Limits of Geometric Brownian Motion for Modeling LIBOR
Summary
The document asks whether a LIBOR rate can be modeled like a stock price with geometric Brownian motion, then outlines concerns with that choice. One response argues that interest rates tend to exhibit stationarity, whereas Brownian motion does not, so the model's variance scaling may not fit observed LIBOR behavior. Another favors mean reversion and questions treating a separate risk-free rate as the drift under a risk-neutral measure.
A further answer relates the proposal to Black's model for caplets. It describes modeling a single forward LIBOR rate as lognormal under its corresponding forward measure, which supports tractable option pricing. The key limitation is that this assumption applies to one tenor rate at a time and does not make the full curve jointly lognormal or provide a consistent term-structure model. The discussion is conceptual and supplies no empirical tests or calibrated evidence.
Key ideas
- Geometric Brownian motion implies nonstationary rate dynamics that may conflict with the observed behavior of interest rates.
- Mean-reverting dynamics may be more appropriate for rates than persistent drift.
- Black's model treats an individual forward LIBOR rate as lognormal under its matching forward measure.
- A single-rate lognormal assumption does not by itself specify a consistent model for the full term structure.
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# Can you model the LIBOR rate as a geometric Brownian motion?
# Can you model the LIBOR rate as a geometric Brownian motion?
i.e. The LIBOR rate is driven in the same way as a stock price in the Black Scholes model.
For example let $R_t$ denote the LIBOR rate at time t. the stochastic differential equation (sde) would take the following form:
$\frac{dR_t}{R_t}=\mu dt + \sigma dW_t$
Where $\mu$ is the drift parameter (mean increment of the LIBOR rate). $\sigma$ the (constant) volatility of the LIBOR increment. $dW_t$ is the increment of $W_t$, a standard Brownian motion under P.
Then you apply Girsanov's theorem for switching to the risk neutral measure Q. Under Q the sde becomes:
$\frac{dR_t}{R_t}=r dt + \sigma d \tilde{W_t}$
where $\tilde{W_t}$ is a Q-Brownian motion $r$ is the risk free rate, (i.e. a risk-free interest rate other than the libor) which is assumed to be constant, as in the Black Scholes model.
Is this approach reasonable?
## Answer by Ezy (score 6)
https://quant.stackexchange.com/a/43403
It is not reasonable because rates display a stationarity but brownian motion is not stationary.
The variance of libor at a future time $t>0$ conditional on the value at time $t=0$ does not scale as $\sqrt{t}$
## Answer by XYQ (score 0)
https://quant.stackexchange.com/a/43402
the equation should reflect part of the true dynamics of the libor. do you really think libor will continue drift in one way? mean reversion is much better. r is not risk free rate by your definition
## Answer by FunnyBuzer (score 0)
https://quant.stackexchange.com/a/43438
Your idea is somewhat related to the Black's 76 formula. First of all, one should bear in mind the pricing axioms:
1) Positivity of the LIBOR rates: $\mathcal{L}(t,T_{i-1},T_i)\geq 0$.
2) Martingale property under the corresponding forward measure.
3) Analytical tractability. Our goal is to model the LIBOR market: $$\mathcal{L}(t_s,T_{i-1},T_i)=\frac{1}{\delta}\left(\frac{P(t,T_{i-1})}{P(t,T_i)}-1\right)$$
In the Black's 76 model, given the assumption $\log F(t, T_{i-1}, T_i)\sim\mathcal{N}(\mu,\varrho^2)$, where $\mu=\log F(0,T_{i-1}, T_i)-\frac{\sigma^2(0)}{2}T_{i-1}$ and $\varrho^2=\sigma^2(0)T_{i-1}$, the cash flow of the $i^{th}$ caplet at time $T_{i-1}$ is equivalent to the cash flow of a put option on a $T_i$-bond at maturity $T_{i-1}$, i.e. $$\text{Cpl}(t,K;T_{i-1},T_i)=\delta P(0,T_i){(F(0,T_{i-1},T_i)\Phi(d_1(i;0))-K\Phi(d_2(i;0)))}$$ with $d_{1,2}(i;0)=\frac{\log(\frac{F(0,T_{i-1},T-i)}{K})\pm \frac{1}{2}\sigma^2(0)T_{i-1}}{\sigma(0)\sqrt{T_{i-1}}}$.
Hence, the main assumption is that the forward rate is an exponential Brownian motion under $\mathbb{Q}_{T_i}$. This does not mean that all rates are lognormally distributed; only one LIBOR rate for a certain tenor is lognormal. This makes it an unsuitable model for consistent pricing on a term structure.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.