{"id":350780,"date":"2024-12-15T01:25:21","date_gmt":"2024-12-15T00:25:21","guid":{"rendered":"https:\/\/sauldie.org\/de\/testoptimierung-ab-testing-entscheidung-optimieren\/"},"modified":"2024-12-15T01:25:21","modified_gmt":"2024-12-15T00:25:21","slug":"test-optimisation-from-testing-decision-optimisation","status":"publish","type":"post","link":"https:\/\/sauldie.org\/en\/test-optimisation-from-testing-decision-optimisation\/","title":{"rendered":"Test optimisation: A\/B testing helps you make the best decision faster"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"de\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <meta name=\"description\" content=\"Find out how test optimisation through A\/B testing accelerates your company&#039;s success and leads to better decisions.\"><br \/>\n    <meta name=\"keywords\" content=\"Testoptimierung, A\/B-Testing, Split Testing, Conversion Rate Optimization, Website-Optimierung\"><br \/>\n    <title>Test optimisation with A\/B testing: faster to the best decision<\/title><br \/>\n<\/head><br \/>\n<body><\/p>\n<p style=\"font-family:verdana;text-align:left;\">Making the right decision is crucial in the digital world. Test optimisation through A\/B testing makes this faster and more reliable. This method compares two versions with each other. This allows you to find out which version actually delivers better results. Test optimisation enables data-based decisions instead of guesswork. It significantly reduces risks. Companies successfully use these strategies to strengthen their online presence[1].<\/p>\n<h2 style=\"font-family:verdana;text-align:left;\">Understanding the basics of test optimisation<\/h2>\n<p style=\"font-family:verdana;text-align:left;\">Test optimisation starts with a clear question: Which variant works better? An A\/B test shows the answer. You create two versions of an element. These are randomly displayed to different user groups. Then you measure which version achieves the higher conversion rate.[1] The principle is simple but powerful.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">For example, you can change the colour of a button during test optimisation. Or you can adjust the headline. Perhaps you also test different call-to-action texts. The important thing is to only test one element at a time. This way you know exactly which change makes the difference[2].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">The benefits are impressive. You measurably increase your conversion rate. You understand your target group better. You make informed decisions instead of guessing. Companies often report significant increases in their sales.<\/p>\n<h3 style=\"font-family:verdana;text-align:left;\">Why test optimisation is so important<\/h3>\n<p style=\"font-family:verdana;text-align:left;\">Facts count in digital marketing. Assumptions often lead to wrong investments. With test optimisation, you work scientifically. You collect real user data. You derive improvements from this[3].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Take an e-commerce company as an example. It has many newsletter cancellations. The reasons are unclear. With test optimisation, you can test different newsletter designs. You test different dispatch times. This is how you find out what works.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Another scenario: An online shop records many abandoned purchases. Test optimisation also helps here. You can test the checkout form. You check the security seals. You experiment with payment methods. Every improvement strengthens your business.<\/p>\n<h2 style=\"font-family:verdana;text-align:left;\">The practical way to successful test optimisation<\/h2>\n<p style=\"font-family:verdana;text-align:left;\">A successful test optimisation project follows clear steps. Firstly, define your goal precisely[2]. What do you want to achieve? More registrations? Higher sales figures? Lower bounce rates?<\/p>\n<p style=\"font-family:verdana;text-align:left;\">In the second step, you formulate a hypothesis. This is based on data or observations. Example: <i>\u201eIf I use a green button instead of a red one, the click rate increases by 10 per cent because green triggers a positive association.\u201c<\/i> This hypothesis guides your test.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Then create the test variants. Keep changes to a minimum. Really only change one element. This is crucial for meaningful results in your test optimisation[1].<\/p>\n<h3 style=\"font-family:verdana;text-align:left;\">Choose the right test group for your test optimisation<\/h3>\n<p style=\"font-family:verdana;text-align:left;\">The test group must be large enough. Groups that are too small do not provide reliable results. What is the minimum group size? This depends on several factors[2].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Take your daily traffic into account. Companies with low traffic need longer test run times. This allows you to collect enough data for statistical significance. A news portal with 100,000 daily visitors can test faster than a specialised blog with 500 daily visitors.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Randomisation is also important. Visitors should be randomly assigned to a variant. This way you avoid distortions. Technical tools provide reliable help here.<\/p>\n<p style=\"font-family:verdana;text-align:left;\"><i><b>BEST PRACTICE with one customer (name hidden due to NDA contract)<\/b>A SaaS company was testing its signup page. The original version had a long description of the product. The test version was significantly shorter and more focussed. After two weeks of test optimisation with 5,000 users per variant, a clear picture emerged: the short version increased the sign-up rate by 23 percent. The company implemented the new version on the entire website. As a result, monthly turnover increased by around 18 per cent.<\/i><\/p>\n<h2 style=\"font-family:verdana;text-align:left;\">Practical examples of successful test optimisation<\/h2>\n<h3 style=\"font-family:verdana;text-align:left;\">Test optimisation in e-commerce shops<\/h3>\n<p style=\"font-family:verdana;text-align:left;\">Online shops use test optimisation on a daily basis. A frequent test scenario: the button colour. Some shops test red against green. Others vary the size. The results are often surprising[3].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">A fashion shop tested two versions of its product page. Version A showed customer reviews at the top. Version B placed them at the bottom next to the purchase button. Version B was a clear winner. The proximity to the purchase option convinced more customers.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Another online retailer tested shipping cost information. In version A, the shipping costs were only visible at checkout. In version B, they were visible immediately. The test optimisation revealed that transparency reduces cancellations by 15 percent.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">An electronics shop experimented with discount codes. Some tests compared different discount levels. Others varied the time limit. The test optimisation showed that a limited discount of 10 percent with a 24-hour validity worked better than a permanent 7 percent discount.<\/p>\n<h3 style=\"font-family:verdana;text-align:left;\">Optimise newsletters and email marketing<\/h3>\n<p style=\"font-family:verdana;text-align:left;\">Email marketing benefits enormously from test optimisation. The subject line is often the first test candidate. A subject line with emoji can generate higher open rates than one without[2].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">A B2B company tested formal versus informal subject lines. <i>\u201eQuarterly reports available\u201c<\/i> against <i>\u201eYour most important insights are waiting for you\u201c<\/i>. The informal variant achieved 28 per cent more openings.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Test optimisation in email marketing also includes sending times. An online magazine tested Tuesday at 10 am versus Thursday at 2 pm. The Thursday variant led to a better engagement rate.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">A fitness studio experimented with call-to-action buttons in emails. The green button with <i>\u201eTrain now\u201c<\/i> hit the blue one with <i>\u201eLearn more\u201c<\/i> clearly. The test optimisation revealed that action-oriented buttons with high colour contrast work better.<\/p>\n<h3 style=\"font-family:verdana;text-align:left;\">Increase website conversion through test optimisation<\/h3>\n<p style=\"font-family:verdana;text-align:left;\">Landing pages are ideal candidates for test optimisation. Every element could be tested. The headline, the image selection, the form fields.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">One training provider tested two headlines. <i>\u201eLearn web design\u201c<\/i> against <i>\u201eDouble your design skills in 6 weeks\u201c<\/i>. The specific, results-orientated headline was the clear winner. The registration rate rose by 34 per cent.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">An insurance broker optimised its application form. Test optimisation helped to reduce the number of fields. Instead of 15 fields, there were now only 7, and the completion rate improved by 42 per cent.<\/p>\n<p style=\"font-family:verdana;text-align:left;\"><i><b>BEST PRACTICE with one customer (name hidden due to NDA contract)<\/b>A software company carried out test optimisation on its pricing page. Test A showed three packages next to each other. Test B highlighted the middle package in colour. After four weeks of test optimisation with 8,000 users, the results showed that highlighting the middle package increased bookings for this package by 31 percent. The company implemented the change permanently. Monthly sales increased significantly as a result, as more higher-priced packages were also purchased.<\/i><\/p>\n<h2 style=\"font-family:verdana;text-align:left;\">Effective planning of your test optimisation<\/h2>\n<p style=\"font-family:verdana;text-align:left;\">Before you start with test optimisation, collect test ideas. A centralised document helps everyone involved. Everyone can contribute ideas. Prioritise these ideas on a regular basis[4].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Use a simple formula for prioritisation: impact divided by effort. Tests with high impact and low effort should be run first. This maximises your return on investment in test optimisation.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">The impact assesses the potential increase in conversion rate. The effort takes into account technical complexity and implementation time. Sometimes small changes bring big results.<\/p>\n<h3 style=\"font-family:verdana;text-align:left;\">Formulate hypotheses correctly for better test optimisation<\/h3>\n<p style=\"font-family:verdana;text-align:left;\">A good hypothesis follows this structure: <i>\u201eIf [change], then [result], because [reason].\u201c<\/i>[2]<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Example: <i>\u201eIf I add videos to the product page, the conversion rate increases because videos build trust.\u201c<\/i><\/p>\n<p style=\"font-family:verdana;text-align:left;\">Example 2: <i>\u201eIf I place customer reviews more prominently, the bounce rate decreases because validation by peers is important.\u201c<\/i><\/p>\n<p style=\"font-family:verdana;text-align:left;\">This clear structure helps with test optimisation. It defines exactly what you are testing and why. This makes it easier to interpret the results later on.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">A financial services provider formulated the following hypothesis for test optimisation: <i>\u201eIf we enlarge the security seal and place it at the top of the page, the trust rating will increase by at least 15 per cent, because security is paramount when it comes to financial topics.\u201c<\/i> The test confirmed the hypothesis 87 per cent of the time.<\/p>\n<h2 style=\"font-family:verdana;text-align:left;\">Statistical principles for safe test optimisation<\/h2>\n<p style=\"font-family:verdana;text-align:left;\">Test optimisation requires statistical understanding. You need a sufficiently large sample. This means: enough visitors per variant[5].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Statistical significance is also important. This is the point at which results are no longer random. A significance of 95 per cent is often aimed for. This means: 95 per cent certainty that differences are real[1].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">The test duration depends on several factors. Higher traffic means faster results. A portal with 50,000 daily visitors tests faster than one with 5,000 visitors.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Avoid a common mistake: ending prematurely. Some testers stop as soon as a winner emerges. This is risky. Continuing to run until the planned sample size is important for test optimisation.<\/p>\n<h3 style=\"font-family:verdana;text-align:left;\">Different types of tests for test optimisation<\/h3>\n<p style=\"font-family:verdana;text-align:left;\">There are different types of test for test optimisation. The classic A\/B test compares two variants[3], which is the standard and often completely sufficient.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">The A\/B\/n test compares several variants against the original. You can test three or four versions at the same time. This saves time, but requires more traffic.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">The multivariate test changes several elements simultaneously. This is complex and requires a lot of traffic. Nevertheless, it can reveal more quickly which combinations work.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">The split URL test compares completely different website designs. This is ideal if you are questioning a complete redesign.<\/p>\n<p style=\"font-family:verdana;text-align:left;\">For beginners in test optimisation, we recommend starting with classic A\/B tests. They are easy to understand and interpret. Later you can switch to more complex methods.<\/p>\n<h2 style=\"font-family:verdana;text-align:left;\">Analyse and implement results<\/h2>\n<p style=\"font-family:verdana;text-align:left;\">After test optimisation, the evaluation follows. Compare both versions systematically. Which version achieves the goal better? The winning version becomes the new standard version[6].<\/p>\n<p style=\"font-family:verdana;text-align:left;\">Important: Implement<\/p>","protected":false},"excerpt":{"rendered":"<p>Testoptimierung mit A\/B-Testing: Schneller zur besten Entscheidung Die richtige Entscheidung zu treffen ist in der digitalen Welt entscheidend. Mit Testoptimierung durch A\/B-Testing gelingt das schneller und zuverl\u00e4ssiger. Diese Methode vergleicht zwei Varianten miteinander. So finden Sie heraus, welche Version tats\u00e4chlich bessere Ergebnisse liefert. Die Testoptimierung erm\u00f6glicht datengest\u00fctzte Entscheidungen statt Vermutungen. Sie reduziert Risiken erheblich. 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Mit kiROI \u2013 dem KI-basierten Ansatz zur Wertsch\u00f6pfung im digitalen Zeitalter \u2013 hilft er Selbstst\u00e4ndigen und Unternehmen, k\u00fcnstliche Intelligenz praxisnah in ihre Prozesse zu integrieren. Mit seiner herausragenden Marketing-Strategie iROI hat er bereits unz\u00e4hligen Unternehmen zu mehr Sichtbarkeit und somit mehr Gewinnen gef\u00fchrt. So vereint er digitale Innovation mit disruptiven Denkmodellen f\u00fcr eine zukunftsf\u00e4hige Business-Strategie. Er studierte Mathematik und Informatik an der Universit\u00e4t K\u00f6ln, absolvierte einen Master of Science in Digital Disruption an der University of Salford (UK) und ein Design Thinking Programm am MIT\/EMERITUS Singapur. Als mehrfach ausgezeichneter Experte \u2013 u.a. mit dem Golden Web Award und dem Innovationspreis der Initiative Mittelstand \u2013 ber\u00e4t er KMU und Konzerne. 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