Sach1ng Experiment Writeup
Help PMs document experiment results in a structured format. Turns raw data into clear narratives with hypothesis, methodology, results, learnings, and decision.
When to Use
- Documenting A/B test outcomes
- Writing up feature experiment results
- Sharing experiment learnings with stakeholders
- Creating a record for future reference
- When asked "help me write up the results"
Process / Template
1. Gather the Data
- Hypothesis (original statement)
- Experiment design (variants, duration, sample size)
- Primary, secondary, and guardrail metric results
- Statistical significance (p-values, confidence intervals)
- Any qualitative feedback or observations
2. Structure the Writeup
Hypothesis
- Restate the original hypothesis
- Brief context on why we ran this
Methodology
- Variants tested (control vs. treatment)
- Duration and sample size
- Target segment
- Any caveats (traffic issues, external events)
Results
- Primary metric — direction, magnitude, significance
- Secondary metrics — supporting or conflicting signals
- Guardrail metrics — did anything regress?
Learnings
- What did we learn? (beyond the numbers)
- Surprises or unexpected findings
- Implications for future work
Decision
- Ship / Iterate / Kill
- Rationale for the decision
- Next steps (if iterating)
3. Write Clearly
- Lead with the decision and key takeaway
- Use plain language; avoid jargon
- Include numbers with context (e.g., "+12% vs. control")
- Call out statistical significance explicitly
Output
A structured Experiment Writeup suitable for:
- Stakeholder sharing (Slack, email)
- Internal documentation
- Experimentation platform notes
- Retrospectives and planning
Format: concise, scannable, decision-oriented. Typically 1–2 pages or equivalent in markdown.