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L.5 · ADVANCED · 2 MIN

Financial Modeling Discipline: Building Models That Earn Trust

A valuation is only as credible as the model behind it. Professional financial modeling follows strict conventions that separate analyst-grade work from error-prone spreadsheets.

Quiz · 5 questions ↓
§ 01
ConventionRuleWhy
Input separationAll assumptions in dedicated input cells (blue font)Change one number, model updates everywhere
No hardcoded numbersEvery number in a formula links to an input or prior calcPrevents ‘magic numbers’ that break auditing
Consistent sign conventionRevenue positive, expenses negative (or vice versa)Prevents sign errors that flip conclusions
Error checksBalance sheet balances, cash flow reconcilesCatches formula errors before they compound
Scenario toggleSwitch between base/bull/bear with one inputEasy stress-testing
§ 02

The most common modeling error: circular references between debt interest and cash flow. Interest depends on debt balance, which depends on cash flow, which depends on interest. Use an iterative solver or break the circularity with prior-period debt.

§ 03
Review a company’s financials in **Fundamentals**. Try to reconcile: does Net Income + D&A − CapEx − ΔWC approximately equal FCF? This is the basic check that catches most data errors.
§ 04
Your model’s balance sheet doesn’t balance — assets exceed liabilities + equity by $12M. What should you do?
§ 05

A model that gives the ‘right’ answer with wrong formulas is more dangerous than one that gives the wrong answer with right formulas. The wrong-formula model will eventually break in ways you can’t predict. Build it right from the start.

§ 06
You've built a 200-tab Excel LBO model. Senior PM questions your Year 3 revenue: 'Why 8.5% growth vs your peer 6.2% guidance?' You reply 'The model says so.' What went wrong?
Five questions · AI feedback

Sit with the ideas.

You receive a colleague's DCF model. Revenue in Year 3 is hardcoded (not linked to the growth rate assumption). The balance sheet does not balance by $3M. There is no sensitivity table. The terminal growth rate is 4% (above long-term GDP growth). How many red flags are there, and which is most dangerous?

Why:
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