A/B Test Calculator
Determine statistical significance of A/B test results. Calculate z-score, p-value, conversion lift, and whether your variant beats the control at your chosen confidence level.
Inputs
Results
Statistically Significant?
No
Winner
No clear winner
How to Use This Calculator
- Enter the number of visitors and conversions for both the control and variant groups.
- Set your desired confidence level (typically 95%).
- Review whether the result is statistically significant and which variant wins.
- Check the relative lift percentage to assess practical significance beyond statistical significance.
- Only implement the variant if both statistical significance and minimum detectable effect are achieved.
What each input means
- Control Visitors
- Total number of visitors (or users) in the control group.
- Control Conversions
- Number of conversions (signups, purchases, clicks) in the control group.
- Variant Visitors
- Total number of visitors in the variant (test) group.
- Variant Conversions
- Number of conversions in the variant group.
- Confidence Level (%)
- The confidence level for determining significance. 95% is standard; 90% is lenient; 99% is strict.
How this is calculated
Worked example, using the default values
- Identify Input Parameters4 parametersControl Visitors = 1000, Control Conversions = 50, Variant Visitors = 1000, Variant Conversions = 65 = 5 input(s) provided
- Calculate Statistically Significant?No = No
- Calculate WinnerWinnerNo clear winner = No clear winner
- Calculate Control Conv. RateControl Conv. Rate5 = 5
- Calculate Variant Conv. RateVariant Conv. Rate6.5 = 6.5
Engine last updated . Checked against 1 independently-derived test — how we verify calculators.
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