Q. 25

Question


Life Cycle Hypothesis An individual’s income varies with his or her age. The following table shows the median income I of males of different age groups within the United States for 22009. For each age group, let the class midpoint represent the independent variable,x. For the class “65 years and older,” we will assume that the class midpoint is 69.5.





(a) Use a graphing utility to draw a scatter diagram of the data. Comment on the type of relationship that may exist between the two variables.

 (b) Use a graphing utility to find the quadratic function of best fit that models the relationship between age and median income. 

(c) Use the function found in part (b) to determine the age at which any individual can expect to earn the most income. 

(d) Use the function found in part (b) to predict the peak income earned. 

(e) With a graphing utility, graph the quadratic function of best fit on the scatter diagram.

Step-by-Step Solution

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Answer



(a) The quadratic model a<0 best describes the data.

(b) Ix=-45.122x2+4301.507x-55376.404.

(c) An individual can expect the earned most income at the age of 47.1.

(d) The peak income earned the most at 47143.

(e) The graph is,




1Part (a) Step 1. Given information


The given table is,


We need to use the graphing utility to draw the scatter diagram of the data and comment on the type of relationship that may exist between the two variables.

2Step 2. Graphing



The scatter diagram is,



Looking at the scatter diagram we conclude that the quadratic model witha<0 best describes the given data.

3Part (b) Step 1. Given information



The given diagram is, 



We need to use a graphing utility to determine the quadratic function of best fit.

4Step 2. Solving

The quadratic model is of the form.

y=ax2+bx+c.

By using the calculation we get,

a=-45·12196429, b=4301.574821, c=-55376.40353, R2=.9948537193.

So, we get,

y=-45.122x2+4301.575x-55376.404.

Ix=-45.122x2+4301.575x-55376.404.

5Part (c) Step 1. Given information


The given table is,



We need to use the function found in part (b) to determine the age at which any individual can expect to earn the most income.

6Step 2. Simplify

To determine the age at which any individual can expect to earn the most income we must determine the x-coordinate of the maximum (i.e the vertex). The function is Ix=-45.122x2+4301.575x-55376.404.

xmax=-62a.

         =-4301.5752.-45.122.

         =47.7.

An individual can expect to earn most income at the age of 47.7.

7Part (d) Step 1. Given information


The given table is, 


We need to use the function in part (b) to predict the peak income earned.

8Step 2. Simplify

To determine the peak realized income. We must determine the y-coordinate of the maximum (i.e, the vertex).

It xv is x-coordinate of the vertex, then yv=fxv is y-coordinate of the vertex.

YMAX=I47.7.

           =-45.122·47.72+4301.575.477-55376.404.

           =47143.

The peak income earned is 47143.

9Part (a) Step 1. Given information


The given table is,


We need to graph the quadratic function of best fit on the scatter diagram with a graphing utility.

10Step 2. Graphing



The graph of a quadratic function Ix