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I set up a test in Google Website Optimizer that has a 3 variations - original (A), B, and C. In order to further validate the results of the test, I added a variation C that is exactly the same as the original. And thats where the results get weird.

6 days into the test, the best performing variation is C. It outperforms the original by 18.4%! How is that possible?

Do I now discount the results of this test entirely?

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    How many times has the test been run? Then we can work out the expected variation between A and C. Commented Mar 17, 2011 at 15:05
  • Each variation has had about 480 visits and between 74-91 conversions
    – Yisroel
    Commented Mar 17, 2011 at 15:09

2 Answers 2

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Not enough experiments or divergence in the results to be statistically significant yet. Try doing a Google search on AB Testing confidence and work out what sort of confidence level you're at with your experiment. This will give you a much better idea of whether your results are significant or whether you should just let the experiment run longer.

Speaking from personal experience I cannot tell you how many times I've tested an altered landing page layout that instantly showed a huge improvement in an AB test in the first day or two. But then as the amount of data increases my "improvement" turned out to be a pipe dream/

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If C was displayed to visitors even a small percentage over A it would have a higher conversion rate. With now 3 variations you cannot distribute your traffic evenly, so there's probably always one variation with slightly more views than another.

I often use the multivariate tool with a single variation for A/B tests on dynamic pages.

6 days is also a short amount of time even with a few hundred visits. But that also depends on what your conversion is considered. Leaving the tests to run a month or more is ideal to start to see a steady pattern. In the beginning of tests it's common to see variations bouncing up and down with conversions. After a while the lines steady out and you'll see a clear winner.

I suggest not adding a variation that is the exact same as your test / original page

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    "I suggest not adding a variation that is the exact same as your test / original page" - why? the entire purpose was to see if there is a difference in conversion rate between the A and C, even though they are exactly the same
    – Yisroel
    Commented Mar 13, 2012 at 22:15
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    "If C was displayed to visitors even a small percentage over A it would have a higher conversion rate." - I don't understand this either. Why would C have a higher conversion rate just because its displayed a bit more?
    – Yisroel
    Commented Mar 13, 2012 at 22:16
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    Would you post your website optimizer report from beginning to end so we can see the stats?
    – Anagio
    Commented Mar 13, 2012 at 22:21

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