58.6k views
3 votes
(a) The survival function for a newborn is given by a straight line until the maximum achievable age M. What is the maximum age M if the life expectancy is 60 years? (b) Using your survival function from part (a), find the survival function for a 40 year old. Write your answer in terms of t, where t is the number of years beyond age 40 (so t=0 for a person 40 years old).

(c) A company is hiring 40 year old people who will stay with the company until age 65 , or until death, whichever comes first. Using your answer to part (b), what is the expected time that such a person is with the company?

2 Answers

0 votes

Final answer:

The maximum age M for a newborn is 55 years when the life expectancy is 60 years. The survival function for a 40 year old is given by S(t) = 1 - t/55. The expected time that a 40 year old person is with the company is approximately 50.45 years.

Step-by-step explanation:

The questions can be answered as -

(a)

Given that the life expectancy is 60 years, we can find the maximum age M by subtracting the life expectancy from the average maximum human lifespan. So, M = 115 - 60 = 55 years.

(b)

To find the survival function for a 40 year old, we need to subtract 40 from the maximum age M. So, the survival function for a 40 year old is given by S(t) = 1 - t/55, where t is the number of years beyond age 40.

(c)

To find the expected time that a 40 year old person is with the company, we need to integrate the survival function from age 40 to age 65. So, the expected time is ∫4065 (1 - t/55) dt = 65 - (40/55)(65-40) = 65 - (40/55)(25) = 65 - (800/55) = 65 - 14.55 ≈ 50.45 years.

User Nishit Chittora
by
8.1k points
4 votes

Final Answer:

(a) The maximum achievable age M is 120 years.

(b) The survival function for a 40-year-old is: S(t) = 1 - (t/80), where t is the number of years beyond age 40.

(c) The expected time spent with the company is 25 years.

Step-by-step explanation:

Part (a):

A straight line survival function implies a constant decrease in survival probability with age.

Life expectancy is the average number of years a person lives. In this case, 60 years.

Since the survival function decreases linearly until age M, the area under the curve from 0 to M represents the total life expectancy.

This area can be calculated as the product of the average lifespan (60 years) and the maximum age M: 60M = (M/2) * M.

Solving for M: 60 = M/2 => M = 120 years.

Part (b):

At age 40, the person has lived for 40 years, so the survival probability S(0) is equal to S(40) in the initial linear function.

As the function intersects the x-axis at M=120, we can find the slope as: (S(0) - 0) / (0 - M) = (S(40) - 0) / (40 - 120)

Substituting S(40) with 1 and M with 120: 1 / (-80) = S(40) - 0 => S(40) = 1 - 1/80 = 79/80.

Since the survival function decreases linearly, S(t) for any age t beyond 40 is: S(t) = S(40) - (t/80) = 79/80 - (t/80) = 1 - (t/80)

Part (c):

The expected time spent with the company is the average of the remaining lifespans for the 40-year-old employees.

This average can be calculated using the weighted average of the survival function across the relevant age range (40-65):

Expected time = ∫_0^(25) (t + 40) * S(t) dt

Substituting the survival function from part (b): Expected time = ∫_0^(25) (t + 40) * (1 - (t/80)) dt

Solving this integral (e.g., using numerical methods) gives an expected working time of 25 years.

User Milktrader
by
7.7k points

No related questions found

Welcome to QAmmunity.org, where you can ask questions and receive answers from other members of our community.

9.4m questions

12.2m answers

Categories