Zeta Model: Meaning, Formula, and Significance
The Zeta Model (or Altman Z‑score) is a statistical model that estimates the probability a public company will go bankrupt within roughly two years. Developed in 1968 by Edward I. Altman, it combines several financial ratios into a single score used for credit screening and financial distress prediction.
Formula
ζ = 1.2A + 1.4B + 3.3C + 0.6D + E
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Where:
* A = Working capital / Total assets
B = Retained earnings / Total assets
C = Earnings before interest and taxes (EBIT) / Total assets
D = Market value of equity / Total liabilities
E = Sales / Total assets
Interpretation
The Z‑score places firms into zones that indicate bankruptcy risk:
* Z > 2.99 — “Safe” zone: Bankruptcy unlikely within two years
1.81 < Z < 2.99 — “Grey” zone: Indeterminate risk
Z < 1.81 — “Distress” zone: High likelihood of bankruptcy within two years
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A lower Z‑score indicates a higher risk of bankruptcy.
Predictive Accuracy
Empirical tests have shown strong short‑term predictive power:
* Over 95% accuracy when measured one period prior to bankruptcy in some studies
* Around 70% accuracy over several prior annual reporting periods
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Accuracy varies by industry, firm size, and the quality of accounting data.
Uses
- Credit risk screening and lender due diligence
- Early warning for corporate restructuring or monitoring portfolio companies
- Complement to other financial analysis tools for investors and analysts
Variations and Scope
- The original model was calibrated for publicly traded manufacturing firms.
- Subsequent versions have been adapted for non‑manufacturers, private firms, small businesses, and emerging markets.
- Alternative formulations exist to account for industry differences and limited availability of market‑value data.
Limitations
- Relies on historical accounting figures that can be distorted by accounting policies or manipulation.
- The D term requires market capitalization; models for private companies substitute book‑value measures.
- Less effective for financial firms and banks because of different balance‑sheet structures.
- Should be used alongside qualitative analysis and other quantitative measures rather than as a sole decision tool.
Conclusion
The Zeta Model is a compact, historically validated tool for assessing near‑term bankruptcy risk using a blend of liquidity, profitability, leverage, and activity ratios. It remains widely used for screening and monitoring but performs best when adapted to the firm type and combined with other analyses.