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Merton models and their progeny are likely the route you want to take. There's a ton of research out there on this, model selection largely depends on the use for your product (eg, loan or firm risk management, trading, etc). Regression here is likely insufficient given the amount of very public research on the topic. Regulators care a great deal about this ...


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