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Common Method Bias in PLS-SEM: A Full Collinearity Assessment Approach
by
Kock, Ned
in
Analysis
/ Assessments
/ Bias
/ Cognitive biases
/ Collinearity
/ Computer simulation
/ Construction
/ Contamination
/ Discriminant validity
/ Factor analysis
/ Identification
/ Inflation
/ Least squares
/ Least squares method
/ Mathematical models
/ Methods
/ Monte Carlo simulation
/ Simulation
/ Structural equation modeling
/ Writers
2015
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Common Method Bias in PLS-SEM: A Full Collinearity Assessment Approach
by
Kock, Ned
in
Analysis
/ Assessments
/ Bias
/ Cognitive biases
/ Collinearity
/ Computer simulation
/ Construction
/ Contamination
/ Discriminant validity
/ Factor analysis
/ Identification
/ Inflation
/ Least squares
/ Least squares method
/ Mathematical models
/ Methods
/ Monte Carlo simulation
/ Simulation
/ Structural equation modeling
/ Writers
2015
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Do you wish to request the book?
Common Method Bias in PLS-SEM: A Full Collinearity Assessment Approach
by
Kock, Ned
in
Analysis
/ Assessments
/ Bias
/ Cognitive biases
/ Collinearity
/ Computer simulation
/ Construction
/ Contamination
/ Discriminant validity
/ Factor analysis
/ Identification
/ Inflation
/ Least squares
/ Least squares method
/ Mathematical models
/ Methods
/ Monte Carlo simulation
/ Simulation
/ Structural equation modeling
/ Writers
2015
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Common Method Bias in PLS-SEM: A Full Collinearity Assessment Approach
Journal Article
Common Method Bias in PLS-SEM: A Full Collinearity Assessment Approach
2015
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Overview
The author discusses common method bias in the context of structural equation modeling employing the partial least squares method (PLS-SEM). Two datasets were created through a Monte Carlo simulation to illustrate the discussion: one contaminated by common method bias, and the other not contaminated. A practical approach is presented for the identification of common method bias based on variance inflation factors generated via a full collinearity test. The author's discussion builds on an illustrative model in the field of e-collaboration, with outputs generated by the software WarpPLS. They demonstrate that the full collinearity test is successful in the identification of common method bias with a model that nevertheless passes standard convergent and discriminant validity assessment criteria based on a confirmation factor analysis.
Publisher
IGI Global
Subject
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