Analysis / Growth experimentation and pricing
Investigate novelty effects in an experiment
Inspect conversion changes by time since first exposure and cohort, while keeping assignment, uncertainty and novelty hypotheses visible.
Growth leader · Revenue operations analyst
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Your starting prompt.
For [experiment], compare the outcome by time since first exposure and by entry cohort while preserving original assignment. Show group sample sizes and uncertainty for each predefined window. Identify whether an early difference persists, fades or varies with cohort composition. Produce an analysis brief and proposed follow-up measurement. Treat a novelty explanation as a hypothesis and avoid selecting a favorable window after viewing results.
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Method and review
Keep the assumptions visible.
State the hypothesis, baseline, unit economics and decision rule. Compare total contribution and uncertainty, and separate modeled scenarios from measured experimental results.
For this task, check
Later windows can exclude recently enrolled users and change the comparison population; show eligibility and follow-up completeness for every window.
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Before you begin
- Permitted uploaded records or queryable Data with the specified fields
- Agreed outcome definitions and an accountable business reviewer
Work with permitted files or queryable data. Verify the result against the original records.
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Make it your investigation.
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