Investor frameworks
The Altman Z-Score
A five-ratio bankruptcy model from 1968 that still works — provided you use the variant built for the kind of company you are pointing it at.
What the model is
Altman ran a discriminant analysis on 66 manufacturers — half of which had gone bankrupt — and kept the five ratios that best separated the two groups:
Z = 1.2·A + 1.4·B + 3.3·C + 0.6·D + 1.0·E
- A — working capital ÷ total assets (short-term liquidity)
- B — retained earnings ÷ total assets (cumulative profitability, and implicitly age)
- C — EBIT ÷ total assets (operating productivity of the asset base)
- D — market value of equity ÷ total liabilities (how much cushion the market's valuation gives creditors)
- E — sales ÷ total assets (asset turnover)
The bands
| Z | Reading |
|---|---|
| above 2.99 | Safe zone |
| 1.81 to 2.99 | Grey zone |
| below 1.81 | Distress zone |
On the original sample the model called about 95% of bankruptcies correctly one year ahead, and about 72% two years ahead. Accuracy falls away quickly with horizon, which is the honest way to read it: useful, and not a prophecy.
The part people skip
The coefficients were fitted on public manufacturers, and Altman himself published different variants for private companies and for non-manufacturers because the same weights do not transfer. Leg D uses market value of equity, so Z moves when the share price moves even if nothing in the business changed — the model has a price input, which is easy to forget when reading it as a pure accounting measure.
Two consequences for how Pythia reports it:
- A Z-score is computed only when all five legs resolve. A partial Z is a different, unlabelled model, and printing it as "the Z-score" would be a quiet fabrication.
- Because leg D is priced at a moment, our figure can differ from another vendor's for the same company on the same day purely through market-cap timing. We state the basis on the surface rather than let the gap read as an error.
Check yourself
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Sources
- Altman (1968), Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy (opens in a new tab) — The original discriminant analysis and the 1.81 / 2.99 cut-offs.
- Altman & Hotchkiss, Corporate Financial Distress and Bankruptcy (opens in a new tab) — Altman revisiting the model after three decades, including the private and non-manufacturing variants.
Further reading
- Altman Z-score (opens in a new tab) — Formula, zones (distress / gray / safe), and limitations.
- Financial distress (opens in a new tab) — What distress means for equity holders and creditors.