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 – tran…