Multivariate analysis

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SAS-Problem2-Results-Key.docx

SAS Results for Problem 2:

Factor (IV) in ANOVA:

2 levels (1 or 2)

The ANOVA Procedure

Class Level Information

Class Levels Values

PERLEVEL 2 1 2

Number of Observations Read 80

Number of Observations Used 80

1st Dependent Variable (DV) analyzed

The ANOVA Procedure

ANOVA F-test for testing differences in mean DV1 for two IV levels

Dependent Variable: EFFORT

Sum of

Source DF Squares Mean Square F Value Pr > F

Model 1 22.8703938 22.8703938 15.74 0.0002

Error 78 113.3171062 1.4527834

Corrected Total 79 136.1875000

R-Square Coeff Var Root MSE EFFORT Mean

0.167933 28.78363 1.205315 4.187500

Source DF Anova SS Mean Square F Value Pr > F

PERLEVEL 1 22.87039385 22.87039385 15.74 0.0002

2nd DV analyzed

The ANOVA Procedure

ANOVA F-test for testing differences in mean DV2 for two IV levels

Dependent Variable: UND

Sum of

Source DF Squares Mean Square F Value Pr > F

Model 1 9.3002113 9.3002113 3.92 0.0513

Error 78 185.1872887 2.3741960

Corrected Total 79 194.4875000

R-Square Coeff Var Root MSE UND Mean

0.047819 36.36207 1.540843 4.237500

Source DF Anova SS Mean Square F Value Pr > F

PERLEVEL 1 9.30021129 9.30021129 3.92 0.0513

Note: Good strategy is conduct univariate ANOVA F-tests at a small α (e.g., α = .01 or .02)

The ANOVA Procedure

ANOVA F-test for testing differences in mean DV3 for two IV levels

3rd DV analyzed

Dependent Variable: QUALITY

Sum of

Source DF Squares Mean Square F Value Pr > F

Model 1 7.6597701 7.6597701 5.45 0.0221

Error 78 109.5402299 1.4043619

Corrected Total 79 117.2000000

R-Square Coeff Var Root MSE QUALITY Mean

0.065356 28.90385 1.185058 4.100000

Source DF Anova SS Mean Square F Value Pr > F

PERLEVEL 1 7.65977011 7.65977011 5.45 0.0221

4th DV analyzed

The ANOVA Procedure

ANOVA F-test for testing differences in mean DV4 for two IV levels

Dependent Variable: LUCK

Sum of

Source DF Squares Mean Square F Value Pr > F

Model 1 10.5261663 10.5261663 3.64 0.0599

Error 78 225.2738337 2.8881261

Corrected Total 79 235.8000000

R-Square Coeff Var Root MSE LUCK Mean

0.044640 37.35052 1.699449 4.550000

Source DF Anova SS Mean Square F Value Pr > F

PERLEVEL 1 10.52616633 10.52616633 3.64 0.0599

5th DV analyzed

The ANOVA Procedure

ANOVA F-test for testing differences in mean DV3 for two IV levels

Dependent Variable: DIFF

Sum of

Source DF Squares Mean Square F Value Pr > F

Model 1 4.3206981 4.3206981 2.50 0.1180

Error 78 134.8668019 1.7290616

Corrected Total 79 139.1875000

R-Square Coeff Var Root MSE DIFF Mean

0.031042 39.69624 1.314938 3.312500

Source DF Anova SS Mean Square F Value Pr > F

PERLEVEL 1 4.32069811 4.32069811 2.50 0.1180

Multivariate Analysis of Variance

p-values for MANOVA test of Ho: no mean vector differences between the 2 PERLEEVEL groups

MANOVA Test Criteria and Exact F Statistics

for the Hypothesis of No Overall PERLEVEL Effect

H = Anova SSCP Matrix for PERLEVEL E = Error SSCP Matrix

S=1 M=1.5 N=36

Statistic Value F Value Num DF Den DF Pr > F

Wilks' Lambda 0.67500180 7.13 5 74 <.0001

Pillai's Trace 0.32499820 7.13 5 74 <.0001

Hotelling-Lawley Trace 0.48147752 7.13 5 74 <.0001

Roy's Greatest Root 0.48147752 7.13 5 74 <.0001

Levene's Test for Homogeneity of EFFORT Variance

Sum of Mean

Source DF Squares Square F Value Pr > F

PERLEVEL 1 1.0414 1.0414 0.30 0.5832

Error 78 267.5 3.4300

p-value for testing equality of variances in DV for 2 PERLEVEL groups

(Fail to reject Ho implies equality of variances)

Levene's Test for Homogeneity of UND Variance

DV analyzed

Sum of Mean

Source DF Squares Square F Value Pr > F

PERLEVEL 1 12.2948 12.2948 1.51 0.2235

Error 78 636.9 8.1650

Levene's Test for Homogeneity of QUALITY Variance

Sum of Mean

Source DF Squares Square F Value Pr > F

PERLEVEL 1 11.3703 11.3703 3.51 0.0646

Error 78 252.3 3.2350

Levene's Test for Homogeneity of LUCK Variance

Sum of Mean

Source DF Squares Square F Value Pr > F

PERLEVEL 1 8.0512 8.0512 0.63 0.4285

Error 78 991.5 12.7112

Levene's Test for Homogeneity of DIFF Variance

Sum of Mean

Source DF Squares Square F Value Pr > F

PERLEVEL 1 3.4087 3.4087 0.89 0.3477

Error 78 297.9 3.8188

The ANOVA Procedure

1st DV analyzed

Bonferroni (Dunn) t Tests for EFFORT

NOTE: This test controls the Type I experimentwise error rate.

Alpha 0.05

Error Degrees of Freedom 78

Error Mean Square 1.452783

Critical Value of t 1.99085

Minimum Significant Difference 0.5581

Harmonic Mean of Cell Sizes 36.975

NOTE: Cell sizes are not equal.

Means with the same letter are not significantly different.

Ranking of DV means (means with different letters are significantly different)

Bon Grouping Mean N PERLEVEL

A 4.8966 29 2

B 3.7843 51 1

Bonferroni (Dunn) t Tests for UND

NOTE: This test controls the Type I experimentwise error rate.

2nd DV analyzed

Alpha 0.05

Error Degrees of Freedom 78

Error Mean Square 2.374196

Critical Value of t 1.99085

Minimum Significant Difference 0.7134

Harmonic Mean of Cell Sizes 36.975

NOTE: Cell sizes are not equal.

Means with the same letter are not significantly different.

Ranking of DV means (means with the same letter are not significantly different)

Bon Grouping Mean N PERLEVEL

A 4.6897 29 2

A

A 3.9804 51 1

Bonferroni (Dunn) t Tests for QUALITY

3rd DV analyzed

NOTE: This test controls the Type I experimentwise error rate.

Alpha 0.05

Error Degrees of Freedom 78

Error Mean Square 1.404362

Critical Value of t 1.99085

Minimum Significant Difference 0.5487

Harmonic Mean of Cell Sizes 36.975

NOTE: Cell sizes are not equal.

Means with the same letter are not significantly different.

Bon Grouping Mean N PERLEVEL

A 4.3333 51 1

B 3.6897 29 2

4th DV analyzed

Bonferroni (Dunn) t Tests for LUCK

NOTE: This test controls the Type I experimentwise error rate.

Alpha 0.05

Error Degrees of Freedom 78

Error Mean Square 2.888126

Critical Value of t 1.99085

Minimum Significant Difference 0.7869

Harmonic Mean of Cell Sizes 36.975

NOTE: Cell sizes are not equal.

Means with the same letter are not significantly different.

Bon Grouping Mean N PERLEVEL

A 4.8235 51 1

A

A 4.0690 29 2

Bonferroni (Dunn) t Tests for DIFF

5th DV analyzed

NOTE: This test controls the Type I experimentwise error rate.

Alpha 0.05

Error Degrees of Freedom 78

Error Mean Square 1.729062

Critical Value of t 1.99085

Minimum Significant Difference 0.6088

Harmonic Mean of Cell Sizes 36.975

NOTE: Cell sizes are not equal.

Means with the same letter are not significantly different.

Bon Grouping Mean N PERLEVEL

A 3.6207 29 2

A

A 3.1373 51 1