Understand A/B Testing in 9 use cases & 7 mistakes

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Transcript of Understand A/B Testing in 9 use cases & 7 mistakes

Page 1: Understand A/B Testing in 9 use cases & 7 mistakes

Many thanks to:

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Growth Hacking Meetup

- Episode 4 -

9 A/B Testing Use Cases

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But first… some A/B Testing mistakes startups make ALL the time

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A/B tests are ended too early Statistical significance (large sample size, etc) is what

tells you version A is actually better than version B

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As an optimizer, your job is to figure out the truth. You have to put your ego aside.

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Tests are not run for full weeksConversion rates can vary greatly depending on the day of the week. Always test a full week at a time.

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Always pay attention to external factorsIs it Christmas? External factors definitely affect your

test results. When in doubt, run a follow-up test.

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Testing random ideas without a hypothesis You’re wasting precious time and traffic.

Never do that.

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By the way, if you want to test button colors “green vs orange” is not the essence of A/B testing. It’s about understanding the target audience.

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Use your traffic on high-impact stuff. Test data-driven hypotheses.

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They give up after the first test failsRun a follow-up test, learn from it, and

improve your hypotheses.

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“I have not failed 10,000 times. I have successfully found 10,000 ways that will not work.” - Thomas Alva Edison, inventor

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They’re ignoring small gains Only 1 out of 8 A/B tests drive

significant change.

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They’re not running tests at all timesEvery single day without a test is a wasted day.

Testing is learning.

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Now, for the second part… 12 Surprising A/B Test Results to Stop You Making Assumptions

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Test 1: Which Copy Increased Trial Sign-Ups?

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Result

In this test, Version B increased sign-ups by 38% – a big rise.

However, you would think version A was the better design.

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Why does Version B work? Simply because the copy is better. Lesson: landing pages don’t have to be pretty to be effective.

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Test 2: Which Landing Page Got 24% More Lead Generation Form Submissions?

Picture vs No picture

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Result

Surprisingly, Version A was the page that got the 24% increase in submissions, simply by removing

the image from the page.

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This is a great example of why you should confirm your assumptions with quantitative testing.

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Test 3: Which Radically Redesigned Form Increased B2B Leads By 368.5%?

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Result

Version A is an obvious winner, but it’s not just the big red button that makes the difference.

Version A keeps things really tight and uses grouping to visually shrink the impact of the form

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When designing your landing page, don’t overestimate your user’s tolerance, goodwill, and patience.

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Test 4: Does Matching Headline & Body Copy to Your Initial Ad Copy Really Matter?

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Result

Version B looks as if it should be better: the headline copy is snappier, the sub-head clearer, but in tests version A increased leads by 115%.

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Why? Version A was designed to tie in with the ads that drive users to the page. Lesson: making the elements of the sales funnel work together increases efficacy.

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Test 5: Which Landing Page Increased Mortgage Application Leads by 64%?

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Result

Video can be a very effective tool in communicating lots of information in a compact form. But the presence of video couldn’t save Version B; Version A increased leads by 64%.

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Test 6: Does adding testimonials to your Homepage increase Sales?

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Result

It would seem that this would have very little effect, but in practice this small change increased sales by 34% – a big margin.

Why is this? Having ‘social proof’, even in this basic form, humanizes the conversion experience

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Test 7: Does Social Proof Increase Conversions? ‘Big Brand Prices’ vs. Consumer Ratings

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Result

‘Social proof’ is a powerful tool that can have a demonstrable effect on conversion outcomes.

But in this case, customers were just looking for the cheapest offer. Asking them to consider an additional piece of information – customer satisfaction – made

them back away from the conversion.

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Test 8: Does an Email Security Seal Help or Hinder Lead Generation Form Completions?

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Result

Actually, users were put off by seeing it in this context, assuming that they were

about to pay for something

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Test 9: Which Page Got an 89.8% Lift in Free Account Sign Ups?

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Result

Version B wins: It has three bullet points, as opposed to words in speech bubbles.

Removing a distraction from the page and reducing the risk of users navigating away

from the page worked better

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Whether you are right or wrong: First, make sure you get the basics right before you start testing, and second, always be testing, because unless you test, you can never be absolutely sure.

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You are Welcome to Join the Adventure

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