The power of a paired t-test with a covariate

被引:58
作者
Hedberg, E. C. [1 ,2 ]
Ayers, Stephanie [3 ]
机构
[1] Arizona State Univ, Sanford Sch Social & Family Dynam, Tempe, AZ 85287 USA
[2] Univ Chicago, NORC, Chicago, IL 60637 USA
[3] Arizona State Univ, Southwest Interdisciplinary Res Ctr, Tempe, AZ 85287 USA
关键词
Statistical power; Paired t-tests; Regression; STATISTICAL POWER; REGRESSION; DIFFERENCE; SCORES;
D O I
10.1016/j.ssresearch.2014.12.004
中图分类号
C91 [社会学];
学科分类号
030301 ; 1204 ;
摘要
Many researchers employ the paired t-test to evaluate the mean difference between matched data points. Unfortunately, in many cases this test in inefficient. This paper reviews how to increase the precision of this test through using the mean centered independent variable x, which is familiar to researchers that use analysis of covariance (ANCOVA). We add to the literature by demonstrating how to employ these gains in efficiency as a factor for use in finding the statistical power of the test. The key parameters for this factor are the correlation between the two measures and the variance ratio of the dependent measure on the predictor. The paper then demonstrates how to compute the gains in efficiency a priori to amend the power computations for the traditional paired t-test. We include an example analysis from a recent intervention, Families Preparing the New Generation (Familias Preparando la Nueva Generacion). Finally, we conclude with an analysis of extant data to derive reasonable parameter values. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:277 / 291
页数:13
相关论文
共 25 条
[11]   THE REGRESSION OF GAINS UPON INITIAL SCORES [J].
GARSIDE, RF .
PSYCHOMETRIKA, 1956, 21 (01) :67-77
[12]   SAMPLE-SIZE FORMULAS FOR NORMAL THEORY T-TESTS [J].
GUENTHER, WC .
AMERICAN STATISTICIAN, 1981, 35 (04) :243-244
[13]  
Harris K. M., 2014, NATIONAL LONGITUDINA
[14]   A Monte Carlo Comparison Study of the Power of the Analysis of Covariance, Simple Difference, and Residual Change Scores in Testing Two-Wave Data [J].
Kisbu-Sakarya, Yasemin ;
MacKinnon, David P. ;
Aiken, Leona S. .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 2013, 73 (01) :47-62
[15]   THE MEASUREMENT OF GROWTH [J].
LORD, FM .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1956, 16 (04) :421-437
[16]  
Marsiglia F. F., 2013, RES SOC WORK PRACTIC
[17]  
McNemar Q., 1958, EDUC PSYCHOL MEASUR
[18]  
O'Muircheartaigh C., 2014, J GERONTOL SER B PSY
[19]   Statistical power for nonequivalent pretest-posttest designs - The impact of change-score versus ANCOVA models [J].
Oakes, JM ;
Feldman, HA .
EVALUATION REVIEW, 2001, 25 (01) :3-28
[20]   UNRELIABILITY OF DIFFERENCE SCORES - PARADOX FOR MEASUREMENT OF CHANGE [J].
OVERALL, JE ;
WOODWARD, JA .
PSYCHOLOGICAL BULLETIN, 1975, 82 (01) :85-86