Estimating One-Year Default Probability from a Zero-Coupon Bond Price
Summary
The document compares two ways to infer the one-year conditional default probability of a zero-coupon bond priced below face value, assuming no recovery and a stated risk-free rate. One approach converts the bond’s return into a spread, treats the spread as a hazard rate, and translates that rate into a cumulative default probability. The other equates the risky bond’s expected payoff with a risk-free investment.
The response derives default probability from the bond price discounted at the risk-free rate, then explains why the first calculation differs: it mixes simple compounding for the bond return with continuous compounding for the hazard rate. Using a continuously compounded return makes the two approaches consistent and brings the hazard-rate calculation in line with the bond-price result. The comparison depends on the stated zero-recovery and constant-hazard assumptions; the response also notes that the simple-compounding setup in the second method may not be accurate, even if internally consistent.
Key ideas
- A risky zero-coupon bond price can be related to survival probability under a zero-recovery assumption.
- A constant hazard rate converts to cumulative default probability through an exponential survival relationship.
- Mixing simple and continuous compounding conventions can cause inconsistent default estimates.
- Consistent compounding conventions reconcile the hazard-rate approach with the bond-price calculation.
Tags
Full text
# Calculating probability of default with no recovery
# Calculating probability of default with no recovery
Given two methods to calculate the 1 year conditional probability of default of a zero coupon bond, I've come up with slightly different but close results.
From my approaches below, is it reasonable for the results to be off? Is the amount they are off considered large? Am I missing something?
Given:
1 year zero coupon bond with a face value of 1 million trading at 80% of face value. Assuming 0 recovery and a risk free rate of 5%.
1 year conditional (on no prior defaults) probability of default:
Method 1
Obtain the probability of default from a hazard rate (instantaneous conditional probability of default)
$Bond Return = (\frac{Face}{Price})^{1/maturity} -1 = 25\%$
$Spread = 25\% - 5\% = 5\%$
$\lambda = \frac{spread}{1-Recovery} = 20\%$
$\pi_{1 year} = 1 - e^{-\lambda} = 18.13%$
Method 2
Equate the future value of a risky bond with yield (y) and default probability ($\pi$) to a risk free asset with yield ($R_f$)
$1 + R_f = (1-\pi)*(1+R_f+z)+\pi*Recovery$
Where z is the spread.
Given the above (sourced from a GARP FRM practice exam), the result is 16%.
## Answer by Gordon (score 4, accepted)
https://quant.stackexchange.com/a/21809
Let $\tau$ be the default time, $\lambda$ be the constant hazard rate, and $T=1.0$ be the bond maturity. The value of the defaultable zero-coupon bond is given by \begin{align*} D(0, T) &= e^{-rT}P(\tau > T). \end{align*} Then the default probability is given by \begin{align*} P(\tau \le T) &= 1- P(\tau > T)\\ &=1-D(0, T) \times e^{rT}\\ &=1-0.8 \times e^{0.05}\\ &=0.158983. \end{align*} The Method 2 result appears much closer.
$$$$ The mismacth in your Method 1 is caused by the inconsistency of the bond return and the hazard rate, that is, one is simple compound, while the other is continuous. If you define your bond reurn by \begin{align*} BondReturn &= -\frac{1}{maturity} \ln \frac{price}{face}\\ &= -\ln (0.8) = 0.22314, \end{align*} then you have hazard rate \begin{align*} \lambda = spread= 0.22314 -0.05 = 0.17314. \end{align*} and the default probability \begin{align*} 1-e^{-\lambda} = 0.158983. \end{align*} In Method 2, both the spread and bond return are assumed to be simple, which may not be accurate, but, at least, consistent.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.