Test the claim that the mean gas MPG (city) is equal for all three car sizes. This requires the use of one-way ANOVA (single factor) to test for equality of three or more means (12.2). Calculate the null and alternate hypothesis, test statistic, critical value, p-value, and state the conclusion.
Size Class | Gas MPG - City Driving |
Small | 25 |
Small | 27 |
Small | 25 |
Small | 25 |
Small | 29 |
Midsize | 19 |
Small | 22 |
Midsize | 20 |
Midsize | 21 |
Midsize | 21 |
Small | 20 |
Midsize | 23 |
Midsize | 19 |
Large | 18 |
Large | 18 |
Midsize | 19 |
Large | 19 |
Large | 15 |
Large | 17 |
Large | 16 |
Large | 16 |
Small | Midsize | Large | |
City MPG | |||
Solution:-
State the hypotheses. The first step is to state the null hypothesis and an alternative hypothesis.
Null hypothesis: u1 = u2 = u3
Alternative hypothesis: At-least one of the u is not equal.
Formulate an analysis plan. For this analysis, the significance level is 0.05.
Analyze sample data.
F statistics is given by:-
F = 23.95
Fcritical = 3.55
The P-value = less than 0.001
Interpret results. Since the P-value (almost 0) is less than the significance level (0.05), we have to reject the null hypothesis.
Conclusion:-
Reject H0, There is sufficient evidence for significant differences between the three cars sizes.
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