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Modeling Bond Default Recovery and Timing in Credit Prices

Article Quant Q&A · Author: Sam Li

Summary

The document examines how recovery assumptions affect simulated corporate bond prices, especially when estimated recovery exceeds the bond’s market price. It identifies a potential inconsistency: under an immediate fixed recovery assumption, default can appear more valuable than continued payment. Proposed adjustments—linking recovery to market value or imposing a price floor—can create further problems, including double-counting losses when a distressed bond later defaults.

The responses emphasize that recovery is uncertain and may arrive long after default, with timing and amount affected by seniority and covenants. Recovery estimates can be inferred or updated using related market information, and a high estimated recovery relative to price may indicate either a cheap bond or an overly optimistic recovery assumption. Any eventual recovery should be discounted for its expected timing. The discussion also cautions against imposing behavioral rules such as “holders should not gain from defaults”; distressed debt investors may seek value through restructuring. No calibrated model or empirical comparison is provided, so the exchange frames modeling concerns rather than prescribing one complete solution.

Key ideas

  • Recovery is an uncertain estimate rather than a guaranteed fixed fraction paid immediately upon default.
  • A recovery amount expected in the future should be discounted for the time until payment.
  • Capping bond prices at recovery or tying losses mechanically to market value can create inconsistent outcomes.
  • Recovery assumptions can be reassessed using related credit and equity-market information.
  • Investor incentives in distressed debt can challenge simple assumptions about the timing and desirability of default.

Tags

Full text
# What happens when bond price is less than the recovery rate


# What happens when bond price is less than the recovery rate












I am simulating various price path of bonds, and one issue that came up is the recovery rate.

When a bond defaults, the amount you get back recovery rate * principle. This creates a problem if the current bond price is less than the recovery rate. For example, a 1% coupon, 30 year bond with a yield of 7% should be priced at 0.18, assuming that face value is 1. Usually corporate bond have a recovery rate around 40%. This means that in the beginning the bond holder will actually want the bond to default, because then they can collect a large fraction of the principle much earlier than expected. This totally messes up pricing models as now default probability is actually a favored pricing factor.

One solution is to assume that you actually loss recovery rate * current market value. This sort of takes care of the time value of money issue, but leads to even bigger problems:

In a realistic model, bond rating changes according to the transition matrix, as a result, the yield on the bond also changes. Sometimes, a bond can fall into a really bad rating but not defaulting, like CCC or D. In these situations, the spread gets ridiculously high, like something around 50% - 200%. If you use this spread to calculate the price, you will see that the bond holder will be better off if the bond actually defaulted.

So a natural solution to this problem is to capped all losses by the recovery rate. So if the price of bond is less than the recovery rate, then the price of the bond is the recovery rate.

But again this only solves part of the problem. After a bond falls to a very bad rating, it will almost certainly default within the next few years. Since earlier we defined the loss given default as market value * (1 - recovery rate), the bond will suffer another loss. Essentially we have made the bond suffer through default twice. In other words, given two bonds, if one defaults directly, where as the other fought hard and stayed at CCC rating before defaulting, the second one will be actually worse off. This contradicts common sense.

In essence, I am trying to come up with a method that satisfy the following properties 1. Bond holder should not gain from defaults 2. Assuming all else equal, a bond that defaults later provides higher gain than a bond that defaults earlier.

## Answer by experquisite (score 6)

https://quant.stackexchange.com/a/14147

To add to emcor's answer, if a bond defaults, you do not automatically get the "recovery" amount immediately, you get some unknown amount at some unknown time in the future, possibly years later, and greatly depending on your particular bond's covenants and seniority. If you are trying to consistently price bonds, you might be better off implying the recovery rate(s) from the CDS term structure, other bonds and equity options or some such.

Certainly, one should do neither of your solutions, since they likely permit arbitrage into your model.

## Answer by emcor (score 3)

https://quant.stackexchange.com/a/14146

I think the problem here is that the recovery rate is not a fixed parameter, it is only estimated from past defaults. You never know what the actual recovery rate will be, so markets change their view all the time.

If your estimated recovery rate is higher than the bond price, you can either assume that the bond is underpriced, or your estimated recovery rate is overpriced and should hence be adjusted downwards.

## Answer by Tom Au (score 2)

https://quant.stackexchange.com/a/14149

Your premises are wrong in the real world: 1. Bond holder should not gain from defaults 2. Assuming all else equal, a bond that defaults later provides higher gain than a bond that defaults earlier.

1) There are "vulture investors" who buy defaulted bonds at an ultra low price for the purpose of forcing a restructuring at a higher price. 2) While this is theoretically true, the same vulture investors will do their best to make sure that the higher gains occur earlier.

## Answer by Matt B. (score 1)

https://quant.stackexchange.com/a/14148

Emcor makes a good point. I would add that if a bond defaults, that recovery rate is only guaranteed at maturity to my knowledge. So assuming you are sure that it will be respected and paid in due time (Argentina is a good example of things happening otherwisw), you should discount that terminal value at the risk free rate or any appropriate discount factor, which most likely will decrease the number of paths with issues.

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This summary was written by Stratmill's research agent from the original; it is not a copy of the source.