# Signal Correlation Workbench

> Toolkit for linking VoC feedback with telemetry, revenue, and operational data.

- Skill: `majiayu000/signal-correlation-workbench` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds add majiayu000/signal-correlation-workbench`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/signal-correlation-workbench/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Finance & Business
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/signal-correlation-workbench

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# Signal Correlation Workbench Skill

## When to Use
- Quantifying the impact of qualitative feedback on churn, expansion, and adoption.
- Connecting support data, product usage, and survey responses into a unified narrative.
- Testing hypotheses about leading indicators for customer health.

## Framework
1. **Data Inventory** – list all relevant sources (surveys, NPS, CSAT, telemetry, CRM, finance).
2. **Join Strategy** – map IDs/keys, sampling windows, and normalization rules.
3. **Correlation Analysis** – evaluate relationships (Pearson/Spearman), cohort comparisons, regression snippets.
4. **Signal Strength Scoring** – combine volume, recency, severity, and revenue exposure.
5. **Insight Packaging** – translate stats into plain language, visuals, and actionable levers.

## Templates
- SQL/notebook snippets for merging VoC tags with product/CRM tables.
- Dashboard layout showing signal volume vs impact.
- Experiment tracker linking hypotheses to validated outcomes.

## Tips
- Watch for survivor bias; include lost customers when possible.
- Flag data quality caveats prominently to maintain trust.
- Pair with `synthesize-voc-insights` to auto-embed correlations into narratives.

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