Thumbnail A/B Test Calculator
Compare click-through rates with statistical significance testing.
CTR (A)
5%
Inputs
Comparison
CTR (B)
6.2%
Lift (B vs A)
24%
Z-Score
3.69
Significant at 95% (1=Yes)
1
Min Sample Each
2,878
Results Overview
How to Use This Calculator
- Enter the total impressions and click-through rate (CTR) for Thumbnail A.
- Input the same metrics for Thumbnail B.
- Set the statistical confidence threshold (95% is standard).
- Review the Winner and Statistical Significance level of the result.
- Use the Uplift in CTR output to project how much additional traffic the winning thumbnail will generate.
What each input means
- Impressions (A)
- Number of impressions for thumbnail variant A.
- Clicks (A)
- Number of clicks for thumbnail variant A.
- Impressions (B)
- Number of impressions for thumbnail variant B.
- Clicks (B)
- Number of clicks for thumbnail variant B.
How this is calculated
Worked example, using the default values
- Identify Input Parameters4 parametersImpressions (A) = 10000, Clicks (A) = 500, Impressions (B) = 10000, Clicks (B) = 620 = 4 input(s) provided
- Calculate CTRCTR5 = 5
- Calculate CTRCTR6.2 = 6.2
- Calculate LiftLift24 = 24
Engine last updated . Checked against 2 independently-derived tests — how we verify calculators.
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