FRM Part II · FRM Exam Part II · Regression Hedging and Principal Component Analysis
A risk manager estimates a hedge ratio by regressing changes in the yield of the hedged bond on changes in the yield of the hedging instrument. After a regime change, the manager notices that the relationship estimated over the last ten years differs from that of the last six months. Which is the most appropriate implication for hedging?
The manager should consider re-estimating the hedge ratio using recent or weighted data. A regression hedge depends on a stable relationship between the two yields, so after a regime change a long, old sample may give a misleading hedge ratio.
- AIgnore the recent data because longer samples are always more accurate
- BConsider re-estimating with more recent or weighted data, since the hedge ratio is only as good as the stability of the relationshipCorrect
- CSet the hedge ratio to one because regressions are unreliable
- DIncrease R-squared by adding more years of data
Explanation
Regression hedges rely on a stable historical relationship; after a structural change, recent or exponentially weighted data better reflects current sensitivities. Longer samples are not always better, and a ratio of one ignores the estimated relationship. Adding older data does not improve current fit.
Did you get it right without looking?
One question tells you little. A timed set on Regression Hedging and Principal Component Analysis shows your real accuracy, how long you take and where you lose marks.
More Regression Hedging and Principal Component Analysis questions
- Which is a key advantage of PCA-based hedging over a hedge based on regressions of each key rate on a single benchmark rate?
- Using the PCA in which the eigenvalues are 8.0, 1.5 and 0.5, a risk manager wants the standard deviation of the change in a portfolio's expo…
- A portfolio has a DV01 exposure to three PCA factors measured as: level 12,000, slope -3,000 and curvature 500 (USD per one standard deviati…
- A risk manager regresses daily changes in the yield of a 10-year bond position (dependent variable) on daily changes in the yield of a 10-ye…
- A trader hedges a bond position against level and slope PCA factors using two hedging instruments. The bond has factor exposures of level 80…
- A trader hedges a bond with a swap using a regression of bond yield changes on swap rate changes. Which statement about the regression hedge…