Eta squared and partial eta squared as measures of effect size in educational research

被引:2233
作者
Richardson, John T. E. [1 ]
机构
[1] Open Univ, Inst Educ Technol, Milton Keynes MK7 6AA, Bucks, England
关键词
Effect size; Eta squared; Partial eta squared; CONFIDENCE-INTERVALS; STATISTICAL POWER; MAGNITUDES; VARIANCE;
D O I
10.1016/j.edurev.2010.12.001
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Eta squared measures the proportion of the total variance in a dependent variable that is associated with the membership of different groups defined by an independent variable. Partial eta squared is a similar measure in which the effects of other independent variables and interactions are partialled out. The development of these measures is described and their characteristics compared. In the past, the two measures have been confused in the research literature, partly because of a labelling error in the output produced by certain versions of the statistical package SPSS. Nowadays, partial eta squared is overwhelmingly cited as a measure of effect size in the educational research literature. Although there are good reasons for this, the interpretation of both measures needs to be undertaken with care. The paper concludes with a summary of the key characteristics of eta squared and partial eta squared. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:135 / 147
页数:13
相关论文
共 65 条
[1]   A VARIANCE EXPLANATION PARADOX - WHEN A LITTLE IS A LOT [J].
ABELSON, RP .
PSYCHOLOGICAL BULLETIN, 1985, 97 (01) :129-133
[2]  
[Anonymous], 2006, MONOGR SOC RES CHILD, V71, P127
[3]  
[Anonymous], 1962, Psychological statistics
[4]  
[Anonymous], 1985, Contrast Analysis: Focused Comparisons in the Analysis of Variance
[5]  
[Anonymous], 1977, The advanced theory of statistics
[6]  
[Anonymous], 1997, Multiple Regression in Behavioral Research: Explanation and Prediction
[7]  
[Anonymous], 2006, Educational Researcher, V35, P33, DOI DOI 10.3102/0013189X035006033
[8]   Recommended effect size statistics for repeated measures designs [J].
Bakeman, R .
BEHAVIOR RESEARCH METHODS, 2005, 37 (03) :379-384
[9]   Mental computation and conceptual understanding [J].
Blöte, AW ;
Klein, AS ;
Beishuizen, M .
LEARNING AND INSTRUCTION, 2000, 10 (03) :221-247
[10]   Social and personal aspects of self knowledge: a balance of individuality and belonging [J].
Bornholt, LJ .
LEARNING AND INSTRUCTION, 2000, 10 (05) :415-429