Independent solution

How to solve this Conditional Distributions question

Answer in brief

Restricting the joint distribution to the stated event gives conditional masses 0.125, 0.625, and 0.250 at values 0, 25, and 50, respectively. The resulting conditional variance is 224.609375 in millions of squared monetary units, which rounds to choice A.

Setup

Setup

Let A denote the conditioning event and express the monetary variable in thousands so that its possible values are 0, 25, and 50.

A={X25,000},Yk=Y/1000A=\{X\le 25{,}000\},\qquad Y_{\mathrm{k}}=Y/1000
Pr(A)=0.80\Pr(A)=0.80

Model

Model

Aggregate the joint masses inside A for each possible value of the target variable, then normalize by the probability of A.

Pr(Yk=0A)=0.100.80=0.125\Pr(Y_{\mathrm{k}}=0\mid A)=\frac{0.10}{0.80}=0.125
Pr(Yk=25A)=0.500.80=0.625\Pr(Y_{\mathrm{k}}=25\mid A)=\frac{0.50}{0.80}=0.625
Pr(Yk=50A)=0.200.80=0.250\Pr(Y_{\mathrm{k}}=50\mid A)=\frac{0.20}{0.80}=0.250

Compute

Compute

Calculate the first two conditional moments and subtract the square of the conditional mean.

E[YkA]=25(0.625)+50(0.250)=28.125\mathbb{E}[Y_{\mathrm{k}}\mid A]=25(0.625)+50(0.250)=28.125
E[Yk2A]=252(0.625)+502(0.250)=1015.625\mathbb{E}[Y_{\mathrm{k}}^2\mid A]=25^2(0.625)+50^2(0.250)=1015.625
Var(YkA)=1015.62528.1252=224.609375\operatorname{Var}(Y_{\mathrm{k}}\mid A)=1015.625-28.125^2=224.609375

Answer

Answer

Because one squared thousand equals one million in squared base monetary units, the requested variance rounds to 225 million.

Var(YA)225 million(A)\boxed{\operatorname{Var}(Y\mid A)\approx 225\text{ million}\quad\text{(A)}}