All frameworks and cheat sheets

Reference table

The one-page analysis plan for product research

Seven fields to fill in before fielding, so every claim was made before the data spoke

Table of a one-page analysis plan with seven fields: decision, primary outcome, comparison family, stopping rule, exclusions, covariates and thresholds.
Fill this in before fielding and have someone other than the analyst sign it

A seven-field analysis plan for product and insights teams, each field paired with the analytic choice it pins down before the data arrives. It turns the forks that produce p-hacked findings, such as which metric counts, when to stop and who to exclude, into commitments made in advance. Copy it into the front of any study brief. In Koji, the brief is written and versioned before recruiting starts, so it can hold this plan.

Where this appears

What's in this reference table

FieldWhat it fixes
The decisionWhat action changes based on the result, and who owns it
Primary outcomeOne metric, defined exactly, including the top-box rule and scale handling
Comparison familyEvery comparison that can produce a reported finding, and how many there are
Sample size and stopping ruleTarget n and the rule for ending the study, decided in advance
Exclusion rulesSpeeder cut-off, attention-check policy, and what happens if exclusions change the result
CovariatesWhich controls you apply, plus a promise to report the uncontrolled result too
Decision thresholdsWhat size of effect triggers which action, written before you know the answer

Use this image

Free to use in your docs, decks and posts under CC BY 4.0, as long as you credit Koji with a link to this page. To embed it, paste this into your page:

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<a href="https://www.koji.so/visuals/one-page-analysis-plan-for-product-research"><img src="https://www.koji.so/visuals/one-page-analysis-plan-for-product-research/one-page-analysis-plan-for-product-research.png" alt="Table of a one-page analysis plan with seven fields: decision, primary outcome, comparison family, stopping rule, exclusions, covariates and thresholds." width="1200" height="956" /></a>
<p>Source: <a href="https://www.koji.so/visuals/one-page-analysis-plan-for-product-research">The one-page analysis plan for product research</a>, Koji</p>