In: Statistics and Probability
A study was conducted to see if students’ writing skills continue to improve as the academic year progresses. English 101 students were asked to write essays throughout the year in September, December, March and June. The scores were compared to see if there is any improvement in this one-year course. Was there a significant improvement?
Student | September | December | March | June |
1 | 17 | 23 | 21 | 24 |
2 | 25 | 21 | 21 | 24 |
3 | 24 | 16 | 21 | 29 |
4 | 18 | 18 | 25 | 27 |
5 | 25 | 21 | 24 | 24 |
6 | 25 | 25 | 16 | 25 |
7 | 24 | 15 | 23 | 22 |
8 | 24 | 21 | 19 | 23 |
9 | 20 | 17 | 16 | 28 |
10 | 24 | 22 | 21 | 22 |
11 | 16 | 24 | 25 | 29 |
12 | 18 | 24 | 23 | 24 |
13 | 15 | 16 | 22 | 27 |
14 | 23 | 24 | 22 | 22 |
15 | 21 | 24 | 20 | 25 |
16 | 22 | 16 | 25 | 26 |
17 | 16 | 16 | 20 | 23 |
18 | 24 | 22 | 22 | 27 |
19 | 19 | 23 | 23 | 27 |
20 | 19 | 17 | 25 | 25 |
21 | 20 | 17 | 19 | 22 |
22 | 22 | 19 | 25 | 24 |
23 | 15 | 24 | 22 | 26 |
24 | 22 | 21 | 15 | 26 |
25 | 25 | 16 | 24 | 22 |
26 | 15 | 22 | 25 | 23 |
27 | 15 | 17 | 25 | 29 |
28 | 18 | 18 | 19 | 23 |
29 | 17 | 17 | 21 | 29 |
30 | 19 | 17 | 15 | 26 |
31 | 19 | 16 | 18 | 26 |
32 | 22 | 21 | 16 | 29 |
33 | 16 | 19 | 19 | 29 |
a. The appropriate test for this problem is:
a.one-way ANOVA |
b. repeated measurements |
b. The obtained statistic is:
a. F = 24.17 |
b. F = 12.71 |
c. F = 21.47 |
d. F = 17.42 |
c. The associated p value is:
a. < .05 |
b. < .01 |
c. < .001 |
d. < .0001 |
Decision is:
a. reject the null |
b. retain the null |
Conclusion is:
a. March scores are significantly lower than the rest of the months |
b. December scores are significantly higher than September scores |
c. March scores are significantly higher than September scores |
d. June scores are significantly higher than the rest of the months |
e. no conclusion can be drawn |
Solution
[NOTE: Answers are given below. Detailed Working and Back-up Theory follow at the end.]
Part (a)
The appropriate test for this problem is:
a.one-way ANOVA |
Answer
Part (b)
The obtained statistic is:
a. F = 24.17 |
Answer
Part (c)
The associated p value is:
d. < .0001 |
Answer
Part (d)
Decision is:
a. reject the null |
Answer
Part (e)
Conclusion is:
d. June scores are significantly higher than the rest of the months |
Answer
Back-up Theory and the solution work details,
ONE-WAY CLASSIFICATION - EQUAL NUMBER OF OBSERAVATIONS (33)PER Treatment
Obsn # |
Tr 1 |
Tr 2 |
Tr 3 |
Tr 4 |
||||||||
1 |
17 |
23 |
21 |
24 |
||||||||
2 |
25 |
21 |
21 |
24 |
||||||||
3 |
24 |
16 |
21 |
29 |
||||||||
4 |
18 |
18 |
25 |
27 |
||||||||
5 |
25 |
21 |
24 |
24 |
||||||||
6 |
25 |
25 |
16 |
25 |
||||||||
7 |
24 |
15 |
23 |
22 |
||||||||
8 |
24 |
21 |
19 |
23 |
||||||||
9 |
20 |
17 |
16 |
28 |
||||||||
10 |
24 |
22 |
21 |
22 |
||||||||
11 |
16 |
24 |
25 |
29 |
||||||||
12 |
18 |
24 |
23 |
24 |
||||||||
13 |
15 |
16 |
22 |
27 |
||||||||
14 |
23 |
24 |
22 |
22 |
||||||||
15 |
21 |
24 |
20 |
25 |
||||||||
16 |
22 |
16 |
25 |
26 |
||||||||
17 |
16 |
16 |
20 |
23 |
||||||||
18 |
24 |
22 |
22 |
27 |
||||||||
19 |
19 |
23 |
23 |
27 |
||||||||
20 |
19 |
17 |
25 |
25 |
||||||||
21 |
20 |
17 |
19 |
22 |
||||||||
22 |
22 |
19 |
25 |
24 |
||||||||
23 |
15 |
24 |
22 |
26 |
||||||||
24 |
22 |
21 |
15 |
26 |
||||||||
25 |
25 |
16 |
24 |
22 |
||||||||
26 |
15 |
22 |
25 |
23 |
||||||||
27 |
15 |
17 |
25 |
29 |
||||||||
28 |
18 |
18 |
19 |
23 |
||||||||
29 |
17 |
17 |
21 |
29 |
||||||||
30 |
19 |
17 |
15 |
26 |
||||||||
31 |
19 |
16 |
18 |
26 |
||||||||
32 |
22 |
21 |
16 |
29 |
||||||||
33 |
16 |
19 |
19 |
29 |
||||||||
Total xi. |
664 |
649 |
697 |
837 |
||||||||
Grand Total G = ∑xi. = 2847 |
||||||||||||
r |
4 |
|||||||||||
n |
33 |
|||||||||||
N= rn |
132 |
|||||||||||
Correction Factor C = G^2/N |
61404.614 |
|||||||||||
∑xij^2 |
13748 |
13085 |
15041 |
21417 |
||||||||
Total SS Raw = Sum∑xij^2 |
63291 |
|||||||||||
Total SS = Total SS Raw - C |
1886.3864 |
|||||||||||
Treatment SS Raw = ∑xi.^2/n |
62075 |
|||||||||||
Treatment SS = Treatment SS Raw - C |
670.3864 |
|||||||||||
Error SS = Total SS - Treatment SS |
1216 |
|||||||||||
Degrees of freedom df |
||||||||||||
Total: N - 1 |
||||||||||||
Treatment: r - 1 |
||||||||||||
Error: Total - Treatment = N - r |
||||||||||||
Mean Sum of squares = SS/df |
||||||||||||
F = MSTr/MSE |
||||||||||||
Fcrit = Fr-1, N-r,α |
||||||||||||
p-value = P(Fr-1, N-r > F) |
||||||||||||
ANOVA TABLE |
α |
0.05 |
||||||||||
Source |
df |
SS |
MS |
F |
Fcrit |
p-value |
||||||
Treatment |
3 |
670.3864 |
223.46212 |
23.5223 |
2.675387 |
3.4257E-12 |
||||||
Error |
128 |
1216 |
9.5 |
|||||||||
Total |
131 |
1886.3864 |
||||||||||
DONE