连续变量
离散化
回归
变量(数学)
线性回归
回归分析
统计
规范性
差异(会计)
变量
计量经济学
数学
计算机科学
经济
认识论
哲学
数学分析
会计
作者
Derek D. Rucker,Blakeley B. McShane,Kristopher J. Preacher
标识
DOI:10.1016/j.jcps.2015.04.004
摘要
Abstract We comment on Iacobucci, Posavac, Kardes, Schneider, and Popovich (2015) by evaluating the practice of discretizing continuous variables. We show that dichotomizing a continuous variable via the median split procedure or otherwise and analyzing the resulting data via ANOVA involves a large number of costs that can be avoided by preserving the continuous nature of the variable and analyzing the data via linear regression. As a consequence, we recommend that regression remain the normative procedure both when the statistical assumptions explored by Iacobucci et al. hold and more generally in research involving continuous variables. We also discuss the advantages of preserving the continuous nature of the variable for graphical presentation and provide practical suggestions for such presentations.
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