FRM Part II · FRM Exam Part II · Financial Correlation Modeling - Bottom-Up Approaches
A risk analyst models the correlation between two equity returns using a bottom-up approach in which each asset follows geometric Brownian motion with dW1 and dW2 linked by a correlation parameter rho. Which statement best describes how the two Wiener processes are linked in this model?
Correlated Wiener processes are built as dW2 = rho*dW1 + sqrt(1 - rho^2)*dZ with dZ independent. This keeps the variance of dW2 equal to one per unit time and gives a correlation of exactly rho with dW1, so the other forms fail.
- AdW2 = rho*dW1 + sqrt(1 - rho^2)*dZ, where dZ is an independent Wiener processCorrect
- BdW2 = rho*dW1 + (1 - rho)*dZ, where dZ is an independent Wiener process
- CdW2 = sqrt(rho)*dW1 + sqrt(1 - rho)*dZ, where dZ is an independent Wiener process
- DdW2 = dW1 + rho*dZ, where dZ is an independent Wiener process
Explanation
Correlated Brownian motions are built with a Cholesky-style decomposition: dW2 = rho*dW1 + sqrt(1-rho^2)*dZ. This gives variance rho^2 + (1-rho^2) = 1 and covariance rho with dW1. The other forms give variance not equal to 1 or the wrong correlation.
Did you get it right without looking?
One question tells you little. A timed set on Financial Correlation Modeling - Bottom-Up Approaches shows your real accuracy, how long you take and where you lose marks.
More Financial Correlation Modeling - Bottom-Up Approaches questions
- A risk manager reviews a synthetic CDO tranche priced with a one-factor Gaussian copula. Holding all other inputs constant, the pairwise def…
- In a one-factor Gaussian copula model for a large homogeneous portfolio of loans, the pairwise correlation parameter is increased while ever…
- In a one-factor Gaussian copula with correlation rho = 0.25, a firm has a 5-year cumulative default probability of 2.28%, so N^-1(0.0228) = …
- A risk analyst at a bank compares two approaches to modeling joint defaults of a portfolio of corporate borrowers. In the first approach, th…
- Two independent standard normal variables Z1 and Z2 are drawn in a Monte Carlo simulation. To simulate correlated shocks with correlation 0.…
- A bank hedges a mezzanine CDO tranche by delta-hedging with index credit default swaps. After a market-wide spread widening, base correlatio…