In: Statistics and Probability
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?
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