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A/B Test Results Report with Statistical Rigor and Business Context,\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n

Template for reporting A/B test results that includes statistical significance, practical significance, segment analysis, and clear go/no-go recommendations.

Standardize A/B test result reporting to prevent misinterpretation of statistical noise, ensure proper sample sizes, and connect test results to business decisions.

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Prompt objective

Standardize A/B test result reporting to prevent misinterpretation of statistical noise, ensure proper sample sizes, and connect test results to business decisions.

Real use case

A product team ran 15 A/B tests last quarter but 8 were stopped early because 'results looked good,' 3 had insufficient sample size, and only 4 were properly analyzed. Leadership can't trust the results.

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COMPANY NAMEVARIATION DESCRIPTIONCONTROL

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Prompt

Create an A/B test results report template for [COMPANY NAME], using data from the test of [VARIATION DESCRIPTION] vs. [CONTROL].\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n**Test Metadata:**\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n- Test name and ID\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n- Hypothesis: \\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\

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  1. 1Replace the key placeholders first: COMPANY NAME, VARIATION DESCRIPTION, CONTROL.
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