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Bluman, Chapter 12 12-2 The Scheffé Test and the 1 1 Friday, January 25, 13

12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

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Page 1: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

12-2 The Scheffé Test and the

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1Friday, January 25, 13

Page 2: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

12-2 The Scheffé Test and the When the null hypothesis is rejected

using the F test, the researcher may want to know where the difference among the means is.

The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means lie after the ANOVA procedure has been performed.

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Bluman, Chapter 12

The Scheffé Test

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Bluman, Chapter 12

The Scheffé Test In order to conduct the Scheffé test,

one must compare the means two at a time, using all possible combinations of means.

For example, if there are three means, the following comparisons must be done:

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Page 5: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

The Scheffé Test In order to conduct the Scheffé test,

one must compare the means two at a time, using all possible combinations of means.

For example, if there are three means, the following comparisons must be done:

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2Friday, January 25, 13

Page 6: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Formula for the Scheffé Test

where and are the means of the samples being compared, and are the respective sample sizes, and the within-group variance is .

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Bluman, Chapter 12

F Value for the Scheffé Test

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Bluman, Chapter 12

F Value for the Scheffé Test To find the critical value Fʹ′ for the

Scheffé test, multiply the critical value for the F test by k − 1:

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Page 9: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Chapter 12Analysis of Variance

Section 12-2Example 12-3Page #641

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Page 10: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Scheffé test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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Page 11: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Scheffé test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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6Friday, January 25, 13

Page 12: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Scheffé test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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6Friday, January 25, 13

Page 13: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Scheffé test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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6Friday, January 25, 13

Page 14: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Scheffé test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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6Friday, January 25, 13

Page 15: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Scheffé test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

7

7Friday, January 25, 13

Page 16: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Scheffé test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

7

7Friday, January 25, 13

Page 17: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Scheffé test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

7

7Friday, January 25, 13

Page 18: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

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Page 19: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

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Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

8

The critical value for the ANOVA for Example 12–1 was F = 3.89, found by using Table H with α = 0.05, d.f.N. = 2, and d.f.D. = 12.

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Page 21: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

8

The critical value for the ANOVA for Example 12–1 was F = 3.89, found by using Table H with α = 0.05, d.f.N. = 2, and d.f.D. = 12.

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Page 22: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

8

The critical value for the ANOVA for Example 12–1 was F = 3.89, found by using Table H with α = 0.05, d.f.N. = 2, and d.f.D. = 12.

In this case, it is multiplied by k – 1 as shown.

Since only the F test value for part a ( versus ) is greater than the critical value, 7.78, the only significant difference is between and , that is, between medication and exercise.

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Page 23: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

An Additional Note

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On occasion, when the F test value is greater than the critical value, the Scheffé test may not show any significant differences in the pairs of means. This result occurs because the difference may actually lie in the average of two or more means when compared with the other mean. The Scheffé test can be used to make these types of comparisons, but the technique is beyond the scope of this book.

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Bluman, Chapter 12

The Tukey Test

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Bluman, Chapter 12

The Tukey Test The Tukey test can also be used after

the analysis of variance has been completed to make pairwise comparisons between means when the groups have the same sample size.

The symbol for the test value in the Tukey test is q.

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Page 26: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Formula for the Tukey Test

where and are the means of the samples being compared, is the size of the sample, and the within-group variance is .

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Page 27: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Chapter 12Analysis of Variance

Section 12-2Example 12-4Page #642

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Page 28: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-4: Lowering Blood PressureUsing the Tukey test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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Page 29: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-4: Lowering Blood PressureUsing the Tukey test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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Page 30: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-4: Lowering Blood PressureUsing the Tukey test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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Page 31: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-4: Lowering Blood PressureUsing the Tukey test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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Page 32: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-4: Lowering Blood PressureUsing the Tukey test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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Page 33: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Tukey test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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14Friday, January 25, 13

Page 34: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Tukey test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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14Friday, January 25, 13

Page 35: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood PressureUsing the Tukey test, test each pair of means in Example 12–1 to see whether a specific difference exists, at α = 0.05.

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Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

15

To find the critical value for the Tukey test, use Table N.The number of means k is found in the row at the top, and the degrees of freedom for are found in the left column (denoted by v). Since k = 3, d.f. = 12, and α = 0.05, the critical value is 3.77.

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Page 37: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

15

To find the critical value for the Tukey test, use Table N.The number of means k is found in the row at the top, and the degrees of freedom for are found in the left column (denoted by v). Since k = 3, d.f. = 12, and α = 0.05, the critical value is 3.77.

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Page 38: 12-2 The Scheffé Test and the Tukey Test - · PDF file1/25/2013 · The Scheffé test and the Tukey test are procedures to determine where the significant differences in the means

Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

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Bluman, Chapter 12

Example 12-3: Lowering Blood Pressure

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Hence, the only q value that is greater in absolute value than the critical value is the one for the difference between and . The conclusion, then, is that there is a significant difference in means for medication and exercise.

These results agree with the Scheffé analysis.

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