Bankruptcy Modelling
Bankruptcy Modelling
Over a long time, bankruptcy prediction has been the focus of considerable academic effort. For
example; a number of papers by Altman using expost univariate analysis where we could observe,
for example, that companies which had greater capacity to absorb interest payments were less likely
to fail. The difficulty though is in applying these results to exante prediction which becomes very
prone to type I/II errors. Altman went on to develop a multivariate approach to bankruptcy
prediction (Zscore model). Similar effort by Beaver (1968), Zmijewski (1983), Ohlson (1980) and
many others. The relatively high misclassification rates were still often found to be present. This may
have inspired the development of socalled marketbased models (which drew their inspiration from
the BlackScholes option pricing model) and which have been operationalised in real commercial
models which have been (and are) used by banks. Are these marketbased models any better though?
What is the evidence?
Suggested Reading would include, but not be limited to:
Penman Ch. 20
Ohlson (1980)
Taffler (1984)
Agarwal & Taffler (2007, 2008)