Independent solution

How to solve this Normal Distribution question

Answer in brief

This is a symmetric normal-quantile calculation. A central probability of 0.25 leaves cumulative probability 0.625 at the upper endpoint, whose z-score is 0.31864; multiplying by the standard deviation 4 gives a half-width of 1.2746 and the interval (18.7,21.3), so choice E is correct.

Setup

Setup

The variance is 16, so the standard deviation is 4. Write the centered interval as the mean plus or minus a multiple of this standard deviation.

σ=16=4\sigma=\sqrt{16}=4
I=(204z,20+4z)I=(20-4z,\,20+4z)

Model

Model

Symmetry splits the remaining probability equally between the two tails. Therefore the upper standardized endpoint has cumulative probability 0.5+0.25/2.

Pr(z<Z<z)=0.25\Pr(-z<Z<z)=0.25
Φ(z)=0.625\Phi(z)=0.625

Compute

Compute

Find the standard-normal quantile, rescale it, and add and subtract the resulting half-width from the mean.

z=Φ1(0.625)=0.318639364z=\Phi^{-1}(0.625)=0.318639364\ldots
4z=1.2745574564z=1.274557456\ldots
I=(18.7254425,21.2745575)I=(18.7254425\ldots,\,21.2745575\ldots)

Answer

Answer

The listed endpoints that match this centered interval are 18.7 and 21.3.

(18.7,21.3)(E)\boxed{(18.7,\,21.3)\quad\text{(E)}}