Exam 5: Analysis of Covariance
Exam 1: Introduction to Multivariate Statistics30 Questions
Exam 2: A Guide to Multivariate Techniques30 Questions
Exam 3: Pre-Analysis Data Screening30 Questions
Exam 4: Factorial Analysis of Variance30 Questions
Exam 5: Analysis of Covariance30 Questions
Exam 6: Multivariate Analysis of Variance and Covariance30 Questions
Exam 7: Multiple Regression30 Questions
Exam 8: Path Analysis30 Questions
Exam 9: Factor Analysis30 Questions
Exam 10: Discriminant Analysis30 Questions
Exam 11: Logistic Regression30 Questions
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If factor-covariate interaction is not significant, then one can proceed with interpreting the Levene's test as well as proceeding with the full ANCOVA.
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The second major purpose for the use of ANCOVA involves a statistical adjustment procedure where the means of the DVs for each group are adjusted to where they would be if all groups had scored equally on the covariate.
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The first step in interpreting the results of ANCOVA is to:
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Analysis of covariance (ANCOVA) mirrors the ordinary analysis of variance (ANOVA), but only before the effect of the covariate has been partialed out.
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A two-way ANCOVA tests the following three separate hypotheses simultaneously in one analysis:
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If the Levene's test is significant, then homogeneity of variance is assumed.
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ANCOVA adjusts group means as if participants scored equally on the covariates.
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F ratios and p values for each covariate indicate the degree to which the covariate significantly influences the DV.
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The third major purpose for the use of ANCOVA is to interpret differences in levels of the IV when several DVs are included in the analysis.
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A violation of the assumption of homogeneous regression slopes is crucial with respect to the validity of the results of ANCOVA.
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If the F test of factor-covariate interaction is significant, then the full ANCOVA should not be conducted.
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Line graphs are typically created to graphically represent any interaction between/among covariates based upon the DV.
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The effects of the covariate are removed by adjusting the scores on the IV in order to reflect the initial differences on the covariate.
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When the covariate adjustment is made, a portion of the treatment effect will be removed.
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Regression is incorporated into ANCOVA in order to predict scores on the DV based on knowledge of scores on the covariate.
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One of the assumptions for ANCOVA is that the observations within each sample must be randomly sampled and must be dependent on one another.
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If there exists a weak correlation between two covariates, they will remove relatively unique portions of the error variance from the DV, which is:
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The initial phase of the analysis with ANCOVA involves the statistical adjustments of the DV group means in order to control for the effects of the covariate on the IVs.
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