In: Statistics and Probability
ANOVA Table
SAT scores - 2018
Student |
Reading |
Math |
Writing |
1 |
453 |
458 |
462 |
2 |
456 |
459 |
460 |
3 |
454 |
460 |
457 |
4 |
458 |
456 |
462 |
5 |
454 |
457 |
464 |
mean |
455 |
458 |
461 |
Source of variation |
Sum of Squares (SS) |
Degrees of freedom |
Mean Square (MS) |
F |
Treatment |
90 |
2 |
45 |
10 |
Error |
54 |
12 |
5 |
|
Total |
144 |
14 |
MINITAB used
(9pt) Conduct a Fisher’s LSD test allowing for 1% error.
Fisher Individual Tests for Differences of Means
Difference of Levels |
Difference |
SE of |
99% CI |
T-Value |
Adjusted |
Math - Reading |
3.00 |
1.34 |
(-1.10, 7.10) |
2.24 |
0.045 |
Writing - Reading |
6.00 |
1.34 |
(1.90, 10.10) |
4.47 |
0.001 |
Writing - Math |
3.00 |
1.34 |
(-1.10, 7.10) |
2.24 |
0.045 |
Simultaneous confidence level = 97.49%
Fisher test shows that Reading and Writing are significant at 1% level. (P=0.001).
The difference between Math and Reading, Writing and Math are not significant at 0.01 level of significance.
(4pt) The level of difficulty for all the three sections of the SAT measured by the score are supposed to be the same. Do you agree with this after the results of the LSD test? WHY? Be specific for full credit.
We are not agreeing that level of difficulty for all the three sections of the SAT measured by the score are the same. Mean score of writing is higher that shows that writing is easy compared to other sections.
One-way ANOVA: Reading, Math, Writing
Method
Null hypothesis |
All means are equal |
Alternative hypothesis |
Not all means are equal |
Significance level |
α = 0.01 |
Equal variances were assumed for the analysis.
Factor Information
Factor |
Levels |
Values |
Factor |
3 |
Reading, Math, Writing |
Analysis of Variance
Source |
DF |
Adj SS |
Adj MS |
F-Value |
P-Value |
Factor |
2 |
90.00 |
45.000 |
10.00 |
0.003 |
Error |
12 |
54.00 |
4.500 |
||
Total |
14 |
144.00 |
Model Summary
S |
R-sq |
R-sq(adj) |
R-sq(pred) |
2.12132 |
62.50% |
56.25% |
41.41% |
Means
Factor |
N |
Mean |
StDev |
99% CI |
Reading |
5 |
455.000 |
2.000 |
(452.102, 457.898) |
Math |
5 |
458.000 |
1.581 |
(455.102, 460.898) |
Writing |
5 |
461.00 |
2.65 |
(458.10, 463.90) |
Pooled StDev = 2.12132
Fisher Pairwise Comparisons
Grouping Information Using the Fisher LSD Method and 99% Confidence
Factor |
N |
Mean |
Grouping |
|
Writing |
5 |
461.00 |
A |
|
Math |
5 |
458.000 |
A |
B |
Reading |
5 |
455.000 |
B |
Means that do not share a letter are significantly different.
Fisher Individual Tests for Differences of Means
Difference of Levels |
Difference |
SE of |
99% CI |
T-Value |
Adjusted |
Math - Reading |
3.00 |
1.34 |
(-1.10, 7.10) |
2.24 |
0.045 |
Writing - Reading |
6.00 |
1.34 |
(1.90, 10.10) |
4.47 |
0.001 |
Writing - Math |
3.00 |
1.34 |
(-1.10, 7.10) |
2.24 |
0.045 |
Simultaneous confidence level = 97.49%