Review growth results without selecting only favourable numbers
AI-assisted editorial field note · Educational planning framework
How can a growth review avoid cherry-picking?
Start with the question and measures agreed before the work, then include relevant negative or unchanged results. A review should improve the next decision rather than defend the previous plan. Explain the tested conditions, data coverage and alternative interpretations. Useful evidence can support continuing, revising or stopping; it does not need to produce a success narrative every week.
Put it into practice
Restate the original question
Show the hypothesis, intended outcome and guardrails. If the question changed, record the change instead of presenting a different metric as the original objective.
Include the full relevant period
Use the agreed window and explain exclusions. Avoid choosing the best few days merely because they support a more attractive headline.
Inspect trade-offs
Review delivery effort, user issues and quality alongside the main outcome. A numerical increase can be undesirable if it creates unusable work or inappropriate expectations.
Record the next decision
Choose a proportionate action and state what remains uncertain. Keep the evidence accessible so another person can assess the conclusion independently.
A worked example
Illustrative scenario — not a customer case study
A content test brings more visitors but fewer relevant tool starts. The review does not hide the second result. It investigates whether the new audience differs from the intended founders and proposes a clearer distribution route rather than describing all traffic growth as success.
Make the next decision
Use the review to choose a better next action, even when that means abandoning a favoured tactic. Keep confidence proportional to the data and the experiment design.
A mistake to avoid
Do not search through many metrics until one improves and then label it the goal. Exploratory findings can be useful, but they should be identified as exploratory.
Is an unexpected positive result worth following?
Yes. Record it as a new hypothesis and design a suitable follow-up. Avoid presenting it as confirmed success against an objective that was never specified.
Take the next step
Check the broader business context with the free six-question assessment. Use your own evidence to choose the next action.
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