使用多元回归近似检测分类调节变量效应的统计检验力的通用解法

A Generalized Solution for Approximating the Power to Detect Effects of Categorical Moderator Variables Using Multiple Regression

ORGANIZATIONAL RESEARCH METHODS · 2001
被引 126
人大 A-ABS 4

中文导读

给出了一个理论近似公式,用于计算分类调节变量在多元回归中的统计检验力,并开发了在线计算机程序,帮助研究者规划研究设计时评估检验力。

Abstract

Investigators in numerous organization studies disciplines are concerned about the low statistical power of moderated multiple regression (MMR) to detect effects of categorical moderator variables. The authors provide a theoretical approximation to the power of MMR. The theoretical result confirms, synthesizes, and extends previous Monte Carlo research on factors that affect the power of MMR tests of categorical moderator variables and the low power of MMR in typical research situations. The authors develop and describe a computer program, which is available on the Internet, that allows researchers to approximate the power of MMR to detect the effects of categorical moderator variables given user-input information (e.g., sample size, reliability of measurement). The approximation also allows investigators to determine the effects of violating certain assumptions required for MMR. Given the typically low power of MMR, researchers are encouraged to use the computer program to approximate power while planning their research design and methodology.

组织研究统计检验力调节效应多元回归