telemetry-to-product-insightslisted
Install: claude install-skill alexzhu0/agent-ready-skills
# 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
1. Restate the metric source, time window, and known limitations.
2. Identify signal, noise, anomalies, and missing breakdowns.
3. Convert observed patterns into hypotheses.
4. Recommend experiments or follow-up analysis.
5. 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.