FP&A Modeling: Variance Analysis & Forecasting
About this course
By the end of this course, you will structure financial models in Excel with clean, auditable architecture, calculate and decompose budget-to-actual variances into price, volume, and mix, build variance bridges that turn numbers into a performance story, and produce rolling forecasts you can validate with error metrics like MAE and MAPE. These are the operational skills that anchor an FP&A analyst's credibility — the work that shows up in every monthly and quarterly review. You will move from a raw budget gap no one can explain to a driver-level narrative leadership can act on, and from guesswork to a forecast you can defend. What makes this course distinctive is its build-it-by-hand approach: you learn the modeling and analysis manually first, so when AI automates this work in later courses, you can tell when its output is wrong. Every skill is taught concept-first, then demonstrated on a realistic enterprise insurer in Excel or IBM Planning Analytics — the same case company you carry through the program.
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What you'll learn
- structure financial models in Excel
- calculate budget-to-actual variances
- build variance bridges
- produce rolling forecasts
- validate forecasts using error metrics like MAE and MAPE
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