Question

In: Statistics and Probability

A study was conducted to see if students’ writing skills continue to improve as the academic...

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

Solutions

Expert Solution

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


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