In: Statistics and Probability
The data in the table below were collected from a repeated‑measures study of muscle growth related to exercise. There were 8 people in the study altogether! They each got the four exercise conditions. Fill in the table below
Interval training |
Aerobic exercise |
Weight training |
No exercise |
SSwithin for the study |
|
SSwithin for each group |
36 |
18 |
26 |
15 |
95 |
Source |
SS |
DF |
MS |
F |
Between groups |
||||
Within groups |
95 |
----- |
---- |
|
Between persons |
16 |
----- |
---- |
|
Error |
---- |
|||
Total |
112 |
31 |
----- |
---- |
Source |
SS |
DF |
MS |
F |
Between groups |
17 | 3 | 5.67 | 1.51 |
Within groups |
95 |
28 |
----- |
---- |
Between persons |
16 |
7 |
----- |
---- |
Error |
79 | 21 | 3.76 |
---- |
Total |
112 |
31 |
----- |
---- |
DF Between groups = Number of groups -1 = 4 - 1 = 3
DF Within groups = DF Total - DF Between groups = 31 - 3 = 28
DF Between persons = Number of persons - 1 = 8-1 = 7
DF Error = DF Within groups - DF Between persons = 28 - 7 = 21
SS Error = SS Within groups - SS Between persons = 95 - 16 = 79
SS Between groups = SS Total - SS Within groups = 112 - 95 = 17
MS = SS / DF
F = MS Between groups / MS Error = 5.67 / 3.76 = 1.51
1.
DF Between groups = 3
DF Error = 21
2.
Critical value of F at alpha = .05 and df = 3, 21 is 3.07
3.
Since the observed F (1.51) is less than the critical value, we fail to reject the null hypothesis H0 and conclude that the findings are not significant.
4.
η2p = SS Between groups / SS Total = 17 / 112 = 0.1518
e.
It means that the 15.18% of variation in muscle growth is explained by exercise type.