Q6Comprehension0.5 Marks10 May 2026
Passage
Let X be a random variable with mean μ and variance σ2. Let Xˉ1 and Xˉ2 be the sample means of two independent random samples of sizes n1 and n2, respectively, drawn from the distribution of X. Consider the estimator μ^=aXˉ1+bXˉ2, where a and b are constants such that a+b=1. Based on the above data, answer the given subquestions. Consider the derivation for Var(μ^):\nVar(μ^)=Var(aXˉ1+bXˉ2)\nSince the two samples are independent,\n⟹Var(μ^)=AVar(Xˉ1)+BVar(Xˉ2)…(1)\nWhere,\nVar(Xˉ1)=n1C\nVar(Xˉ2)=n2σ2\nNow, from equation (1):\nVar(μ^)=σ2(n1D+n2B)\nOn substituting the values of n1,n2,σ2,a and using the relation a+b=1, we get:\nVar(μ^)=E\n\n**Options list for the blanks:**\n(1) b\n(2) σ2\n(3) a\n(4) a2\n(5) b2\n(6) a2 (or is it n1a2? No, Option 6 is a2)\n(7) n1a\n(8) n2σ2\n(9) n2b2\n(10) n12σ2\n\nEnter the correct option number for A.