FRM Part I · FRM Exam Part I · Sample Moments
Observations X1, X2, X3 are i.i.d. with mean mu and variance 36. Estimator A is the sample mean (X1+X2+X3)/3. Estimator B is (X1 + 2*X2 + 3*X3)/6. Both are unbiased. What is the variance of B and which estimator is preferred under BLUE?
The weights of B are 1/6, 2/6 and 3/6, so its variance is 36 times 14/36, which is 14. The sample mean has variance 36/3 = 12. Both are unbiased, so the sample mean, with the smaller variance, is preferred.
- AVariance of B is 14; B is preferred
- BVariance of B is 14; A is preferred
- CVariance of B is 42; A is preferredCorrect
- DVariance of B is 42; B is preferred
Explanation
Var(B) = 36*(1+4+9)/36 = 14... check: weights are 1/6, 2/6, 3/6, so sum of squared weights = (1+4+9)/36 = 14/36, and Var(B) = 36*14/36 = 14. Var(A) = 36/3 = 12. Hence B's variance is 14, not 42, and A has the lower variance.
Did you get it right without looking?
One question tells you little. A timed set on Sample Moments shows your real accuracy, how long you take and where you lose marks.
More Sample Moments questions
- An analyst observes 4 monthly returns (in %): 2, 4, 6, 12. Using the sample estimators, what is the standard error of the sample mean (in %)…
- An analyst estimates the sample covariance between the monthly returns of two assets at 24 (in squared percentage points). The sample standa…
- A sample of five observations is 1, 1, 2, 4, 7. Using the sample estimator that divides central moments by n (not n-1), what is the skewness…
- An analyst tests whether 120 monthly returns are normally distributed using the Jarque-Bera statistic, JB = (n/6)[S^2 + (K-3)^2/4]. The samp…
- A sample of 4 monthly returns (in percent) is 1, 3, 5, 7. The sample standard deviation using n-1 is closest to which of the following?
- An analyst records five monthly returns for a fund: 2%, 4%, 6%, 8% and 10%. What is the sample standard deviation of these returns (using th…