학술논문

Regression assumptions in clinical psychology research practice—a systematic review of common misconceptions
Document Type
article
Source
PeerJ, Vol 5, p e3323 (2017)
Subject
Linear regression
Statistical assumptions
Literature review
Misconceptions about normality
Medicine
Biology (General)
QH301-705.5
Language
English
ISSN
2167-8359
Abstract
Misconceptions about the assumptions behind the standard linear regression model are widespread and dangerous. These lead to using linear regression when inappropriate, and to employing alternative procedures with less statistical power when unnecessary. Our systematic literature review investigated employment and reporting of assumption checks in twelve clinical psychology journals. Findings indicate that normality of the variables themselves, rather than of the errors, was wrongfully held for a necessary assumption in 4% of papers that use regression. Furthermore, 92% of all papers using linear regression were unclear about their assumption checks, violating APA-recommendations. This paper appeals for a heightened awareness for and increased transparency in the reporting of statistical assumption checking.