Analysis / Growth experimentation and pricing
Check experiment assignment balance
Audit experiment group counts, allocation ratios and pre-treatment characteristics before interpreting any outcome difference.
Growth leader · Revenue operations analyst
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Your starting prompt.
Audit our experiment assignment records for [test]. Compare observed group counts with the intended allocation ratio, check duplicate or missing assignments and summarize pre-treatment characteristics. Separate eligibility, assignment and exposure so excluded visitors remain visible. Produce a balance report with inspectable calculations and investigation questions. Do not repair the dataset by dropping groups or changing eligibility after looking at outcomes.
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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
A balanced-looking sample does not prove randomization worked; investigate allocation anomalies using the actual assignment mechanism.
This starting prompt has no published worked example yet. Begin with a small sample and check the calculations before relying on the result.
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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