Financial Modeling and Forecasting
Financial Modeling and Forecasting tests whether you can build a coherent three-statement model, drive forecasts from operating assumptions, and keep the balance sheet balanced. Expect revenue builds, working capital schedules, debt and interest circularity, and scenario analysis.
Core rules
- A three-statement model links net income to retained earnings, cash flow to the cash balance, and interest expense to the debt balance. The balance check must equal zero.
- Forecast revenue from volume × price, segment growth, or market share rather than a flat percentage. Tie costs to the appropriate driver: variable costs to volume, fixed costs to inflation or headcount.
- Working capital days drive receivables, inventory, and payables. A rising days sales outstanding consumes cash even when revenue grows.
- The debt schedule is the usual source of circularity: interest depends on debt, debt depends on cash flow, and cash flow depends on interest. Use iterative calculation or a revolver toggle.
- Scenarios should change operating drivers, not just the final output; sensitivity tables show how value or covenant metrics respond.
Worked example
A company forecasts revenue of 500 in year one, growing 10%. Days sales outstanding are 45, so receivables = 500 × 45/365 = 61.6. In year two revenue is 550, so receivables = 67.8. The increase of 6.2 is a use of cash in the cash flow statement. If DSO rises to 60, year-two receivables become 90.4, an increase of 28.8, cutting free cash flow by 22.6 versus the base case. That is why a working capital assumption can break a covenant even when EBITDA looks healthy.
Traps
- Hardcoding a number inside a formula breaks the model when assumptions change; keep inputs separate.
- Forgetting to tax negative EBIT correctly or to preserve loss carryforwards distorts forecasts.
- A balance sheet that balances by a plug is a warning, not a fix; find the missing link.
- Forecast periods that extend beyond a credible competitive advantage create false precision.
- Ignoring revolver commitment fees and cash sweep mechanics understates interest.