In: Statistics and Probability
Three independent group students took an exam. The data presented below represent the students’ test scores.
Group 1 Group 2 Group 3
95 79 65
98 76 68
80 60 70
77 88 87
99 69 66
90 66 72
Based on the post hoc (Tukey) test, which two groups have a significant difference at the 0.05 level ?
a. group 1 and group 2
b. group 1 and group 3
c. group 2 and group 3
d. both a and b
The Summary statistics are as follows
Gr1 | Gr2 | Gr3 | |
Total | 539 | 438 | 428 |
n | 6 | 6 | 6 |
Mean | 89.833 | 73.000 | 71.333 |
Sum Of Squares | 440.3534 | 504 | 327.3334 |
Variance | 88.0707 | 100.8 | 65.467 |
The ANOVA table is as calculated below
Source | SS | DF | Mean Square | F |
Between | 1256.76 | 2 | 628.38 | 7.41 |
Within/Error | 1271.69 | 15 | 84.78 | |
Total | 2528.45 | 17 |
SS error = Sum of squares = 440.3534 + 504 + 327.33 = 1271.69
Df error = N - k = 18 - 3 = 15
MS error = SS error / Df error = 1271.69 / 15 = 84.78
From Tukeys table, the critical value for k = 3, df = 15 is 3.140
If HSD is > critical value, then there is a significant difference
Group | Mean | Absolute Difference | Observed | Critical | Obs > Crit | ||
1 | 89.83 | M1 - M2 | 16.83 | 4.4773 | 3.14 | Yes | |
2 | 73 | M1 - M3 | 18.5 | 4.9215 | 3.14 | Yes | |
3 | 71.33 | M2 - M3 | 1.67 | 0.4443 | 3.14 | No | |
Mserror | 84.78 | ||||||
n | 6 | ||||||
Sqrt(Msbetween/n) | 3.759 |
Therefore Option d: Both a and b