Holmbeck G N
Loyola University of Chicago, Department of Psychology, IL 60626.
J Pers Assess. 1989 Fall;53(3):583-606. doi: 10.1207/s15327752jpa5303_15.
Inappropriate applications and interpretations of multiple regression analyses by Zeldow and his associated (Zeldow, Clark, & Daugherty, 1985; Zeldow, Daugherty, & Clark, 1987) are discussed as are several general interpretive and statistical issues. To perform and interpret multiple regressions, several characteristics of this statistical approach must be taken into account. Of critical importance is the order in which variables are entered, the choice of regression approaches, the direction of an effect upon entering the model, and the manner in which the interpretation of interaction effects varies as a function of the presence or absence of main effects. Because Zeldow et al. (1985, 1987) did not consider these factors, their regression analyses were not run as stated and are difficult to interpret. Five hypothetical outcomes in androgyny research and an example involving actual data are presented.
本文讨论了泽尔多及其同事(泽尔多、克拉克和多尔蒂,1985年;泽尔多、多尔蒂和克拉克,1987年)对多元回归分析的不当应用和解释,以及几个一般性的解释和统计问题。要进行和解释多元回归,必须考虑这种统计方法的几个特点。至关重要的是变量输入的顺序、回归方法的选择、进入模型时效应的方向,以及交互效应的解释方式如何随主效应的存在与否而变化。由于泽尔多等人(1985年,1987年)没有考虑这些因素,他们的回归分析没有按所述进行,难以解释。本文给出了双性化研究中的五个假设结果以及一个涉及实际数据的例子。