Contends that multivariate statistical analyses should be studied and practiced more extensively. Gives several reasons for doing multivariate analysis and discusses two common errors in statistical analysis. Presents examples of how single multivariate analysis can produce different results than do separate univariate analyses and illustrates…

Explains basic logic of canonical analysis, illustrates that canonical analysis is general parametric analytic method subsuming other methods, and offers guidelines regarding use of this analytic approach. Concludes that canonical analysis is potent because it does not require researcher to discard variance of any variables and because it honors…

Counselors conducting survey research have many item format options to contemplate. This study examined midpoint selection and the effect on reliability of including or excluding midpoint options, and using both positively and negatively worded items. Findings indicate that reliability can be affected by both midpoint options and reverse coding.…