Independent solution

How to solve this Central Limit Theorem question

Setup

Setup

Represent each covered life by an independent death indicator and write the aggregate claim payment as their scaled sum.

IiBernoulli(0.014),S=50000i=11000IiI_i\sim\operatorname{Bernoulli}(0.014),\qquad S=50000\sum_{i=1}^{1000}I_i

Model

Model

Independence makes the means and variances additive. A normal approximation is appropriate for the large portfolio.

μS=50000(1000)(0.014)=700000\mu_S=50000(1000)(0.014)=700000
σS2=500002(1000)(0.014)(0.986)=34510000000\sigma_S^2=50000^2(1000)(0.014)(0.986)=34510000000

Compute

Compute

Use the one-sided 99th standard-normal quantile and compare the result with the available fund levels.

σS=185768.6734\sigma_S=185768.6734
q0.99μS+z0.99σSq_{0.99}\approx\mu_S+z_{0.99}\sigma_S
q0.99=700000+2.3263479(185768.6734)=1132162.56q_{0.99}=700000+2.3263479(185768.6734)=1132162.56

Answer

Answer

A fund of 1,100,000 is below the approximated percentile, while 1,150,000 is the next available level.

1150000(D)\boxed{1150000\quad\text{(D)}}