Independent solution

How to solve this Sampling Distributions question

Setup

Setup

Convert the individual-claim standard deviation to the standard deviation of the mean of 100 independent claims.

μXˉ=2500,σXˉ=500100=50\mu_{\bar X}=2500,\qquad \sigma_{\bar X}=\frac{500}{\sqrt{100}}=50

Model

Model

An upper-tail probability of 0.01 places the threshold at the 0.99 standard-normal quantile.

Pr(Xˉ>K)=0.01Φ ⁣(K250050)=0.99\Pr(\bar X>K)=0.01\quad\Longleftrightarrow\quad \Phi\!\left(\frac{K-2500}{50}\right)=0.99
Φ1(0.99)=2.326347874\Phi^{-1}(0.99)=2.326347874\ldots

Compute

Compute

Rescale the standard-normal quantile to the sampling distribution.

K=2500+50(2.326347874)=2616.3173937K=2500+50(2.326347874\ldots)=2616.3173937\ldots

Answer

Answer

The listed threshold is 2616.

2616(C)\boxed{2616\quad\text{(C)}}