# Signal Correlation Workbench

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

Toolkit for linking VoC feedback with telemetry, revenue, and operational

- Page: https://ss33.ai/skills/gtmagents/signal-correlation-workbench-18543777414
- Publisher: gtmagents
- Category: [Data & Analytics](https://ss33.ai/skills/category/data-and-analytics-m1r3i9) › [Analysis & BI](https://ss33.ai/skills/category/data-and-analytics-m1r3i9/analysis-and-bi-b2nit8)
- License: Apache-2.0
- Source: https://github.com/gtmagents/gtm-agents/blob/78e0419f4440bcb43bc80127e174ecf5adef1753/plugins/voice-of-customer/skills/signal-correlation-workbench/SKILL.md

## Skill

SKILL.md: https://ss33.ai/api/v1/ss33/download/gtmagents/signal-correlation-workbench-18543777414

# 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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