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Is there any formulair relationship between the price of a corporate bond and the stock on the same company?

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Structural credit models like the Merton Model attempt to establish the relationship. However, because the company assets are not trade-able, the delta hedging / no arbitrage assumptions associated with pricing equity options do not hold in this case. This article provides some additional information.

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