FRM Part II · FRM Exam Part II · Regression Hedging and Principal Component Analysis
A portfolio has total variance of 100 (bp² units). PCA of the risk factors shows the first component loading gives portfolio variance of 70 and the second gives 20, with the remaining components contributing the rest and uncorrelated. A manager hedges the first component fully and the second reduces by half in exposure. What is the approximate remaining portfolio variance?
Because components are uncorrelated, variances add. Hedging the first removes 70, halving the second's exposure cuts its 20 to 5 since variance scales with the square, and 10 remains from other components. Remaining variance is 0 plus 5 plus 10, which equals 15.
- A20
- B15Correct
- C35
- D10
Explanation
Variance is additive across uncorrelated components. First component removed: 0. Second component exposure halved reduces its variance to one quarter: 20×0.25 = 5. Remaining components contribute 100-70-20 = 10. Total = 0+5+10 = 15.
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