Independent solution

How to solve this Normal Distribution question

Answer in brief

The normal percentile identifies an input variance of 25, after which the variance condition fixes the positive scale factor at one. The required output mean then gives an intercept of 30, matching choice D.

Setup

Setup

Standardize the reported percentile to estimate the standard deviation of the raw-score distribution.

z0.80=0.841621z_{0.80}=0.841621\ldots
σX=24.2020z0.80=4.99037\sigma_X=\frac{24.20-20}{z_{0.80}}=4.99037\ldots

Model

Model

Use the integer-variance condition and the moment rules for a positive affine transformation.

Var(X)=25\operatorname{Var}(X)=25
Var(Y)=a2Var(X)=25\operatorname{Var}(Y)=a^2\operatorname{Var}(X)=25
a>0a=1a>0\quad\Longrightarrow\quad a=1

Compute

Compute

Translate the stated relationship between the input variance and output expectation, then solve the affine mean equation.

Var(X)=12E[Y]E[Y]=50\operatorname{Var}(X)=\frac12\mathbb{E}[Y]\quad\Longrightarrow\quad\mathbb{E}[Y]=50
50=E[aX+b]=aE[X]+b=20+b50=\mathbb{E}[aX+b]=a\mathbb{E}[X]+b=20+b
b=30b=30

Answer

Answer

The intercept is the positive value listed under choice D.

b=30(D)\boxed{b=30\quad\text{(D)}}