A/B-Test Calculator – Power & Significance – ABTestGuide.com

Test result

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Variation B’s observed conversion rate (

) was

higher

than variation A’s conversion rate (

). You can be

95

% confident that this result is a consequence of the changes you made and not a result of random chance.

The observed difference in conversion rate (

) isn’t big enough to declare a significant winner. There is no real difference in performance between A and B or you need to collect more data.

Possible SRM alert

Assuming you intented to have a 50% / 50% split, a Sample Ratio Mismatch (SRM) check indicates there might be a problem with your distribution.

The expected distributions of variation A and B.

Conversion Rate Control

Conversions A / Visitors A


Conversion Rate B

Conversions B / Visitors B


Relative uplift in Conversion Rate

CRB – CRA / CRA


Observed Power


p value


Z-score

( CRB – CRA ) / SEdifference


Standard error A

( CRA * (1-CRA ) / VisitorsA)1/2


Standard error B

( CRB * (1-CRB ) / VisitorsB)1/2


Std. Error of difference

SEdifference = ( SEA2 + SEB2 )1/2


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