Duffie-Singleton (1999) Credit Risk & Defaultable Bond Lab

Value corporate bonds, credit spread term structures, and intensity jump dynamics under Darrell Duffie and Kenneth J. Singleton's (1999) Recovery of Market Value (RMV) framework.

Calibrated Credit Regimes:

Model Parameters

Instantaneous default intensity.

Corporate Bond Terms

Corporate Bond Price
$982.50
PV under RMV discounting
Yield to Maturity (YTM)
5.74%
Default-adjusted yield
Credit Spread ($T$-Year)
174 bps
Over risk-free rate $r$
Instantaneous Spread $s_0$
90 bps
$\lambda_0 \times L$ (short spread)
Survival Probability $Q(T)$
82.35%
Risk-neutral survival to $T$
Cumulative Default PD
17.65%
$1 - Q(T)$ default risk
Par Coupon: 5.71%
Modified Duration: 7.34 yrs
CS01 (1bp shock): $0.721

Duffie-Singleton Credit Visualizer

Term Structure of Defaultable Zero Bonds & Credit Spreads

Maturity RMV Zero ($100) RP Zero ($100) Survival $Q(T)$ Cum PD ($1-Q$) Zero Yield RMV Spread RP Spread

Matrix 1: Intensity Volatility $\sigma$ vs. Mean-Reversion $\kappa$

10-Year Credit Spread (bps) across hazard rate volatility and reversion speed.

$\sigma_\lambda \backslash \kappa_\lambda$ 0.05 0.15 0.25 0.40 0.60

Matrix 2: Hazard Rate $\lambda_0$ vs. Loss Given Default $L$

Corporate Bond Price ($) across initial default intensity and loss severity.

$\lambda_0 \backslash L$ 30% 45% 60% 75% 90%

Theoretical Foundations: Duffie-Singleton (1999) Credit Risk

1. The Default-Adjusted Short Rate

In Darrell Duffie and Kenneth J. Singleton's (1999) landmark paper, default is modeled as an exogenous jump process with conditional intensity $\lambda(t)$. Debtholders suffer a fractional loss of market value $L(t)$ upon default (Recovery of Market Value, or RMV). Over any infinitesimal interval $dt$:

$$R(t) = r(t) + \lambda(t) L(t) = r(t) + s(t)$$

Because loss is proportional to market value just prior to default ($V_{t-}$), defaultable contingent claims can be priced as if they were default-free discount bonds by replacing the risk-free rate $r(t)$ with the default-adjusted rate $R(t)$.

2. Affine Term Structure Solution

When hazard rate intensity $\lambda(t)$ follows an affine square-root diffusion (CIR process) $d\lambda_t = \kappa(\theta - \lambda_t) dt + \sigma \sqrt{\lambda_t} dW_t$, the expectation $\mathbb{E}[e^{-L \int_0^\tau \lambda_u du}]$ has an exact closed-form analytical solution:

$$P_{\text{def}}(0, \tau) = e^{-r \tau} \exp\left( A(\tau) - B(\tau) \lambda_0 \right)$$

where $B(\tau)$ and $A(\tau)$ are analytical functions of $\kappa, \theta, \sigma$, and effective jump size $L$. This guarantees non-negative intensity and preserves mathematical tractability across multi-asset bond portfolios.

Quantitative Credit Risk Mastery Quiz

Frequently Asked Questions

The Duffie-Singleton (1999, Econometrica) model is a seminal reduced-form credit risk framework where default is governed by an exogenous stochastic hazard rate (intensity) lambda_t and recovery is modeled as a fraction (1 - L) of the pre-default market value. This enables defaultable claims to be priced as if default-free by discounting at the default-adjusted rate R(t) = r(t) + lambda(t) * L.

Recovery of Market Value (RMV) specifies that upon default, debtholders receive a fraction (1 - L) of the bond's market value just prior to default V(t-). Unlike Recovery of Par (RP), RMV preserves the multiplicative structure of discount factors across cash flows, significantly simplifying credit derivatives and bond portfolio valuation.

Over an infinitesimal interval dt, the bondholder earns the risk-free rate r(t) dt and suffers an expected loss rate lambda(t) * L dt due to default jump intensity lambda(t) and loss fraction L. To compensate for this jump-to-default risk under the risk-neutral measure, the required instantaneous discount rate becomes R(t) = r(t) + lambda(t) * L, which equals risk-free rate plus instantaneous credit spread.

Under mean-reverting hazard rate dynamics, when a firm experiences acute near-term distress, its spot hazard rate lambda_0 spikes far above its long-run steady-state mean theta. Over longer horizons, the intensity mean-reverts downward toward theta, resulting in higher short-term default yields than long-term yields—an inverted credit spread curve characteristic of high-yield bonds.

Yes. You can export complete model parameters, corporate bond pricing metrics, full discount bond and survival probability term structures (1Y to 30Y), and dual sensitivity matrices as an RFC 4180 compliant CSV spreadsheet with formula injection defense.

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