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FRM Part I · FRM Exam Part I · Common Univariate Random Variables

Z1, Z2, Z3 and Z4 are independent standard normal variables. Let X = Z1² + Z2² + Z3² + Z4², and let Y = Z1 / √[(Z2² + Z3² + Z4²)/3]. Which statement about X and Y is correct, and what is Var(X)?

X is chi-squared with 4 degrees of freedom and its variance is 8, since a chi-squared variable has variance twice its degrees of freedom. Y is a standard normal over the root of an independent chi-squared with 3 df divided by 3, so it is Student's t with 3 degrees of freedom.

  1. AX is chi-squared with 4 degrees of freedom and Var(X) = 8; Y is Student's t with 3 degrees of freedomCorrect
  2. BX is chi-squared with 4 degrees of freedom and Var(X) = 4; Y is Student's t with 3 degrees of freedom
  3. CX is chi-squared with 4 degrees of freedom and Var(X) = 8; Y is Student's t with 4 degrees of freedom
  4. DX is chi-squared with 3 degrees of freedom and Var(X) = 6; Y is Student's t with 3 degrees of freedom

Explanation

A sum of 4 squared independent standard normals is chi-squared with k = 4; its variance is 2k = 8 (the mean is k = 4). Y is a standard normal divided by the root of an independent chi-squared with 3 df divided by 3, so it is t with 3 df. Variance 4 confuses the variance with the mean.

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