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A/B conversion difference and z-test

A/B conversion difference and z-test: Compute conversion rates, their difference and a pooled two-proportion z statistic.

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How it works

Compute conversion rates, their difference and a pooled two-proportion z statistic. Approximate two-sided p with the standard normal tail; report an unpooled 95% difference interval.

Input definitions

Group A visitors
Enter the value in the labeled unit.
Group A conversions
Enter the value in the labeled unit.
Group B visitors
Enter the value in the labeled unit.
Group B conversions
Enter the value in the labeled unit.

A worked example

Group A visitors
1000
Group A conversions
100
Group B visitors
1000
Group B conversions
120
1.9999999999999991

Assumptions & limits

Entered-data planning worksheet. No legal, payroll, tax-filing or accounting certification.

Sources & review

Maintained by AnsRio. Methods and examples use automated checks; this does not imply independent professional certification.

Method updated 2026-10-17. Content checked against the stated method and examples. Our verification approach.

Common questions

Does a small p-value prove that a campaign will win in production?

No. It addresses a statistical model, not effect importance, experiment quality or future performance. Repeated testing and biased assignment can invalidate interpretation.

How does A/B conversion difference and z-test work?

Compute conversion rates, their difference and a pooled two-proportion z statistic. Approximate two-sided p with the standard normal tail; report an unpooled 95% difference interval.

What are the limits of A/B conversion difference and z-test?

Entered-data planning worksheet. No legal, payroll, tax-filing or accounting certification.

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