/variance-analysis

name: variance-analysis
description: Use to attribute forecast vs actual deltas and recommend remediation
  actions.

Revenue Variance Analysis Skill

When to Use

• Preparing forecast reviews or board updates that require variance explanations.
• Investigating misses/exceeds across segments, products, or channels.
• Prioritizing remediation plays tied to specific variance drivers.

Framework

1. **Driver Taxonomy** – classify deltas into volume, conversion, price/mix, churn, expansion, currency. 2. **Attribution Logic** – define formulas for each driver and maintain consistent baselines. 3. **Root Cause Layer** – connect drivers to operational issues (pipeline quality, capacity, enablement, macro). 4. **Action Mapping** – translate each root cause into specific plays with owners and expected impact. 5. **Feedback Loop** – update forecasting assumptions once variance is understood.

Templates

• Variance waterfall chart setup instructions.
• Driver worksheet (metric → delta → driver → root cause → owner → due date).
• Remediation tracker with status and forecast impact.

Tips

• Keep a glossary so stakeholders interpret drivers consistently.
• Combine quantitative attribution with qualitative context from GTM leaders.
• Feed learnings back to `forecast-modeling` to tighten assumptions next cycle.

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