alexzhu0 Telemetry To Product Insights
Purpose
Convert product metrics into usable product insight without pretending the data proves more than it does.
Fit
- Use when telemetry needs to inform a product decision, experiment, or follow-up analysis.
- Do not use when metrics definitions, time window, and source are completely unknown.
Inputs
- Event exports, dashboard screenshots, funnel notes, or metric summaries.
- Product context, time window, cohorts, and tracking definitions if available.
- The decision the metrics should inform.
Workflow
- Restate the metric source, time window, and known limitations.
- Identify signal, noise, anomalies, and missing breakdowns.
- Convert observed patterns into hypotheses.
- Recommend experiments or follow-up analysis.
- Mark any data quality issues that weaken confidence.
Output
Produce Markdown with:
- Data Snapshot
- Key Observations
- Product Insights
- Hypotheses
- Experiments
- Data Caveats
- Next Questions
Validation
- Insights are tied to observed data.
- Correlation is not presented as causation.
- Missing definitions or windows are called out.
- Experiments include a measurable success signal.
- Caveats are visible, not buried at the end.