it and get meaningful insights.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>&#8220;Insanity is&nbsp;doing the same thing over and over again and expecting different results.&#8221; &#8211; Albert Einstein<\/p><\/blockquote>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-flat ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents:<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/#The_Method\" >The Method<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/#1_Set_a_baseline\" >1. Set a baseline<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/#2_Identify_key_metrics\" >2. Identify&nbsp;key metrics<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/#3_Create_multiple_variants\" >3.&nbsp;Create multiple variants<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/#%3E_Optimization_Goal_Readability\" >&gt; Optimization&nbsp;Goal: Readability<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/#%3E_Optimization_Goal_Ad_Viewability\" >&gt; Optimization&nbsp;Goal: Ad Viewability<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/#%3E_Optimization_Goal_Ease_of_Navigation\" >&gt; Optimization&nbsp;Goal: Ease of Navigation<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/#Additional_Ideas\" >Additional Ideas<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"h-the-method\"><span class=\"ez-toc-section\" id=\"The_Method\"><\/span>The Method<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>You can weed out a lot of meaningless test hypotheses by asking meaty questions about what matters to your readers.<\/strong><\/p>\n\n\n\n<p>Since you have likely made your &#8220;subscribe now&#8221; button pop (I know I&#8217;m harping on, I am wholly unapologetic), try a different approach.&nbsp;<em>Ask your readers&nbsp;<\/em>what they expected when they landed on a particular page. Do a qualitative analysis. After that:<\/p>\n\n\n\n<h3 id=\"h-1-set-a-baseline\"><span class=\"ez-toc-section\" id=\"1_Set_a_baseline\"><\/span>1. Set a baseline<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>This is your current standard. Identify your average conversion rate over a significantly long period of time before you work on raising it. Then <em>check out how the top competitors (in your specific niche) are doing&nbsp;<\/em>to find your standing, subjectively.<\/p>\n\n\n\n<p>KissMetrics found a pattern from their data (shared in The 10 Weirdest A\/B Tests Webinar):<\/p>\n\n\n\n<div class=\"wp-block-image wp-image-7354 size-full\"><figure class=\"aligncenter\"><img loading=\"lazy\" width=\"643\" height=\"344\" src=\"https:\/\/www.adpushup.com\/blog\/wp-content\/uploads\/2016\/10\/good-conversion-rates-KissMetrics-data2.png\" alt=\"good-conversion-rates-kissmetrics-data2\" class=\"wp-image-7354\" srcset=\"https:\/\/www.adpushup.com\/blog\/wp-content\/uploads\/2016\/10\/good-conversion-rates-KissMetrics-data2.png 643w, https:\/\/www.adpushup.com\/blog\/wp-content\/uploads\/2016\/10\/good-conversion-rates-KissMetrics-data2-300x160.png 300w, https:\/\/www.adpushup.com\/blog\/wp-content\/uploads\/2016\/10\/good-conversion-rates-KissMetrics-data2-150x80.png 150w\" sizes=\"(max-width: 643px) 100vw, 643px\" \/><figcaption>Top competitors are converting 2-5x more than the rest of the plebeians&#8230;<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image wp-image-7355 size-full\"><figure class=\"aligncenter\"><img loading=\"lazy\" width=\"641\" height=\"307\" src=\"https:\/\/www.adpushup.com\/blog\/wp-content\/uploads\/2016\/10\/good-conversion-rates-KissMetrics-data3.png\" alt=\"good-conversion-rates-kissmetrics-data3\" class=\"wp-image-7355\" srcset=\"https:\/\/www.adpushup.com\/blog\/wp-content\/uploads\/2016\/10\/good-conversion-rates-KissMetrics-data3.png 641w, https:\/\/www.adpushup.com\/blog\/wp-content\/uploads\/2016\/10\/good-conversion-rates-KissMetrics-data3-300x144.png 300w, https:\/\/www.adpushup.com\/blog\/wp-content\/uploads\/2016\/10\/good-conversion-rates-KissMetrics-data3-150x72.png 150w\" sizes=\"(max-width: 641px) 100vw, 641px\" \/><figcaption>&#8230;irrespective of the industry \/ content niche.<\/figcaption><\/figure><\/div>\n\n\n\n<p><strong>Why do I mention this:<\/strong> Your competitors are in&nbsp;<em>similar&nbsp;<\/em>boats (in terms of audience demographics and interests, content, site structure, design, etc.) and if you were to take testing ideas from someone, they are a safer choice than just another random website.<\/p>\n\n\n\n<h3 id=\"h-2-identify-key-metrics\"><span class=\"ez-toc-section\" id=\"2_Identify_key_metrics\"><\/span>2. Identify&nbsp;key metrics<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>These are questions backed by your specific behavioral data. Your primary goals should concern improvements on one or more of the following: Pageviews per session on content, menu interactions and search engagement on category page and home page, scroll depth, video completions, social button interactions, et al.<\/p>\n\n\n\n<h3 id=\"h-3-create-multiple-variants\"><span class=\"ez-toc-section\" id=\"3_Create_multiple_variants\"><\/span>3.&nbsp;Create multiple variants<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>For instance, if your primary goal is to improve ad viewability, identify a list of elements that directly impact it (more on this in a moment). Make enough variants to thoroughly test a single element.<\/p>\n\n\n\n<p>Now for some a\/b testing ideas for a blog, here&#8217;s a list separated by broader goals.<\/p>\n\n\n\n<p>Note: For your own sake, DO NOT take the following ideas at my word. <em>Pair them with your blog&#8217;s own context, analytics, and user research data&nbsp;<\/em>first.<\/p>\n\n\n\n<h2 id=\"h-optimization-goal-readability\"><span class=\"ez-toc-section\" id=\"%3E_Optimization_Goal_Readability\"><\/span>&gt; Optimization&nbsp;Goal: Readability<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Note that I said <em>readability<\/em>&nbsp;and not <em>legibility. <\/em>People often use it interchangeably, but there&#8217;s a difference: Readability depends on content (vocab and syntax) as well as typography (font, character spacing, line height et al). Legibility depends&nbsp;only&nbsp;on the latter.<\/p>\n\n\n\n<p><strong>Readability is a measure of how well your content is&nbsp;<em>read and understood&nbsp;<\/em>by your audience.<\/strong><\/p>\n\n\n\n<p>Focus on this when your text content pages are not getting enough time-on-page.<\/p>\n\n\n\n<p>Typical testing grounds include design tweaks like&nbsp;<strong>typeface, font size, line height, character space, background-text color combinations, etc.<\/strong><\/p>\n\n\n\n<p>Content experiments focused on<strong> re-wording headlines, subheads, image captions, and F-Pattern areas within the content (i.e.: scannable elements)&nbsp;<\/strong>with an aim to improve coherence and reduce soul-crushing jargon.<\/p>\n\n\n\n<p><strong>Some more testing ideas<\/strong><strong>:<\/strong><\/p>\n\n\n\n<ul><li>Text-Image ratio<\/li><li>Line and Paragraph lengths<\/li><li>Drop-caps (and other dramatic tweaks on copy aesthetics)<\/li><\/ul>\n\n\n\n<p><strong>Monitor and measure<\/strong>: Time-on-page, scroll depth, clicks\/interactions with elements placed lower on the page.<\/p>\n\n\n\n<p><em>Note:&nbsp;<\/em><em>Always keep visitor expectation upfront. Technical jargon may be typically long, uncommon and difficult to understand, but acceptable for a specific niche audience.<\/em><\/p>\n\n\n\n<h2 id=\"h-optimization-goal-ad-viewability\"><span class=\"ez-toc-section\" id=\"%3E_Optimization_Goal_Ad_Viewability\"><\/span>&gt; Optimization&nbsp;Goal: Ad Viewability<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>I have talked about the <a target=\"_blank\" href=\"https:\/\/www.adpushup.com\/blog\/everything-you-need-to-know-about-ad-viewability\/\" rel=\"noopener\">importance of ad viewability before<\/a>. Your advertisers, by the way, love this metric&nbsp;<em>and will likely measure your inventory&#8217;s worth by number of viewable impressions in near future.<\/em><\/p>\n\n\n\n<p>If you&#8217;re unfamiliar with the term and unwilling to read another freaking post, here&#8217;s the simplest version of it: <strong>Ad viewability measures what percentage of an ad stays visible and for how long<\/strong>.<\/p>\n\n\n\n<p>Focus on this for increased engagement, improved <a href=\"https:\/\/www.adpushup.com\/blog\/active-view-how-google-measures-ad-viewability\/\" data-type=\"URL\" data-id=\"https:\/\/www.adpushup.com\/blog\/active-view-how-google-measures-ad-viewability\/\" target=\"_blank\" rel=\"noreferrer noopener\">Active View<\/a> metrics (for publishers using Google advertising products like AdSense, DFP, DoubleClick AdX), and to enhance long-term value of your ad inventory.<\/p>\n\n\n\n<p><strong>Typical testing grounds will include<\/strong> <strong>ad sizes, vertical vs. horizontal ad units, on-page position w.r.t. content<\/strong>, etc.&nbsp;Check out&nbsp;<a target=\"_blank\" href=\"https:\/\/think.storage.googleapis.com\/docs\/the-importance-of-being-seen_study.pdf\" rel=\"noopener\"><em>The Importance of Being Seen<\/em><\/a><em>&nbsp;<\/em>by Google to see the findings and apply them to your blog&#8217;s experience.<\/p>\n\n\n\n<p>Monitor and Measure: Active View viewable metrics (for text and video ads), CTR.<\/p>\n\n\n\n<h2 id=\"h-optimization-goal-ease-of-navigation\"><span class=\"ez-toc-section\" id=\"%3E_Optimization_Goal_Ease_of_Navigation\"><\/span>&gt; Optimization&nbsp;Goal: Ease of Navigation<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Your visitors&#8217; collective hatred will set your soul on fire if your site&#8217;s navigation is messed up. Most common culprits are blogs with a number of categories and subcategories that are just squeezed in the top nav bar like&nbsp;<em>whatever.<\/em><\/p>\n\n\n\n<p>Before you test anything, work on ensuring that the main navigation follows the much-touted 3-click-rule (not to the letter, but you get the point about simplicity) \u2014 get your visitors where they want to go in as few clicks as possible.<\/p>\n\n\n\n<p>Focus on engagement with site navigation (primary and secondary) when you see consistently low pageviews per session and high homepage bounce rate.<\/p>\n\n\n\n<p>Testing grounds should include&nbsp;<strong>hover states on main navigation with subcategories, top stories, &nbsp;and images; reducing main nav categories&nbsp;<\/strong>(duh!),&nbsp;<strong>different navigation types&nbsp;<\/strong>(left or right navigation panel for subcategories on content pages, for instance),&nbsp;<strong>footer menu&nbsp;<\/strong>et al.<\/p>\n\n\n\n<p><strong>Some more testing ideas<\/strong>:<\/p>\n\n\n\n<ul><li>Highlighting a single menu tab (for categories that are new\/ need more traffic \/ lead to landing page(s))<\/li><li>Aesthetic tweaks in breadcrumbs (optimize for prominence with changes in colors and text size)<\/li><li>Hover state on Related Content modules (make them stand out more to get visitors to pay attention)<\/li><\/ul>\n\n\n\n<h2 id=\"h-additional-ideas\"><span class=\"ez-toc-section\" id=\"Additional_Ideas\"><\/span>Additional Ideas<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul><li><strong>Capturing opt-in email addresses<\/strong> via dedicated landing page(s) vs. pop-ups vs. squeeze pages vs. sidebar form<\/li><li><strong>Personalized navigation<\/strong> (using site cookies)<\/li><li>Comments section active vs. disabled<\/li><li><strong>Video thumbnails<\/strong>: More on page vs. fewer and larger<\/li><li>Site search box positions<\/li><li>Targeting affiliate product\/offer pages by audience demographics using site cookies<\/li><li>Focal points in images, illustrations, and signup forms (as detailed <a href=\"https:\/\/blog.optimizely.com\/2015\/11\/02\/design-principles-you-should-ab-test-focal-points\/\">here<\/a>)<\/li><\/ul>\n\n\n\n<p>&#8230;and anything else you can glean from your qualitative and quantitative data<\/p>\n\n\n\n<p>The point of this&nbsp;post was to make you think of A\/B tests as less of a trial-and-error process and more in terms of <em>highly specific research<\/em>.<\/p>\n\n\n\n<p>If you&#8217;re optimizing, you <em>will<\/em> have failed tests that yield no conclusive, significant insights about blog experience or user behavior. But that&#8217;s okay.<\/p>\n\n\n\n<p>Just remember that your goal as a growth marketer is to learn how to reduce the number of failed tests and&nbsp;<em>win.<\/em><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"550\" data-dnt=\"true\"><p lang=\"en\" dir=\"ltr\">A6: Yes! 3 metrics you need: 1) number of tests run (per year)  2) % of winning tests 3) uplift per successful experiment <a href=\"https:\/\/twitter.com\/hashtag\/optichat?src=hash&amp;ref_src=twsrc%5Etfw\">#optichat<\/a><\/p>&mdash; Pe:p Laja (@peeplaja) <a href=\"https:\/\/twitter.com\/peeplaja\/status\/671758290414505984?ref_src=twsrc%5Etfw\">December 1, 2015<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<p>It&#8217;ll take some work but keep testing with informed hypotheses instead of randomly throwing balls at a wall&nbsp;and expecting them to stick.<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>Testing button colours is a starting point in any growth marketer&#8217;s career. I&#8217;m not saying it doesn\u2019t work; it has worked great&nbsp;for many (case in point:&nbsp;Mitt Romney\u2019s election campaign). I&#8217;m sure you&#8217;ve done other A\/B tests&nbsp;like these, but&nbsp;I&#8217;m also quite sure you learned nothing much from testing a small change. Kaiser Fung estimates that&nbsp;80-90% tests<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":18,"featured_media":7385,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","om_disable_all_campaigns":false,"inline_featured_image":false,"apple_news_api_created_at":"","apple_news_api_id":"","apple_news_api_modified_at":"","apple_news_api_revision":"","apple_news_api_share_url":"","apple_news_coverimage":0,"apple_news_coverimage_caption":"","apple_news_is_hidden":false,"apple_news_is_paid":false,"apple_news_is_preview":false,"apple_news_is_sponsored":false,"apple_news_maturity_rating":"","apple_news_metadata":"\"\"","apple_news_pullquote":"","apple_news_pullquote_position":"","apple_news_slug":"","apple_news_sections":"\"\""},"categories":[6447],"tags":[],"apple_news_notices":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v18.5 (Yoast SEO v18.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Here Are a Few Ideas To Run An A\/B Test On Your Website<\/title>\n<meta name=\"description\" content=\"It is likely that you have performed other A\/B tests, but testing a small change won&#039;t reveal much. Read the blog to get few ideas on running an A\/B Test.\" \/>\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.adpushup.com\/blog\/dont-know-what-to-ab-test-on-your-website-here-are-a-few-ideas\/\" \/>\n<meta name=\"twitter:card\" content=\"summary\" \/>\n<meta name=\"twitter:title\" content=\"Here Are a Few Ideas To Run An A\/B Test On Your Website\" \/>\n<meta name=\"twitter:description\" content=\"It is likely that you have performed other A\/B tests, but testing a small change won&#039;t reveal much. 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