In: Statistics and Probability
A researcher measured the number of hours of community service performed during an average week in a sample for three adolescent and young adult age groups. The results are shown below.
14 year olds 17 year olds 21 year olds
5 8 3
6 12 5
3 7 7
5 4 4
Conduct a one-way ANOVA to determine if there are any differences between the groups on community service. The test is 2 –tailed, with an alpha of .05, and the critical F is 4.26. Make sure answers are clearly labeled and well-organized.
Step 1 (1 pts) Restate the question as an alternative hypothesis and a null hypothesis about the populations
Step 2 (1 pts) Determine the characteristics of the comparison distribution.
Step 3 (1 pt) Find the threshold (critical) value on the comparison distribution
Step 4 (3 pts) Determine your sample’s score on the comparison distribution.
solution: from the given data,
In this example, the hypotheses are:
Null hypothesis There is no
significant difference in the average number of hours of community
service in three age group.
Alternative hypothesis At least one the average number of hours of
community service is different among the three age
group.
Null hypothesis H0: μ1 = μ2 = μ3
Alternative hypothesis H1: The means are not all equal.
Significance level α = 0.05
Equal variances were assumed for the analysis.
Factor Information
Factor Levels Values
Age group 3 14 year old, 17 year old, 21 year
old
The test statistic for testing H0: μ1 = μ2 = μ3 is:
where
In order to determine the critical value of F we need degrees of freedom, df1=k-1 and df2=N-k. In this example, df1=k-1=3-1=2 and df2=N-k=12-3=9.
The critical value is
and the decision rule is as follows: Reject H0 if F > 4.256.
Analysis of Variance
Source | DF | Adj SS | Adj MS | F-Value | P-Value |
Factor | 2 | 24 | 12 | 2.34 | 0.15195 |
Error | 9 | 46.25 | 5.139 | ||
Total | 11 | 70.25 |
Conclusion: P-value=0.15195
We fail to reject H0 because F-value=2.34 < F-critical value= 4.256 and also P-value=0.15195> level of significance=0.05.
We have statistically no significant evidence at α=0.05
Hence, There is no significant difference in the average number of hours of community service in three age group. please give me like, thank you