Question

In: Statistics and Probability

) The Scholastic Aptitude Test (SAT) contains three sections: critical reading, mathematics and writing. Each part...

  1. ) The Scholastic Aptitude Test (SAT) contains three sections: critical reading, mathematics and writing. Each part is scored on a 500-point scale. Information on test scores for the 2018 version of SAT is available at the College Board website. Find the sample of SAT scores for 5 students bellow.

                                                                                                                       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

  1. (9pt) Conduct a Fisher’s LSD test allowing for 1% error.

  1. (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.

Solutions

Expert Solution

MINITAB used

(9pt) Conduct a Fisher’s LSD test allowing for 1% error.

Fisher Individual Tests for Differences of Means

Difference of Levels

Difference
of Means

SE of
Difference

99% CI

T-Value

Adjusted
P-Value

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
of Means

SE of
Difference

99% CI

T-Value

Adjusted
P-Value

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%


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