In: Statistics and Probability
Suppose a group is interested in determining whether teenagers obtain their drivers licenses at approximately the same average age across the country. Suppose that the following data are randomly collected from five teenagers in each region of the country. The numbers represent the age at which teenagers obtained their drivers licenses. Use a level of significance of 0.10.
Northeast South West Central
16.3 16.9 16.4 16.2
16.1 16.5 16.5 16.6
16.4 16.4 23.0 16.5
16.5 16.2 20.2 16.4
What is the null hypothesis?
What is the alternative hypothesis?
What is test statistic? Please answer with two decimal places.
What is the p-value? Please answer with three decimal places.
What is your conclusion based on the p-value and the level of significance?
What is the proper conclusion?
(a)
H0: Null Hypothesis: (Teenagers obtain their driving licenses at approximately the same average age across the country)
(b)
HA: Alternative Hypothesis: (Teenagers obtain their driving licenses at approximately the different average age across the country) (At least one mean isdifferent from other 3 means)
(c)
From the given values, the following Table is calculated:
Groups | N | Mean | Std. Dev. |
Northeast | 4 | 16.325 | 0.1708 |
South | 4 | 16.5 | 0.2944 |
West | 4 | 19.025 | 3.1858 |
Central | 4 | 16.425 | 0.1708 |
From the above Table, ANOVA Table is calculated as follows:
Source of Variation | Degrees of Freedom | Sum of Squares | Mean Square | F - Stat | P - Value |
Between Groups | 3 | 20.4719 | 20.4719/3=6.824 | F=6.824/2.5736=2.6515 | P - Value = 0.0963 |
Within Groups | 12 | 30.883 | 30.883/12=2.5736 | ||
Total | 15 | 51.3549 |
The test statistic is given by:
F=6.824/2.5736=2.65
(d)
Degrees of freedom for numerator = 3
Degrees of freedom for denominator = 12
By Technology,
P - Value = 0.096
(e)
Since P - value = 0.096 is less than = 0.01, the difference is ignificant. Reject null hypothesis.
(f)
Proper conclusion:
The data do not support the claim that teenagers obtain their driving licenses at approximately the same average age across the country.