The Analyst’s Course · Valuation & DCF
Special Situations — When the Standard Model Breaks
Negative-FCF companies
A DCF on negative FCF is not "impossible" — it says value lives almost entirely beyond the explicit horizon, making it a bet on a future the current statements cannot confirm. Practitioners treat such equity as closer to an option: enormous upside if the fade to profitability happens, near-total loss if funding dries up. Implications: position size like an option (small), watch the cash runway (from the balance sheet) and the FCF trajectory (from the panel), and never let a terminal-value-heavy model pretend to precision it cannot have.
Banks and financials
Banks break the standard toolkit structurally: deposits are raw material and debt is the product, so WACC decomposition loses meaning; leverage is the business model, so the Altman Z misreads them (the accounting track said the same). The honest substitutes: P/TBV against achieved ROE (a bank earning 15% ROE sustainably deserves >1× book; one earning 6% does not), efficiency ratio, credit-cost cycles through a full downturn. Price the book, audit the loan book's cycle position — those two do most of the work.
Cyclicals and mid-cycle earnings
For miners, energy, semis-at-cycle-peaks: never price peak earnings at a peak multiple. The classic error is annualizing the boom (2022 energy: record margins met with trough-like claims of permanence). Practitioners normalize to mid-cycle earnings — average across a full cycle — and let the multiple apply to the normalized figure. The panel's statement window (5 years) exists partly so you can see the cycle before you annualize its best year.
Fair P/TBV ≈ (ROE − g) ÷ (COE − g)
Bank valuation — The justified-P/B identity: a 15% ROE bank at COE 10%, g 3% deserves ≈1.7× book; a 7% ROE bank ≈1.0×.
The 2022 energy trap, both directions
Energy equities in 2022: headline earnings at records, "cheap" at 6× earnings — then the cohort de-rated through 2023–24 as the cycle normalized, despite continued profits. Symmetrically, 2020's negative-price WTI moment made every DCF "worthless" exactly at the cycle trough that preceded the best decade returns in the sector. Both errors are the same error: pricing the cycle's extreme as if it were the average. Mid-cycle normalization is the antidote, and it is arithmetic, not opinion.
What you'll practise
For a pre-profit company, the DCF's honest interpretation is…
3 graded checkpoints · certification exam at the end of the track
Sources
Damodaran (ERP data); Mauboussin, ATKM; McKinsey Valuation; IPO prospectuses (SEC S-1 filings)
Learn content is for education only — not individualized financial advice, a recommendation, or a solicitation to buy or sell any security. Options involve substantial risk. Examples are simplified and historical patterns never guarantee future results.