Independent solution

How to solve this Normal Distribution question

Answer in brief

The permitted interval is symmetric about the normal mean, so 80% central coverage leaves 10% in each tail. Dividing the half-width by z_{0.90} gives a largest standard deviation of 0.390152, matching choice B.

Setup

Setup

Write the tolerance interval as a symmetric distance of 0.5 from the mean.

XN(11,σ2),Pr(X110.5)0.80X\sim N(11,\sigma^2),\qquad \Pr(|X-11|\le0.5)\ge0.80

Model

Model

For a centered normal distribution, the interval probability decreases as sigma increases. The largest allowable sigma therefore makes the probability exactly 0.80.

Pr ⁣(0.5σZ0.5σ)=0.80\Pr\!\left(-\frac{0.5}{\sigma}\le Z\le\frac{0.5}{\sigma}\right)=0.80
Φ ⁣(0.5σ)=0.90\Phi\!\left(\frac{0.5}{\sigma}\right)=0.90

Compute

Compute

Use the 90th standard-normal percentile because the two outside tails each have probability 0.10.

z0.90=1.2815515655z_{0.90}=1.2815515655\ldots
σmax=0.5z0.90=0.3901520730\sigma_{\max}=\frac{0.5}{z_{0.90}}=0.3901520730\ldots

Answer

Answer

The largest standard deviation rounds to 0.39.

σmax0.39(B)\boxed{\sigma_{\max}\approx0.39\quad\text{(B)}}