Overview
- Presents recent developments of partial least squares-path modeling (PLS-PM)
- Provides a comprehensive overview of the current state of the most advanced research related to PLS-PM
- Addresses recent theoretical and methodological issues in PLS-PM
- Features real-data applications in multiple disciplines
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Table of contents (17 chapters)
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Front Matter
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Basic Concepts and Extensions
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Front Matter
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Methodological Issues
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Front Matter
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Keywords
- partial least squares path modeling
- PLS-SEM
- structural equation modeling
- predictive path modeling
- PLS and computing
- factor-based PLS-SEM
- consistent ordinal partial least squares
- unobserved heterogeneity
- hierarchical analysis
- partial least squares with latent variables
- analysis of mediation
- PLS path modeling for non-metric data
About this book
This edited book presents the recent developments in partial least squares-path modeling (PLS-PM) and provides a comprehensive overview of the current state of the most advanced research related to PLS-PM. The first section of this book emphasizes the basic concepts and extensions of the PLS-PM method. The second section discusses the methodological issues that are the focus of the recent development of the PLS-PM method. The third part discusses the real world application of the PLS-PM method in various disciplines. The contributions from expert authors in the field of PLS focus on topics such as the factor-based PLS-PM, the perfect match between a model and a mode, quantile composite-based path modeling (QC-PM), ordinal consistent partial least squares (OrdPLSc), non-symmetrical composite-based path modeling (NSCPM), modern view for mediation analysis in PLS-PM, a multi-method approach for identifying and treating unobserved heterogeneity, multigroup analysis (PLS-MGA), the assessment of the common method bias, non-metric PLS with categorical indicators, evaluation of the efficiency and accuracy of model misspecification and bootstrap parameter recovery in PLS-PM, CB-SEM, and the Bollen-Stine methods and importance-performance map analysis (IPMA) for nonlinear relationships. This book will be useful for researchers and practitioners interested in the latest advances in PLS-PM as well as master and Ph.D. students in a variety of disciplines using the PLS-PM method for their projects.
Editors and Affiliations
About the editors
Hengky Latan graduated in 2016 in Accounting (summa cum laude) at the Diponegoro University, Semarang, Indonesia. He worked at the STIE Bank BPD Jateng in the Department of Accounting, and at the Petra Christian University. He authored several books including multivariate statistics with IBM SPSS, Stata and PLS-SEM with SmartPLS, WarpPLS, and XLSTAT-PLSPM and GSCA. His articles were published in a number of journals including Industrial Marketing Management, International Journal of Production Research, Journal of Business Ethics, Journal of Cleaner Production, the Technovation, Transportation Research Part E, Sustainability Accounting, Management and Policy Journal,Total Quality Management and Business Excellence. He also attended conferences such as the Academy of Management (AoM), the British Academy of Management (BAM), and EurOMA.
Richard Noonan studied Economics of Education at Columbia University, NY (Ed. D.) and Stockholm University, Sweden (Ph. D.). He served as research officer with the International Association for the Evaluation of Educational Achievement (IEA) and later as Associate Professor at the Institute of International Education, Stockholm University, Sweden. As an education economist, he served as consultant to UNESCO, World Bank, Asian Development Bank, the International Labour Organization, and many other multilateral and bilateral international development agencies. Noonan published numerous articles and several books on education systems, with an emphasis on quantitative analysis, including the use of PLS in the analysis of education and training systems. He retired in 2012 and devotes his time to writing.
Bibliographic Information
Book Title: Partial Least Squares Path Modeling
Book Subtitle: Basic Concepts, Methodological Issues and Applications
Editors: Hengky Latan, Richard Noonan
DOI: https://doi.org/10.1007/978-3-319-64069-3
Publisher: Springer Cham
eBook Packages: Mathematics and Statistics, Mathematics and Statistics (R0)
Copyright Information: Springer International Publishing AG 2017
Softcover ISBN: 978-3-319-87714-3Published: 31 August 2018
eBook ISBN: 978-3-319-64069-3Published: 03 November 2017
Edition Number: 1
Number of Pages: XXXVII, 414
Number of Illustrations: 75 b/w illustrations, 37 illustrations in colour
Topics: Statistical Theory and Methods, Statistics for Social Sciences, Humanities, Law, Statistics for Business, Management, Economics, Finance, Insurance, Statistics and Computing/Statistics Programs, Econometrics, Psychometrics