TY - JOUR
T1 - Probing three-way interactions in moderated multiple regression
T2 - Development and application of a slope difference test
AU - Dawson, Jeremy F.
AU - Richter, Andreas W.
PY - 2006/7
Y1 - 2006/7
N2 - Researchers often use 3-way interactions in moderated multiple regression analysis to test the joint effect of 3 independent variables on a dependent variable. However, further probing of significant interaction terms varies considerably and is sometimes error prone. The authors developed a significance test for slope differences in 3-way interactions and illustrate its importance for testing psychological hypotheses. Monte Carlo simulations revealed that sample size, magnitude of the slope difference, and data reliability affected test power. Application of the test to published data yielded detection of some slope differences that were undetected by alternative probing techniques and led to changes of results and conclusions. The authors conclude by discussing the test's applicability for psychological research. Copyright 2006 by the American Psychological Association.
AB - Researchers often use 3-way interactions in moderated multiple regression analysis to test the joint effect of 3 independent variables on a dependent variable. However, further probing of significant interaction terms varies considerably and is sometimes error prone. The authors developed a significance test for slope differences in 3-way interactions and illustrate its importance for testing psychological hypotheses. Monte Carlo simulations revealed that sample size, magnitude of the slope difference, and data reliability affected test power. Application of the test to published data yielded detection of some slope differences that were undetected by alternative probing techniques and led to changes of results and conclusions. The authors conclude by discussing the test's applicability for psychological research. Copyright 2006 by the American Psychological Association.
KW - moderated multiple regression
KW - slope difference test
KW - three way interactions
UR - http://www.scopus.com/inward/record.url?scp=33746432148&partnerID=8YFLogxK
UR - http://psycnet.apa.org/?&fa=main.doiLanding&doi=10.1037/0021-9010.91.4.917
U2 - 10.1037/0021-9010.91.4.917
DO - 10.1037/0021-9010.91.4.917
M3 - Article
C2 - 16834514
SN - 0021-9010
VL - 91
SP - 917
EP - 926
JO - Journal of Applied Psychology
JF - Journal of Applied Psychology
IS - 4
ER -