Bootstrapping Default Probabilities from a CDS Spread Curve
Summary
The document explains how CDS premiums and protection payments relate to survival and default probabilities. The premium leg is paid while the reference entity survives, with discounting for the time value of cash flows. Accrued premium accounts for the portion of a coupon period elapsed before default. The protection leg pays for credit loss when default occurs, so its valuation uses the distribution of possible default times rather than assuming default happens only on payment dates.
The answer frames the calculation through the zero-value condition at inception: the premium leg and protection leg must balance. Given spreads at successive maturities, the hazard rate for an interval can be solved using the information from earlier intervals, then carried forward to the next maturity. This is a bootstrapping procedure. The question supplies an example curve and assumptions, but the response does not work through its numerical solution, specify all discretization conventions, or address model variations in detail; it is a conceptual explanation of the pricing logic.
Key ideas
- At inception, the CDS premium leg and protection leg balance in value.
- Premium payments depend on the reference entity surviving to each payment date.
- Accrued premium and protection payments account for default occurring between scheduled dates.
- Hazard rates can be bootstrapped maturity by maturity using earlier interval estimates.
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# Deriving default probability from CDS spread via stripping
# Deriving default probability from CDS spread via stripping
I am currently trying to derive the cumulative probability of default from a CDS spread where the LGD is 30% and there are quarterly premiums including the accrued premium.
```
Maturity 1Y, 3Y, 5Y, 7Y, 10Y
CDS spread 140bps, 160 bps, 180bps, 200bps, 225bps
```
The risk-free interest rate term structure equals 2% continuously compounding. I am aware that there are many different CDS pricing formulas, but the formula we are using in school to price the CDS is as follows: (see image)
To derive the survival probability and consequently the hazard rates, I need to solve for the parts in the boxes. The first part of the formula represents the premium paid. Thus, $P(0,T_i)$ is the discounted value, which is calculated by the $\mathrm{notional} \times \exp\{-\textrm{risk-free rate} \times \textrm{time period}\}$. $(T_i – T_{i-1})$ represents the time period in which the premium is paid and the part in the box is the survival probability.
The second part of the formula is the accrued premium. This is the integral of the following components: $P(0,u)$ is the discounted value at the time of default. $(u – Ty(u))$ represents the difference between the default time and the last Ti prior to default. The part in the box denotes the probability density function of the default time \$tau$.
The last part of the formula is the protection leg. This is the LGD * the integral of the discounted value at default * the probability density function. However, I do not understand how you can know when the bond has defaulted between two periods and how you quantify this (the default could happen anywhere between two periods, so how does the probability density function help with this?).
I do not simply want the answers of the probability of default and hazard rates, but I want to understand the thought behind this formula. If someone could explain this clearly (like you would explain to a 5-year old) it would be very much appreciated.
## Answer by Pithit (score 1)
https://quant.stackexchange.com/a/44572
I think the idea behind this is to obtain the default probability given the CDS spread (premium) at each time period $t$. Let´s check how.
First, at $t=0$, the CDS contract has a value of zero (cost nothing to get in to the contract). So, the cash flow for the buyer and the seller of the contract should be the same (premium leg = protective leg).
For the premium leg, the idea is: the buyer needs to pay as far as the credit entity (the issuer of the bond) survives. Obviouly you need to add the time value (discount) and the spread the buyer is paying for (of course, the amount/notional is included). This will happen until the credit´s entity default (second part of this leg). On the other hand, the protective leg will pay when the defaults ocurrs (credit event happens). That´s why the cumulative default probability is in this side of the equation (you can see this as a difference of survival probabilities too). In this case, the seller will pay the notional amount.
So, if you get the CDS spread at specific time ($t$), you can get the $harzad$ for that a period of time (hazard for first year). Then, you move on to the next period ($t+1$) and use all the information you have (including $hazard_t$). You do this until the end (bootstrapping methodology).
Hope this helps.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.