Graduate Level Statistics
Statistics for Behavioral Science
Part I
Hypothesis
Null hypothesis: Teaching Method “Relationship With Direct Supervisor” scores are equal to Teaching Method “Relationship with Coworkers” scores ( ). Alternative hypothesis: Teaching Method “Relationship with Direct Supervisor” scores are not equal to Teaching Method “Relationship With Coworkers scores” (). Rejection rule is that if p-value is less or equal to the critical value of 0.05 (Kock, 2015). From the output, p-value is 0.0001 and is thus less than the level of significance of 0.05. Hence, reject null hypothesis and conclude that there is a difference between the effectiveness of the two teaching methods. One advantage of one way ANOVA over multiple t tests is that it provides the overall test of equality of group means (Kock, 2015). Additionally, it can also control the overall type I error rate and hence prevent false positive finding.
Analysis of Variance results:
Data stored in separate columns. Column statistics
|
Column |
n |
Mean |
Std. Dev. |
Std. Error |
|
Coworkers |
50 |
1.92 |
0.66516838 |
0.094069015 |
|
Supervisor |
50 |
2.5 |
1.0151907 |
0.14356965 |
ANOVA table
|
Source |
DF |
SS |
MS |
F-Stat |
P-value |
|
Columns |
1 |
8.41 |
8.41 |
11.418398 |
0.001 |
|
Error |
98 |
72.18 |
0.73653061 |
|
|
|
Total |
99 |
80.59 |
|
|
|
Tukey HSD results (95% level)
Coworkers subtracted from
|
|
Difference |
Lower |
Upper |
P-value |
|
Supervisor |
0.58 |
0.2393806 |
0.9206194 |
0.001 |
Kock, N. (2015). One-tailed or two-tailed P values in PLS-SEM?. International Journal of e-Collaboration (IJeC), 11(2), 1-7.
Wilcox, R. (2017). Modern statistics for the social and behavioral sciences: A practical introduction. Chapman and Hall/CRC.