In: Statistics and Probability
Impoverished |
Standard |
Enriched |
Super Enriched |
23 |
18 |
12 |
9 |
19 |
21 |
14 |
7 |
15 |
15 |
11 |
11 |
24 |
13 |
9 |
9 |
19 |
19 |
15 |
12 |
26 |
15 |
14 |
8 |
24 |
18 |
12 |
9 |
a. Carry out the appropriate statistical analysis using SPSS to test whether the levels are different. Please provide me an annotated copy of your output. Was the assumption of homogeneity of variance met? Explain.
c. If relevant use one or more post hoc tests, which means were different to which? Explain.
Result:
Impoverished |
Standard |
Enriched |
Super Enriched |
23 |
18 |
12 |
9 |
19 |
21 |
14 |
7 |
15 |
15 |
11 |
11 |
24 |
13 |
9 |
9 |
19 |
19 |
15 |
12 |
26 |
15 |
14 |
8 |
24 |
18 |
12 |
9 |
a. Carry out the appropriate statistical analysis using SPSS to test whether the levels are different. Please provide me an annotated copy of your output. Was the assumption of homogeneity of variance met? Explain.
The Levenes test based on median, test value 1.298, P=0.298 which is > 0.05 level of significance. The assumption of homogeneity of variance is met.
Calculated F=26.484, P=0.000 which is < 0.05 level of significance. Ho is rejected. we conclude that at least one mean is significantly different from others.
c. If relevant use one or more post hoc tests, which means were different to which? Explain.
Tukey test shows:
Impoverished is significant from other three groups Standard, Enriched and Super Enriched.
Standard is significant from groups Enriched and Super Enriched.
Enriched and Super Enriched are not significant.
SPSS output:
Descriptives |
||||||||
Score |
||||||||
N |
Mean |
Std. Deviation |
Std. Error |
95% Confidence Interval for Mean |
Minimum |
Maximum |
||
Lower Bound |
Upper Bound |
|||||||
Impoverished |
7 |
21.4286 |
3.86683 |
1.46152 |
17.8523 |
25.0048 |
15.00 |
26.00 |
Standard |
7 |
17.0000 |
2.76887 |
1.04654 |
14.4392 |
19.5608 |
13.00 |
21.00 |
Enriched |
7 |
12.4286 |
2.07020 |
0.78246 |
10.5140 |
14.3432 |
9.00 |
15.00 |
Super Enriched |
7 |
9.2857 |
1.70434 |
0.64418 |
7.7095 |
10.8620 |
7.00 |
12.00 |
Total |
28 |
15.0357 |
5.34362 |
1.00985 |
12.9637 |
17.1078 |
7.00 |
26.00 |
Test of Homogeneity of Variances |
|||||
Levene Statistic |
df1 |
df2 |
Sig. |
||
Score |
Based on Mean |
3.128 |
3 |
24 |
0.044 |
Based on Median |
1.298 |
3 |
24 |
0.298 |
|
Based on Median and with adjusted df |
1.298 |
3 |
16.417 |
0.309 |
|
Based on trimmed mean |
3.037 |
3 |
24 |
0.049 |
ANOVA |
|||||
Score |
|||||
Sum of Squares |
df |
Mean Square |
F |
Sig. |
|
Between Groups |
592.107 |
3 |
197.369 |
26.484 |
0.000 |
Within Groups |
178.857 |
24 |
7.452 |
||
Total |
770.964 |
27 |
Multiple Comparisons |
|||||||
Dependent Variable: Score |
|||||||
(I) Group |
(J) Group |
Mean Difference (I-J) |
Std. Error |
Sig. |
95% Confidence Interval |
||
Lower Bound |
Upper Bound |
||||||
Tukey HSD |
Impoverished |
Standard |
4.42857* |
1.45920 |
0.027 |
0.4032 |
8.4539 |
Enriched |
9.00000* |
1.45920 |
0.000 |
4.9747 |
13.0253 |
||
Super Enriched |
12.14286* |
1.45920 |
0.000 |
8.1175 |
16.1682 |
||
Standard |
Impoverished |
-4.42857* |
1.45920 |
0.027 |
-8.4539 |
-0.4032 |
|
Enriched |
4.57143* |
1.45920 |
0.022 |
0.5461 |
8.5968 |
||
Super Enriched |
7.71429* |
1.45920 |
0.000 |
3.6889 |
11.7396 |
||
Enriched |
Impoverished |
-9.00000* |
1.45920 |
0.000 |
-13.0253 |
-4.9747 |
|
Standard |
-4.57143* |
1.45920 |
0.022 |
-8.5968 |
-0.5461 |
||
Super Enriched |
3.14286 |
1.45920 |
0.165 |
-0.8825 |
7.1682 |
||
Super Enriched |
Impoverished |
-12.14286* |
1.45920 |
0.000 |
-16.1682 |
-8.1175 |
|
Standard |
-7.71429* |
1.45920 |
0.000 |
-11.7396 |
-3.6889 |
||
Enriched |
-3.14286 |
1.45920 |
0.165 |
-7.1682 |
0.8825 |
||
*. The mean difference is significant at the 0.05 level. |