PLS;
consistent partial least squares;
SEM;
variance-based structural equation modeling;
Monte Carlo simulation;
STRUCTURAL EQUATION MODELS;
MAXIMUM-LIKELIHOOD;
PLS-SEM;
RIGDONS RETHINKING;
LATENT-VARIABLES;
MEDIATING ROLE;
SYSTEMS;
REGRESSION;
PRAISE;
D O I:
10.25300/MISQ/2015/39.2.02
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
This paper resumes the discussion in information systems research on the use of partial least squares (PLS) path modeling and shows that the inconsistency of PLS path coefficient estimates in the case of reflective measurement can have adverse consequences for hypothesis testing. To remedy this, the study introduces a vital extension of PLS: consistent PLS (PLSc). PLSc provides a correction for estimates when PLS is applied to reflective constructs: The path coefficients, inter-construct correlations, and indicator loadings become consistent. The outcome of a Monte Carlo simulation reveals that the bias of PLSc parameter estimates is comparable to that of covariance-based structural equation modeling. Moreover, the outcome shows that PLSc has advantages when using non-normally distributed data. We discuss the implications for IS research and provide guidelines for choosing among structural equation modeling techniques.
机构:
City Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R China
Lingnan Univ, Inst Data Sci, Hong Kong, Peoples R China
City Univ Hong Kong, Hong Kong Inst Data Sci, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R China
Qin, S. Joe
Liu, Yiren
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机构:
City Univ Hong Kong, Ctr Syst Informat Engn, Sch Data Sci, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R China
Liu, Yiren
Tang, Shiqin
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机构:
City Univ Hong Kong, Ctr Syst Informat Engn, Sch Data Sci, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R China
机构:
CEA, LIST, Lab Data Sci & Decis Digiteo, Gif Sur Yvette, France
CNRS, Lab Math & Leurs Applicat PAU E2S UPPA, Pau, FranceCEA, LIST, Lab Data Sci & Decis Digiteo, Gif Sur Yvette, France
Broc, Camilo
Truong, Therese
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机构:
Univ Paris Saclay, INSERM, UVSQ, CESP, F-94807 Villejuif, France
Inst Gustave Roussy, F-94805 Villejuif, FranceCEA, LIST, Lab Data Sci & Decis Digiteo, Gif Sur Yvette, France
Truong, Therese
Liquet, Benoit
论文数: 0引用数: 0
h-index: 0
机构:
CNRS, Lab Math & Leurs Applicat PAU E2S UPPA, Pau, France
Macquarie Univ, Dept Math & Stat, Sydney, NSW, AustraliaCEA, LIST, Lab Data Sci & Decis Digiteo, Gif Sur Yvette, France