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Multivariate vs. A/B Testing

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In this post about Multivariate vs. A/B testing, you will find out when to use A/B and multivariate testing & the pros and cons of each method.

1. A/B Split Testing

Overview:
A/B testing compares the performance of two or more alternatives of a single page element, page or funnel.

When to use:
To test radically different ideas, e.g. layouts, different conversion paths (checkout, sign up & lead generation process) etc.


NOTE: when doing a test on a site you always start with A/B testing first, then after you find the winning page, you move on to multivariate testing to tune up the page (buttons, messages, hero shot).

2. Multivariate Testing MVT

Overview:
With multivariate testing MVT you test different content simultaneously determining the most effective combination. Democratic as your site visitors “vote” through their actions.

When to use:
For more sophisticated comparisons of multiple elements and to develop broader/deeper insight.


NOTE: Google Website Optimizer is using full factorial method, i.e. tests all combinations.
There are testing tools which provide fractional factorial method, however I recommend to make yourself aware of potential downsides of using fractional factorial method by reading this white paper by Tim Ash, an author of the book “Always be Testing”.

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About the author

Jan Petrovic Jan Petrovic is the founder of proimpact7.com, 2012 Award Winning Conversion Optimization Agency. He is also a master certified conversion optimization & web analytics professional. Proimpact7.com provides conversion optimization services for small and large online business. Jan also works as a web analyst for large U.S. online & offline retailer. Jan studied conversion optimization with MarketingExperiments and Bryan Eisenberg, the most recognized of conversion optimization experts. He gained his master certification in analytics with another widely recognized expert in the analytics industry - Avinash Kaushik. After Jan finished his studies, he launched a website called dashboardinspector.com, which provides dedicated web marketing analyst service for small and large online businesses, allowing businesses to save up to 60% on in-house cost.

Questions or comments?

For queries regarding conversion optimization of your site, or for more information on this article please contact Jan Petrovic, founder of proimpact7.com and master certified in conversion optimization and web analytics.

jan@proimpact7.com



4 comments on “Multivariate vs. A/B Testing

  1. Natalie Myers on said:

    @Jan

    It always surprises me when I hear from WhichTestWon readers who not only don’t know the difference between A/B testing and multivariate testing, but also don’t know the difference between a controlled experiment (A/B Test) and before and after testing.

    Just last week, at least two of our Top 7 Lead Gen Form A/B Tests webinar attendees asked us to explain the difference between an A/B test and a Before and After test. Just goes to show, more marketers need the kind of info you’ve provided here.

    It’s a great way to see the very clear difference between two types of testing … love the full factorial vs. fractional factorial explanation as well.

    Natalie Myers
    Senior Reporter
    WhichTestWon.com

    • Jan Petrovic on said:

      Natalie, I know exactly what you mean. We had a client who approached us. He said that he did some A/B testing. When I asked him how he did it and what was the result he said: “1 week we run version A and then the next week version B”, which as we both know isn’t the way to do, because your test results are basically invalid. So there is still a lot of confusion out there about how to run A/B tests. Jan

  2. Dennis on said:

    Thanx for this article explaining the different MVT tests. we at http://www.reedge.com use full fractional but are indeed thinking of adding others because not everyone has lots of traffic. Giving the clients an option is good.

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