Finance AI Skill

Forecast Reconciliation

Reconcile forecasted financial results to actual outcomes, identify variances, analyze root causes, and update forecasting models. Use when performing forecast-to-actual analysis, post-mortem on forecast accuracy, adjusting forecasting assumptions, identifying systematic forecast bias, or improving prediction models. Triggers on phrases like "forecast reconciliation", "forecast vs actual", "forecast variance", "prediction accuracy", "model calibration", "forecast adjustment", "forecasting model update", "budget to forecast to actual".