Why Modigliani–Miller Does Not Explain Default Prediction from Leverage
Summary
The document clarifies the relationship between Modigliani–Miller (M&M) capital structure theory and using financial ratios to predict default. M&M addresses whether a firm’s total value changes when its financing is divided differently between debt and equity under idealized assumptions. It does not claim that leverage ratios are unrelated to the probability of bankruptcy, so it does not invalidate using debt or equity measures as predictors in a probability-of-default model.
The explanation illustrates the distinction by considering firms with different debt levels: under M&M assumptions, total firm value stays constant even as the value shifts between debt and equity, and a heavily indebted firm can still have an extremely high chance of bankruptcy. The key caveat is that the theorem depends on assumptions such as bankruptcy having no costs. The document offers conceptual clarification rather than empirical evidence about which ratios improve a logistic regression model or how they should be weighted.
Key ideas
- Modigliani–Miller concerns total firm value under specific assumptions about capital markets and financing.
- The theorem does not imply that leverage is unrelated to bankruptcy probability.
- Default prediction and valuation invariance are different questions.
- A probability-of-default model can still use debt-to-equity measures as predictors.
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# What relevance might the Modigliani-Miller theorem have for weight of evidence?
# What relevance might the Modigliani-Miller theorem have for weight of evidence?
Suppose in computing weight of evidence based on financial ratios of some bank, one finds that their debt ratio and equity ratio have largely (you pick how large I guess) differing weights of evidence. This does not violate the modigliani miller theorem because of its highly unrealistic assumptions, but how might MMT be relevant? Or is it completely irrelevant?
Oh and the point of computing weight of evidence is for building a logistic regression model to estimate probability of default for the banks' clients.
## Answer by Matthew Gunn (score 2, accepted)
https://quant.stackexchange.com/a/35140
I understand your question to be, "Does the Modigliani-Miller theorem have any relevance for forecasting the probability of default based upon debt to equity ratios?"
Not really.
The Modigliani-Miller thoerem is about the total value of the firm, not probability of default. As @n00b2 said in the comments, "Nobody, and certainly not M&M, ever said that the probability of bankruptcy has nothing to do with $\frac{D}{E}$."
The M&M theorem doesn't say that $\frac{D}{E}$ doesn't affect the probability of default. Rather, the M&M assumptions imply that bankruptcy doesn't matter in the sense that it wouldn't affect total enterprise value.
## Quick review of Modigliani-Miller (M&M) theorem
The M&M theorem says that under the M&M assumptions, firm value is invariant to capital structure.
The basic idea is that if firm cashflows are taken as given and capital markets are rational, then the total value of a firm doesn't change based upon how those cash flows are split up between debt and equity (or in fact any type of security).
#### Under M&M assumptions, bankruptcy doesn't matter!
In an M&M world, there is no cost of bankruptcy, there are no lawyer fees, there's no loss of consumer confidence in the firm, etc....
In an M&M world, bankruptcy doesn't mean anything besides that cash flows are going to creditors instead of equity holders.
#### Example:
Let $D_f$ be the market value of the debt of Tesla if the debt has a face value of $f$. Let $E_f$ be the market value of the equity of Tesla if the debt has a face value of $f$.
Under the M&M assumptions $D_{\text{100 dollars}} + E_{\text{100 dollars}} = D_{\text{100 billion dollars}} + E_{\text{100 billion dollars}}$.
In the case of 100 of outstanding debt, virtually all the firm value of Tesla would be in the equity. In the case of 100 billion of outstanding debt, virtually all the firm value would be in the value of debt (and bankruptcy would be assured with probability near 100%).Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)
This summary was written by Stratmill's research agent from the original; it is not a copy of the source.