TY - JOUR
T1 - Common methods variance detection in business research
AU - Fuller, Christie M.
AU - Simmering, Marcia J.
AU - Atinc, Guclu
AU - Atinc, Yasemin
AU - Babin, Barry J.
N1 - Publisher Copyright:
© 2015 Elsevier Inc.
PY - 2016/8/1
Y1 - 2016/8/1
N2 - The issue of common method variance (CMV) has become almost legendary among today's business researchers. In this manuscript, a literature review shows many business researchers take steps to assess potential problems with CMV, or common method bias (CMB), but almost no one reports problematic findings. One widely-criticized procedure assessing CMV levels involves a one-factor test that examines how much common variance might exist in a single dimension. This paper presents a data simulation demonstrating that a relatively high level of CMV must be present to bias true relationships among substantive variables at typically reported reliability levels. The simulation data overall suggests that at levels of CMV typical of multiple item measures with typical reliabilities reporting typical effect sizes, CMV does not represent a grave threat to the validity of research findings.
AB - The issue of common method variance (CMV) has become almost legendary among today's business researchers. In this manuscript, a literature review shows many business researchers take steps to assess potential problems with CMV, or common method bias (CMB), but almost no one reports problematic findings. One widely-criticized procedure assessing CMV levels involves a one-factor test that examines how much common variance might exist in a single dimension. This paper presents a data simulation demonstrating that a relatively high level of CMV must be present to bias true relationships among substantive variables at typically reported reliability levels. The simulation data overall suggests that at levels of CMV typical of multiple item measures with typical reliabilities reporting typical effect sizes, CMV does not represent a grave threat to the validity of research findings.
KW - CMB
KW - CMV
KW - Error
KW - Harman's one-factor test
KW - Measurement
KW - Surveys
UR - http://www.scopus.com/inward/record.url?scp=84964659837&partnerID=8YFLogxK
U2 - 10.1016/j.jbusres.2015.12.008
DO - 10.1016/j.jbusres.2015.12.008
M3 - Article
AN - SCOPUS:84964659837
SN - 0148-2963
VL - 69
SP - 3192
EP - 3198
JO - Journal of Business Research
JF - Journal of Business Research
IS - 8
ER -