{"id":97028,"date":"2021-10-07T11:41:04","date_gmt":"2021-10-07T18:41:04","guid":{"rendered":"https:\/\/thegood.com\/?post_type=insights&#038;p=97028"},"modified":"2025-05-21T09:41:03","modified_gmt":"2025-05-21T16:41:03","slug":"ab-testing","status":"publish","type":"insights","link":"https:\/\/thegood.com\/insights\/ab-testing\/","title":{"rendered":"What is A\/B Testing (+ Five A\/B Testing Examples You Can Steal)"},"content":{"rendered":"\n<p>When it comes to website design, it can be tempting to let your intuition guide the decisions you make. But a pretty site and high-quality products don\u2019t guarantee a sale\u2014no matter how good you feel about them.&nbsp;<\/p>\n\n\n\n<p>Sometimes, an educated guess gets the job done. But when it comes to improving your site (and increasing conversions), wouldn&#8217;t it be nice to have concrete information? A\/B testing can help you suss out usable data, so you can make effective changes to your site.<\/p>\n\n\n\n<p>Think of it this way. Sure, you can put your house on the market and facilitate the sale yourself, but wouldn&#8217;t it be better to work with an experienced real estate agent so that you know you&#8217;re getting a great deal?<\/p>\n\n\n\n<p>Going with your gut might result in performance improvements, but A\/B <a href=\"https:\/\/thegood.com\/insights\/iterative-testing\/\" target=\"_blank\" rel=\"noreferrer noopener\">testing almost always gets you better results<\/a> and gives you more confidence in the outcome.<\/p>\n\n\n\n<p>Below, we\u2019ll take a look at:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What is A\/B testing?<\/li>\n\n\n\n<li>Why do we do A\/B testing?<\/li>\n\n\n\n<li>How do you know if you should do A\/B testing?<\/li>\n\n\n\n<li>5 A\/B testing examples<\/li>\n\n\n\n<li>A\/B testing examples learnings <\/li>\n\n\n\n<li><a href=\"https:\/\/thegood.com\/insights\/a-b-testing-tools\/\" target=\"_blank\" rel=\"noreferrer noopener\">A\/B testing tools<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-is-a-b-testing-nbsp\">What is A\/B testing?&nbsp;<\/h2>\n\n\n\n<p>A\/B testing a form of randomized controlled experimentation on the web. It\u2019s a simple (and ideally iterative) way to compare two+ versions of something to find out which one performs better\u2014whether that\u2019s with on-site visitors, your target audience, or your email list.&nbsp;<\/p>\n\n\n\n<p>It allows you to test variations of content, design, or navigation, gather concrete evidence, and make decisions based on real data. You can make immediate improvements, and then repeat the process.&nbsp;<\/p>\n\n\n\n<p>Before we move on: Let\u2019s learn the lingo (it\u2019ll make it easier to understand how A\/B testing works).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-a-b-testing-glossary\">A\/B testing glossary<\/h3>\n\n\n\n<p>Here are a few common terms that are used when people discuss A\/B testing.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Control<\/strong>: The version of the site or page that stays the same before and during the test.<\/li>\n\n\n\n<li><strong>Variant: <\/strong>The altered version(s) of the site or page that reflect the changes that are being tested.<\/li>\n\n\n\n<li><strong>Conversion:<\/strong> A user taking any desired action, e.g. clicking a contact button or filling a form.<\/li>\n\n\n\n<li><strong>Conversion rate: <\/strong>Percentage of sessions in which a user converted to specific actions.<\/li>\n\n\n\n<li><strong>Call to Action (CTA): <\/strong>An instruction to the users to promote a response. Often represented as a clickable button with action-oriented text, e.g. \u201cAdd to Cart\u201d<\/li>\n\n\n\n<li><strong>Optimization:<\/strong> Process of improving elements to increase conversions.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-do-we-do-a-b-testing\">Why do we do A\/B testing?<\/h2>\n\n\n\n<p>A\/B testing provides lots of good results and benefits, so it&#8217;s no wonder that it has become a mainstay of conversion optimization. Here are some examples of how A\/B testing can help your ecommerce business.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-benefits-of-a-b-testing\">Benefits of A\/B testing<\/h3>\n\n\n\n<p>Regular and iterative A\/B testing can improve your conversion rates quickly and in the long run. Here\u2019s how:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-decreased-bounce-rate\">Decreased bounce rate<\/h4>\n\n\n\n<p>By creating different versions of the same page (or button, subject line, etc.), you can measure results, make changes, and keep visitors interested \u2014lowering your bounce rate.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-increased-engagement\">Increased engagement<\/h4>\n\n\n\n<p>As you move through testing cycles you will be updating your site with \u201cwinning\u201d variables that increase clicks, conversions, etc. You move away from variables that increase the number of browsers on your site, and towards the variables that increase the number of engaged customers.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-better-content\">Better content<\/h4>\n\n\n\n<p>A\/B testing will show you what your customers want to watch, read, or listen to. And the more valuable information you can provide them, the more people will purchase from your brand.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-lower-cart-and-checkout-abandonment-rates\">Lower cart and checkout abandonment rates<\/h4>\n\n\n\n<p>By testing the variables in your check-out process, you can find the simplest and most effective route for people so they\u2019re more likely to complete their purchase.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-more-efficient-navigation-and-checkout\">More efficient navigation and checkout<\/h4>\n\n\n\n<p>Things like confusing navigation and a clunky checkout process don\u2019t go over well with customers. They\u2019re less likely to stay on your site, let alone complete an order. A\/B testing allows you to optimize your site for UX.<\/p>\n\n\n\n<p>A\/B testing is one of the most surefire ways to make effective changes to your website, app, and marketing materials. But how do you decide when and what to test?&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-do-you-know-if-you-should-do-a-b-testing-nbsp\">How do you know if you should do A\/B testing?&nbsp;<\/h2>\n\n\n\n<p>In an ideal world, ecommerce companies would be continuously running A\/B tests in order to make data-based decisions rather than intuition-based alone.&nbsp;<\/p>\n\n\n\n<p>In fact, that&#8217;s why we designed and launched our <a href=\"https:\/\/thegood.com\/digital-experience-optimization-program\/\" target=\"_blank\" rel=\"noreferrer noopener\">Digital Experience Optimization Program\u2122<\/a>, to help digital leaders understand which optimization practices will help them scale. But we realize that&#8217;s not always an option, so here&#8217;s how to determine whether or not A\/B testing is right for your business at the moment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-when-to-run-an-a-b-test\">When to run an A\/B test<\/h3>\n\n\n\n<p>While this isn\u2019t an exhaustive list, here are a few instances when A\/B testing is imperative to brand recognition, business growth, and keeping churn low.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-changing-a-feature-or-service\">Changing a feature or service<\/h4>\n\n\n\n<p>Anytime you change a feature or a service, you should be A\/B testing. Why? Before you invest in rolling out a new feature, you want to make sure it works.&nbsp;<\/p>\n\n\n\n<p>Same is true for anything. If you love fishing wouldn\u2019t you test out a few worms or hooks from a new store and make sure you get some bites before you buy in bulk?&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-sluggish-or-falling-conversion-rate\">Sluggish (or falling) conversion rate<\/h4>\n\n\n\n<p>A dropping conversion rate should cause some concern. When this happens on your site, rule out external influences like seasonality. Then review your marketing efforts to see if you are investing in unqualified traffic.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Once those major factors are ruled out, make a plan to begin A\/B testing. Identify the specific goal(s) that isn\u2019t being met <em>and <\/em>come up with a viable hypothesis.&nbsp;<\/p>\n\n\n\n<p>Remember: Although you use A\/B testing to improve your conversion rate, A\/B testing doesn\u2019t optimize conversions; it optimizes all the little pieces of the puzzle.&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-c842da9 reusable-block-2-column good-question-block\" data-block-id=\"c842da9\"><style>.stk-c842da9{max-width:1500px !important;margin-top:30px !important;margin-bottom:30px !important}.stk-c842da9-column{max-width:941px !important}@media screen and (max-width:767px){.stk-c842da9{--stk-col-order-1:2 !important;--stk-col-order-2:1 !important}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-c842da9-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-8993c44 horizontal-form-container\" data-v=\"4\" data-block-id=\"8993c44\"><style>.stk-8993c44-container{margin-top:0px !important;margin-right:0px !important;margin-bottom:0px !important;margin-left:0px !important;background-color:#c3ddf0 !important;border-top-left-radius:12px !important;border-top-right-radius:12px !important;border-bottom-right-radius:12px !important;border-bottom-left-radius:12px !important;overflow:hidden !important;max-width:701px !important;padding-top:40px !important;padding-right:35px !important;padding-bottom:40px !important;padding-left:35px !important}.stk-8993c44{margin-top:0px !important}.stk-8993c44-container:before{background-color:#c3ddf0 !important}@media screen and (max-width:1023px){.stk-8993c44-container{padding-bottom:60px !important}}@media screen and (max-width:767px){.stk-8993c44-container{padding-bottom:60px !important}}<\/style><style class=\"stk-custom-css\">.stk-8993c44 figure{margin:0 !important}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-8993c44-container stk-hover-parent\"><div class=\"stk-block-content stk-inner-blocks stk-8993c44-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-791f1b3\" id=\"span-style-color-0277-c-0-class-stk-highlight-enjoying-this-article-span\" data-block-id=\"791f1b3\"><style>.stk-791f1b3{margin-bottom:12px !important}.stk-791f1b3 .stk-block-heading__text{font-size:36px !important;color:#ffffff !important}@media screen and (max-width:1023px){.stk-791f1b3 .stk-block-heading__text{font-size:36px !important}}@media screen and (max-width:767px){.stk-791f1b3 .stk-block-heading__text{font-size:24px !important}}<\/style><h3 class=\"stk-block-heading__text has-text-color has-text-align-center\"><span style=\"color: #0277c0;\" class=\"stk-highlight\">Enjoying this article?<\/span><\/h3><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-30f99ae\" data-block-id=\"30f99ae\"><style>.stk-30f99ae{margin-bottom:20px !important}.stk-30f99ae .stk-block-text__text{color:#ffffff !important}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-center\"><span style=\"color: #000000;\" class=\"stk-highlight\">Subscribe to our newsletter, Good Question, to get insights like this sent straight to your inbox every week.<\/span><\/p><\/div>\n\n\n\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 5834619,\n\t\t\t\t\t\t\t\t\tformId: \"64ede74e-e88f-44c7-996f-78859799755a\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1768305317000-8101598204\",\n\t\t\t\t\t\t\t\t\tregion: \"na2\",\n\t\t\t\t\t\t\t\t\tcssRequired: \".submitted-message { overflow: auto; } .hs-form-88422a7d-0355-4f27-b674-4b9fcc71560c, .hs-form-ac90f61a-a614-4bcd-b57a-18cd0e91ceff { color: #fff }\",\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1768305317000-8101598204\"><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-identify-a-strong-value-proposition\">Identify a strong value proposition<\/h4>\n\n\n\n<p>For brands that are already collecting user data through surveys, reviews, and customer research, A\/B testing messaging on site is a great way to confirm or deny what your customers are telling you via other methods.&nbsp;<\/p>\n\n\n\n<p>For example, if in your research customers are saying they want to know more about the health benefits and environmentalism of your products, A\/B test which messaging converts better. This method identifies what value proposition really sells.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-when-a-b-testing-might-not-be-worth-it\">When A\/B testing might not be worth it<\/h3>\n\n\n\n<p>There are instances when A\/B testing just doesn\u2019t make sense (and in rare cases, it may be detrimental).&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-price-changes\">Price changes<\/h4>\n\n\n\n<p>With the boom of social influencers and more transparency online, A\/B testing your prices can be risky. In essence, you\u2019re offering the same product at different price points to different customers. Sound unethical? It really is.&nbsp;<\/p>\n\n\n\n<p>Plus, A\/B testing prices isn\u2019t a smart business decision. Even if the lower price proves more popular in an A\/B test, for example, it doesn\u2019t mean that it makes financial sense for the company.&nbsp;<\/p>\n\n\n\n<p>A better idea: Offer different products (or subscription options) at different price points to find out what interests your audience the most.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-your-audience-is-still-small\">Your audience is still small<\/h4>\n\n\n\n<p>If your business is young, and you\u2019re not seeing a lot of traffic, it\u2019s better to wait on A\/B testing. Why? Your sample size is too small, and a low number of users means your test will lack statistical significance.&nbsp;<\/p>\n\n\n\n<p>At this point, A\/B testing isn\u2019t very meaningful, and your time would probably be better spent working on brand recognition, user research, growth, etc. As a starting point, make sure you are collecting the right data so that you can begin A\/B testing as you grow.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-the-change-is-low-risk\">The change is low-risk<\/h4>\n\n\n\n<p>Some tweaks that you\u2019ll be making are low-stakes. If the proposed adjustment will likely improve people\u2019s experience and there\u2019s little risk to making the change right away, do it. In these cases, there\u2019s no point wasting time on A\/B testing.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-a-b-testing-a-valuable-tool\">A\/B testing: a valuable tool<\/h3>\n\n\n\n<p>Although there are some situations where A\/B testing doesn\u2019t make sense, more often than not running an A\/B test will lead to valuable findings.<\/p>\n\n\n\n<p>\u201cWhatever aspect of operations companies care most about\u2014be it sales, repeat usage, click-through rates, or time users spend on a site\u2014they can use online A\/B tests to learn how to optimize it,\u201d Ron Kohavi and Stefan Thomke said in the <a href=\"https:\/\/hbr.org\/2017\/09\/the-surprising-power-of-online-experiments\" target=\"_blank\" rel=\"noreferrer noopener\">Harvard Business Review<\/a>.<\/p>\n\n\n\n<p>Now\u2026 let\u2019s get to those A\/B testing examples.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-a-b-testing-examples\">5 A\/B testing examples<\/h2>\n\n\n\n<p>Before you start using A\/B testing to improve your conversion rate, take a look at how these ecommerce companies used A\/B testing to help increase their conversion rates:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-xerox-home-page-redesign-nbsp\">1. Xerox: Home page redesign&nbsp;<\/h3>\n\n\n\n<p>Xerox needed a new, more effective homepage, so the <a href=\"https:\/\/thegood.com\/insights\/team-data-backed-redesign\/\">team planned for a broad redesign<\/a>.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"934\" height=\"601\" src=\"https:\/\/thegood.com\/wp-content\/uploads\/Xerox-2.png\" alt=\"xerox\" class=\"wp-image-82121\" srcset=\"https:\/\/thegood.com\/wp-content\/uploads\/Xerox-2.png 934w, https:\/\/thegood.com\/wp-content\/uploads\/Xerox-2-300x193.png 300w, https:\/\/thegood.com\/wp-content\/uploads\/Xerox-2-768x494.png 768w, https:\/\/thegood.com\/wp-content\/uploads\/Xerox-2-610x393.png 610w, https:\/\/thegood.com\/wp-content\/uploads\/Xerox-2-100x64.png 100w\" sizes=\"(max-width: 934px) 100vw, 934px\" \/><\/figure>\n\n\n\n<p>Their data showed that returning visitors were 60% more likely to make a purchase than first-time visitors, so the team focused on improving the conversion rate of returning visitors&nbsp;<br><br>With redesigned visual elements and more clarity, the home page redesign resulted in an 86.7% growth in conversions for returning visitors.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-swiss-gear-improved-product-pages-nbsp\">2. Swiss Gear: Improved product pages&nbsp;<\/h3>\n\n\n\n<p>Swiss Gear needed a little help with their user experience. The goal was to reduce clutter on product detail pages and improve focus on the product sales price.&nbsp;<\/p>\n\n\n\n<p>By running A\/B tests, and acting on the results, Swiss Gear saw a 52% increase in conversions. (During the holiday season, that conversion rate change increased up to 137%.)<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/thegood.com\/wp-content\/uploads\/Untitled-design-5-6-1024x576.png\" alt=\"swiss gear a\/b testing examples\" class=\"wp-image-97037\" style=\"width:651px;height:365px\" srcset=\"https:\/\/thegood.com\/wp-content\/uploads\/Untitled-design-5-6-1024x576.png 1024w, https:\/\/thegood.com\/wp-content\/uploads\/Untitled-design-5-6-300x169.png 300w, https:\/\/thegood.com\/wp-content\/uploads\/Untitled-design-5-6-768x432.png 768w, https:\/\/thegood.com\/wp-content\/uploads\/Untitled-design-5-6-1536x864.png 1536w, https:\/\/thegood.com\/wp-content\/uploads\/Untitled-design-5-6-610x343.png 610w, https:\/\/thegood.com\/wp-content\/uploads\/Untitled-design-5-6-380x215.png 380w, https:\/\/thegood.com\/wp-content\/uploads\/Untitled-design-5-6.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Note the changes in how the product name is displayed, where the text is red, and where the text is black. In the variant, the important information is clear and easy to find.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-smartwool-socks-better-browsing-experience\">3. SmartWool Socks: Better browsing experience<\/h3>\n\n\n\n<p>SmartWool\u2019s category pages were a bit chaotic for visitors. They used an A\/B test to re-do their site design.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"856\" height=\"1024\" src=\"https:\/\/thegood.com\/wp-content\/uploads\/SmartWool-Socks.webp\" alt=\"Smartwool A\/B test\" class=\"wp-image-97032\" srcset=\"https:\/\/thegood.com\/wp-content\/uploads\/SmartWool-Socks.webp 856w, https:\/\/thegood.com\/wp-content\/uploads\/SmartWool-Socks-251x300.webp 251w, https:\/\/thegood.com\/wp-content\/uploads\/SmartWool-Socks-768x919.webp 768w, https:\/\/thegood.com\/wp-content\/uploads\/SmartWool-Socks-610x730.webp 610w\" sizes=\"(max-width: 856px) 100vw, 856px\" \/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/sleeknote.com\/blog\/a-b-testing-examples\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Image Source<\/a><\/figcaption><\/figure>\n\n\n\n<p>The baseline design seemed to be a cool idea that didn\u2019t function well. That was tested against the new page with an organized grid layout.<\/p>\n\n\n\n<p>\u201cAfter testing 25,000 visitors, they discovered that using the grid layout led to a <a href=\"https:\/\/sleeknote.com\/blog\/a-b-testing-examples\">17.1% increase<\/a> in average return per visitor.\u201d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-beckett-simonon-create-a-story-driven-experience-nbsp\">4. Beckett Simonon: Create a story-driven experience&nbsp;<\/h3>\n\n\n\n<p>Beckett Simonon\u2019s customers relied on imagery to make their purchase decision, so the team focused on strengthening the site\u2019s visuals.&nbsp;<\/p>\n\n\n\n<p>The hypothesis: Combining messaging about the company\u2019s ethical standards and high-quality images may position the products as a valuable, thoughtful purchase.&nbsp;<\/p>\n\n\n\n<p>Copy that reflected the company\u2019s sustainable business practices was tested against copy that focused on the quality of the products.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"785\" height=\"1024\" src=\"https:\/\/thegood.com\/wp-content\/uploads\/beckett-simonon-category-pages-785x1024.png\" alt=\"Beckett Simonon before and after\" class=\"wp-image-92874\" srcset=\"https:\/\/thegood.com\/wp-content\/uploads\/beckett-simonon-category-pages-785x1024.png 785w, https:\/\/thegood.com\/wp-content\/uploads\/beckett-simonon-category-pages-230x300.png 230w, https:\/\/thegood.com\/wp-content\/uploads\/beckett-simonon-category-pages-768x1001.png 768w, https:\/\/thegood.com\/wp-content\/uploads\/beckett-simonon-category-pages-610x795.png 610w, https:\/\/thegood.com\/wp-content\/uploads\/beckett-simonon-category-pages.png 935w\" sizes=\"(max-width: 785px) 100vw, 785px\" \/><\/figure>\n\n\n\n<p>The results: The copy that focused on ethical responsibility produced a 5% higher conversion rate than the control (an annualized return on investment of 237%).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-step-by-step-a-b-test-fictional-ecommerce-company\">5. Step-by-step A\/B test: Fictional ecommerce company<\/h3>\n\n\n\n<p>Although this video is not based on a real company, it\u2019s an incredibly <a href=\"https:\/\/youtu.be\/VuKIN9S8Ivs\">comprehensive how-to<\/a>.&nbsp;<\/p>\n\n\n\n<p>It walks through the details of designing an A\/B test, running the experiment, and interpreting the results.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-a-b-testing-examples-learnings\">A\/B testing examples learnings<\/h2>\n\n\n\n<p>Now that you\u2019ve been able to see a few A\/B testing case studies, what should you take away? And how can you put what you\u2019ve learned into action?&nbsp;<\/p>\n\n\n\n<p>You might have noticed that each one of the A\/B testing examples had a clear hypothesis, tested a specific variable, and acted on the data. To run your own successful tests, here are a few tactics to follow when you\u2019re A\/B testing:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1000\" height=\"1000\" src=\"https:\/\/thegood.com\/wp-content\/uploads\/image-211.png\" alt=\"a\/b testing examples checklist\" class=\"wp-image-97033\" style=\"width:674px;height:674px\" srcset=\"https:\/\/thegood.com\/wp-content\/uploads\/image-211.png 1000w, https:\/\/thegood.com\/wp-content\/uploads\/image-211-300x300.png 300w, https:\/\/thegood.com\/wp-content\/uploads\/image-211-150x150.png 150w, https:\/\/thegood.com\/wp-content\/uploads\/image-211-768x768.png 768w, https:\/\/thegood.com\/wp-content\/uploads\/image-211-610x610.png 610w, https:\/\/thegood.com\/wp-content\/uploads\/image-211-24x24.png 24w, https:\/\/thegood.com\/wp-content\/uploads\/image-211-48x48.png 48w, https:\/\/thegood.com\/wp-content\/uploads\/image-211-96x96.png 96w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-create-a-thoughtful-hypothesis-that-can-be-clearly-proven-or-disproven\">Create a thoughtful hypothesis that can be clearly proven or disproven<\/h4>\n\n\n\n<p>To be more specific: Come up with a well-defined, thoughtful hypothesis. Document what you\u2019ll be testing, why it\u2019s being tested, and what changes you\u2019ll think you\u2019ll see compared to the control.<\/p>\n\n\n\n<p>Here\u2019s an example:<\/p>\n\n\n\n<p>Observation: Low conversion rate.<\/p>\n\n\n\n<p>Research: Lots of fills and dropdowns.<\/p>\n\n\n\n<p>Hypothesis: If we reduce the number of fields, the conversion rate will go up.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-limit-your-hypothesis-to-one-variable-and-one-kpi-at-a-time\">Limit your hypothesis to one variable and one KPI at a time<\/h4>\n\n\n\n<p>The last thing you want is bad or ambiguous data. Test one variable at a time and measure the change for a single key performance indicator.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-always-use-a-control\">Always use a control<\/h4>\n\n\n\n<p>Your original version will be your control. It\u2019s your baseline to compare results with. Without a control, you can\u2019t get a true picture of the new version\u2019s performance.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-don-t-ignore-the-data\">Don\u2019t ignore the data<\/h4>\n\n\n\n<p>Sometimes you&#8217;re surprised by the results. Something you thought would be a for-sure winner ends up producing inconclusive results or lagging behind your existing design.<\/p>\n\n\n\n<p>Instead of fighting it, accept the results and consider what the next test should be. What feels intuitive to you might not always be the same perspective that your users have&#8230;A\/B testing helps us remove bias.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-keep-testing\">Keep testing<\/h4>\n\n\n\n<p>You might see a nice lift after one A\/B test, but that\u2019s not the time to quit. A\/B testing works best when it\u2019s continuous and iterative.&nbsp;<\/p>\n\n\n\n<p>The more you test, the more reliable the data will be.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-a-b-testing-tools\">A\/B testing tools<\/h2>\n\n\n\n<p>Want to explore A\/B testing a bit more? We have a whole article dedicated to <a href=\"https:\/\/thegood.com\/guide\/usability-testing-tools\/\" target=\"_blank\" rel=\"noreferrer noopener\">usability testing tools<\/a>.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-begin-a-b-testing-now\">Begin A\/B testing now<\/h2>\n\n\n\n<p>Want to maximize the benefits of A\/B testing? Think outside the box: A\/B test new app features, chatbots, product images, and pricing structures.<\/p>\n\n\n\n<p>And document everything that you test\u2014the information will come in handy next quarter (or next year, etc.) when the market changes, leadership changes, or your products change.<\/p>\n\n\n\n<p>A success in A\/B testing doesn\u2019t always mean a conversion increase (although that\u2019s definitely nice and the ultimate goal). Regardless of the test results, A\/B testing provides valuable information about improving your site (which eventually helps increase revenue).&nbsp;<\/p>\n\n\n\n<p>If you\u2019re struggling with your conversion rate, abandoned carts, or traffic drop-off and don\u2019t know where to start, you might want to consider the <a href=\"https:\/\/thegood.com\/digital-experience-optimization-program\/\">Digital Experience Optimization Program\u2122<\/a>. We\u2019ll analyze your site, find out why your site isn\u2019t converting, and provide solutions.\u00a0<\/p>\n\n\n\n<div class=\"wp-block-ugb-container ugb-container cta-button ugb-e894df8 ugb-container--v2 ugb-container--design-image2 ugb-container--collapse-on-mobile ugb-main-block\"><style>.ugb-e894df8-wrapper.ugb-container__wrapper{padding-top:0 !important;padding-bottom:0 !important;background-color:#000000 !important}.ugb-e894df8-wrapper > .ugb-container__side{padding-top:35px !important;padding-bottom:35px !important}.ugb-e894df8-wrapper.ugb-container__wrapper:before{background-color:#000000 !important}.ugb-e894df8-content-wrapper > h1,.ugb-e894df8-content-wrapper > h2,.ugb-e894df8-content-wrapper > h3,.ugb-e894df8-content-wrapper > h4,.ugb-e894df8-content-wrapper > h5,.ugb-e894df8-content-wrapper > h6{color:#ffffff}.ugb-e894df8-content-wrapper > p,.ugb-e894df8-content-wrapper > ol li,.ugb-e894df8-content-wrapper > ul li{color:#ffffff}.ugb-e894df8-wrapper > .ugb-container__image{background-image:url(https:\/\/thegood.com\/wp-content\/uploads\/Example-Images.png);width:40% !important}@media screen and (min-width:768px){.ugb-e894df8.ugb-container{margin-bottom:35px !important}}@media screen and (max-width:768px){.ugb-e894df8-wrapper > .ugb-container__image{height:300px !important}}.ugb-e894df8 > .ugb-inner-block > .ugb-block-content > *{justify-content:center !important}@media screen and (min-width:768px){.ugb-e894df8 > .ugb-inner-block > .ugb-block-content > .ugb-container__wrapper > .ugb-container__side{padding-top:8% !important;padding-bottom:8% !important;padding-right:8% !important;padding-left:8% !important}}<\/style><div class=\"ugb-inner-block\"><div class=\"ugb-block-content\"><div class=\"ugb-container__wrapper ugb-e894df8-wrapper\"><div class=\"ugb-container__image\"><\/div><div class=\"ugb-container__side\"><div class=\"ugb-container__content-wrapper ugb-e894df8-content-wrapper\">\n<h5 class=\"wp-block-heading\" id=\"h-find-out-what-stands-between-your-company-and-digital-excellence-with-a-custom-5-factors-scorecard\"><span style=\"color: #ffffff;\" class=\"ugb-highlight\">Find out what stands between your company and digital excellence with a custom 5-Factors Scorecard\u2122<\/span>.<\/h5>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-white-color has-main-blue-background-color has-text-color has-background no-border-radius wp-element-button\" href=\"https:\/\/thegood.com\/5factors\/\" target=\"_blank\" rel=\"noreferrer noopener\">GET YOUR SCORECARD<\/a><\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"tkugp-items-wrap\"><div class=\"tkugp-bottomcontent\"><\/div><\/div>","protected":false},"author":3,"featured_media":97035,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","wpcf-summary":["Learn more about A\/B testing with practical how-tos, examples, and tools."]},"insight-category":[10074],"insight-tag":[7698,10114,10098,7253],"class_list":["post-97028","insights","type-insights","status-publish","format-standard","has-post-thumbnail","hentry","insight-category-user-research-testing","insight-tag-a-b-testing","insight-tag-case-study","insight-tag-tracking-analytics","insight-tag-user-testing"],"acf":[],"featured_image_urls_v2":{"full":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash.jpg",1000,667,false],"thumbnail":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-150x150.jpg",150,150,true],"medium":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-300x200.jpg",300,200,true],"medium_large":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-768x512.jpg",768,512,true],"large":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash.jpg",1000,667,false],"1536x1536":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash.jpg",1000,667,false],"2048x2048":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash.jpg",1000,667,false],"teaser":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-380x215.jpg",380,215,true],"teaser-large":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-760x430.jpg",760,430,true],"insights-featured":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-600x400.jpg",600,400,true],"case-study-logo-small":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash.jpg",112,75,false],"gform-image-choice-sm":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash.jpg",300,200,false],"gform-image-choice-md":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash.jpg",400,267,false],"gform-image-choice-lg":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash.jpg",600,400,false],"profile_24":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-24x24.jpg",24,24,true],"profile_48":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-48x48.jpg",48,48,true],"profile_96":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-96x96.jpg",96,96,true],"profile_150":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-150x150.jpg",150,150,true],"profile_300":["https:\/\/thegood.com\/wp-content\/uploads\/john-schnobrich-FlPc9_VocJ4-unsplash-300x300.jpg",300,300,true]},"post_excerpt_stackable_v2":"<p>When it comes to website design, it can be tempting to let your intuition guide the decisions you make. But a pretty site and high-quality products don\u2019t guarantee a sale\u2014no matter how good you feel about them.&nbsp; Sometimes, an educated guess gets the job done. But when it comes to improving your site (and increasing conversions), wouldn&#8217;t it be nice to have concrete information? A\/B testing can help you suss out usable data, so you can make effective changes to your site. Think of it this way. Sure, you can put your house on the market and facilitate the sale&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 is A\/B Testing (+ Five A\/B Testing Examples You Can Steal)<\/title>\n<meta name=\"description\" content=\"A\/B testing is the key to a successful ecommerce website. 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