Question

In: Statistics and Probability

4. You believe there may be a relationship between a household’s income and whether it possesses...

4. You believe there may be a relationship between a household’s income and whether it possesses more than one car. You have conducted a survey of 200 families and you have discovered the following:

Low income families with one car: 80

Low income families with more than one car: 30

High income families with one car: 25

High income families with more than one car: 65

a. State the null and alternate hypotheses in plain English sentences (not equations).

b. What is the calculated chi-squared value?   Show your calculations.

c. The tabled chi-squared value for 5% significance and one degree of freedom is 3.84. Can you reject the null hypothesis? Why or why not?

Solutions

Expert Solution

a) H0: There is no relationship between a household’s income and whether it possesses more than one car

H1: There is relationship between a household’s income and whether it possesses more than one car

Let the los be alpha = 5%

b) From the given data

One car More than one car Total
Low Income 80 30 110
High income 25 65 90
Total 105 95 200
The expected frequencies are
One car More than one car Total
Low Income 57.75 52.25 110
High income 47.25 42.75 90
Total 105 95 200

The chisquare contribution values are

Oi Ei (Oi-Ei)^2 /Ei
80 57.75 8.5725
30 52.25 9.4749
25 47.25 10.4775
65 42.75 11.5804
Total: 40.1053

Degrees of freedom: 1

Test Statistic, X^2: 40.1053
Critical X^2: 3.841456

Here Chisquare value > Chisquare critical value so we reject H0

Thus we conclude that there is relationship between a household’s income and whether it possesses more than one car


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