Partial Least Squares Path Modeling

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Publisher : Springer
ISBN 13 : 3319640690
Total Pages : 434 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Partial Least Squares Path Modeling by : Hengky Latan

Download or read book Partial Least Squares Path Modeling written by Hengky Latan and published by Springer. This book was released on 2017-11-03 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Applications of Partial Least Squares Path Modeling in Management Journals

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis Applications of Partial Least Squares Path Modeling in Management Journals by : Joseph F. Hair

Download or read book Applications of Partial Least Squares Path Modeling in Management Journals written by Joseph F. Hair and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Every discipline needs to frequently review the use of multivariate analysis methods to ensure rigorous research and publications. Even though partial least squares structural equation modeling (PLS-SEM) is frequently used for studies in strategic management, this kind of assessment has only been conducted by Hulland (1999) for four studies and a limited number of criteria. This article analyzes the use of PLS-SEM in thirty-seven studies that have been published in eight leading management journals for dozens of relevant criteria, including reasons for using PLS-SEM, data characteristics, model characteristics, model evaluation and reporting. Our results reveal several problematic aspects of PLS-SEM use in strategic management research, but also substantiate some improvement over time. We find that researchers still often do not fully make use of the method's capabilities, sometimes even misapplying it. Our review of PLS-SEM applications and recommendations on how to improve the use of the method are important to disseminate rigorous research and publication practices in the strategic management discipline.

Partial Least Squares Path Modeling

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Author :
Publisher : Springer Nature
ISBN 13 : 3031377729
Total Pages : 495 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Partial Least Squares Path Modeling by : Hengky Latan

Download or read book Partial Least Squares Path Modeling written by Hengky Latan and published by Springer Nature. This book was released on 2023-12-16 with total page 495 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now in its second edition, this edited book presents recent progress and techniques in partial least squares path modeling (PLS-PM), and provides a comprehensive overview of the current state-of-the-art in PLS-PM research. Like the previous edition, the book is divided into three parts: the first part emphasizes the basic concepts and extensions of the PLS-PM method; the second part discusses the methodological issues that have been the focus of recent developments, and the last part deals with real-world applications of the PLS-PM method in various disciplines. This new edition broadens the scope of the first edition and consists of entirely new original contributions, again written by expert authors in the field, on a wide range of topics, including: how to perform quantile composite path modeling with R; the rationale and justification for using PLS-PM in top-tier journals; psychometric properties of three weighting schemes and why PLS-PM is a better fit to mode B; a comprehensive review of PLS software; how to perform out-of-sample predictions with ordinal consistent partial least squares; multicollinearity issues in PLS-PM using ridge regression; theorizing and testing specific indirect effects in PLS and considering their effect size; how to run hierarchical models and available approaches; and how to apply necessary condition analysis (NCA) in PLS-PM. This book will appeal to researchers interested in the latest advances in PLS-PM as well as masters and Ph.D. students in a variety of disciplines who use PLS-PM methods. With clear guidelines on selecting and using PLS-PM, especially those related to composite models, readers will be brought up to date on recent debates in the field.

Handbook of Partial Least Squares

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3540328270
Total Pages : 791 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Handbook of Partial Least Squares by : Vincenzo Esposito Vinzi

Download or read book Handbook of Partial Least Squares written by Vincenzo Esposito Vinzi and published by Springer Science & Business Media. This book was released on 2010-03-10 with total page 791 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook provides a comprehensive overview of Partial Least Squares (PLS) methods with specific reference to their use in marketing and with a discussion of the directions of current research and perspectives. It covers the broad area of PLS methods, from regression to structural equation modeling applications, software and interpretation of results. The handbook serves both as an introduction for those without prior knowledge of PLS and as a comprehensive reference for researchers and practitioners interested in the most recent advances in PLS methodology.

Partial Least Squares Structural Equation Modeling

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Author :
Publisher : Springer
ISBN 13 : 3319716913
Total Pages : 243 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Partial Least Squares Structural Equation Modeling by : Necmi K. Avkiran

Download or read book Partial Least Squares Structural Equation Modeling written by Necmi K. Avkiran and published by Springer. This book was released on 2018-02-16 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book pulls together robust practices in Partial Least Squares Structural Equation Modeling (PLS-SEM) from other disciplines and shows how they can be used in the area of Banking and Finance. In terms of empirical analysis techniques, Banking and Finance is a conservative discipline. As such, this book will raise awareness of the potential of PLS-SEM for application in various contexts. PLS-SEM is a non-parametric approach designed to maximize explained variance in latent constructs. Latent constructs are directly unobservable phenomena such as customer service quality and managerial competence. Explained variance refers to the extent we can predict, say, customer service quality, by examining other theoretically related latent constructs such as conduct of staff and communication skills. Examples of latent constructs at the microeconomic level include customer service quality, managerial effectiveness, perception of market leadership, etc.; macroeconomic-level latent constructs would be found in contagion of systemic risk from one financial sector to another, herd behavior among fund managers, risk tolerance in financial markets, etc. Behavioral Finance is bound to provide a wealth of opportunities for applying PLS-SEM. The book is designed to expose robust processes in application of PLS-SEM, including use of various software packages and codes, including R. PLS-SEM is already a popular tool in marketing and management information systems used to explain latent constructs. Until now, PLS-SEM has not enjoyed a wide acceptance in Banking and Finance. Based on recent research developments, this book represents the first collection of PLS-SEM applications in Banking and Finance. This book will serve as a reference book for those researchers keen on adopting PLS-SEM to explain latent constructs in Banking and Finance.

New Challenges to International Marketing

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Publisher : Emerald Group Publishing
ISBN 13 : 1848554680
Total Pages : 432 pages
Book Rating : 4.8/5 (485 download)

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Book Synopsis New Challenges to International Marketing by : Tamer Cavusgil

Download or read book New Challenges to International Marketing written by Tamer Cavusgil and published by Emerald Group Publishing. This book was released on 2009-02-20 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Addresses the impact on international marketing of major trends in the external and internal environment of the firm: technology-enabled international marketing research, global account management, procurement and international supplier networks, internationalization of small and entrepreneurial firms, and outsourcing and offshoring.

Composite-Based Structural Equation Modeling

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Publisher : Guilford Publications
ISBN 13 : 1462545610
Total Pages : 387 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Composite-Based Structural Equation Modeling by : Jörg Henseler

Download or read book Composite-Based Structural Equation Modeling written by Jörg Henseler and published by Guilford Publications. This book was released on 2020-12-24 with total page 387 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents powerful tools for integrating interrelated composites--such as capabilities, policies, treatments, indices, and systems--into structural equation modeling (SEM). Jörg Henseler introduces the types of research questions that can be addressed with composite-based SEM and explores the differences between composite- and factor-based SEM, variance- and covariance-based SEM, and emergent and latent variables. Using rich illustrations and walked-through data sets, the book covers how to specify, identify, estimate, and assess composite models using partial least squares path modeling, maximum likelihood, and other estimators, as well as how to interpret findings and report the results. Advanced topics include confirmatory composite analysis, mediation analysis, second-order constructs, interaction effects, and importance–performance analysis. Most chapters conclude with software tutorials for ADANCO and the R package cSEM. The companion website includes data files and syntax for the book's examples, along with presentation slides.

Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R

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Author :
Publisher : Springer Nature
ISBN 13 : 3030805190
Total Pages : 208 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R by : Joseph F. Hair Jr.

Download or read book Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R written by Joseph F. Hair Jr. and published by Springer Nature. This book was released on 2021-11-03 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: Partial least squares structural equation modeling (PLS-SEM) has become a standard approach for analyzing complex inter-relationships between observed and latent variables. Researchers appreciate the many advantages of PLS-SEM such as the possibility to estimate very complex models and the method’s flexibility in terms of data requirements and measurement specification. This practical open access guide provides a step-by-step treatment of the major choices in analyzing PLS path models using R, a free software environment for statistical computing, which runs on Windows, macOS, and UNIX computer platforms. Adopting the R software’s SEMinR package, which brings a friendly syntax to creating and estimating structural equation models, each chapter offers a concise overview of relevant topics and metrics, followed by an in-depth description of a case study. Simple instructions give readers the “how-tos” of using SEMinR to obtain solutions and document their results. Rules of thumb in every chapter provide guidance on best practices in the application and interpretation of PLS-SEM.

Handbook of Market Research

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Publisher : Springer
ISBN 13 : 9783319574110
Total Pages : 0 pages
Book Rating : 4.5/5 (741 download)

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Book Synopsis Handbook of Market Research by : Christian Homburg

Download or read book Handbook of Market Research written by Christian Homburg and published by Springer. This book was released on 2021-12-03 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this handbook, internationally renowned scholars outline the current state-of-the-art of quantitative and qualitative market research. They discuss focal approaches to market research and guide students and practitioners in their real-life applications. Aspects covered include topics on data-related issues, methods, and applications. Data-related topics comprise chapters on experimental design, survey research methods, international market research, panel data fusion, and endogeneity. Method-oriented chapters look at a wide variety of data analysis methods relevant for market research, including chapters on regression, structural equation modeling (SEM), conjoint analysis, and text analysis. Application chapters focus on specific topics relevant for market research such as customer satisfaction, customer retention modeling, return on marketing, and return on price promotions. Each chapter is written by an expert in the field. The presentation of the material seeks to improve the intuitive and technical understanding of the methods covered.

Applying Partial Least Squares in Tourism and Hospitality Research

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Author :
Publisher : Emerald Group Publishing
ISBN 13 : 1787567001
Total Pages : 259 pages
Book Rating : 4.7/5 (875 download)

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Book Synopsis Applying Partial Least Squares in Tourism and Hospitality Research by : Faizan Ali

Download or read book Applying Partial Least Squares in Tourism and Hospitality Research written by Faizan Ali and published by Emerald Group Publishing. This book was released on 2018-12-14 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ten chapters discuss key aspects of advanced PLS analysis and its practical applications, covering new guidelines and improvements in the use of PLS-PM as well as various individual topics.

Advanced Issues in Partial Least Squares Structural Equation Modeling

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Author :
Publisher : SAGE Publications
ISBN 13 : 1483377415
Total Pages : 169 pages
Book Rating : 4.4/5 (833 download)

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Book Synopsis Advanced Issues in Partial Least Squares Structural Equation Modeling by : Joseph F. Hair, Jr.

Download or read book Advanced Issues in Partial Least Squares Structural Equation Modeling written by Joseph F. Hair, Jr. and published by SAGE Publications. This book was released on 2017-04-25 with total page 169 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written as an extension of A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) Second Edition, this easy-to-understand, practical guide covers advanced content on PLS-SEM to help students and researchers apply techniques to research problems and accurately interpret results. The book provides a brief overview of basic concepts before moving to the more advanced material. Offering extensive examples on SmartPLS 3 software and accompanied by free downloadable data sets, the book emphasizes that any advanced PLS-SEM approach should be carefully applied to ensure that it fits the appropriate research context and the data characteristics that underpin the research.

Mastering Partial Least Squares Structural Equation Modeling (Pls-Sem) with Smartpls in 38 Hours

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Author :
Publisher : iUniverse
ISBN 13 : 1532066481
Total Pages : 176 pages
Book Rating : 4.5/5 (32 download)

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Book Synopsis Mastering Partial Least Squares Structural Equation Modeling (Pls-Sem) with Smartpls in 38 Hours by : Ken Kwong-Kay Wong

Download or read book Mastering Partial Least Squares Structural Equation Modeling (Pls-Sem) with Smartpls in 38 Hours written by Ken Kwong-Kay Wong and published by iUniverse. This book was released on 2019-02-22 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt: Partial least squares is a new approach in structural equation modeling that can pay dividends when theory is scarce, correct model specifications are uncertain, and predictive accuracy is paramount. Marketers can use PLS to build models that measure latent variables such as socioeconomic status, perceived quality, satisfaction, brand attitude, buying intention, and customer loyalty. When applied correctly, PLS can be a great alternative to existing covariance-based SEM approaches. Dr. Ken Kwong-Kay Wong wrote this reference guide with graduate students and marketing practitioners in mind. Coupled with business examples and downloadable datasets for practice, the guide includes step-by-step guidelines for advanced PLS-SEM procedures in SmartPLS, including: CTA-PLS, FIMIX-PLS, GoF (SRMR, dULS, and dG), HCM, HTMT, IPMA, MICOM, PLS-MGA, PLS-POS, PLSc, and QEM. Filled with useful illustrations to facilitate understanding, you’ll find this guide a go-to tool when conducting marketing research. “This book provides all the essentials in comprehending, assimilating, applying and explicitly presenting sophisticated structured models in the most simplistic manner for a plethora of Business and Non-Business disciplines.” — Professor Siva Muthaly, Dean of Faculty of Business and Management at APU.

Subspace, Latent Structure and Feature Selection

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Publisher : Springer Science & Business Media
ISBN 13 : 3540341374
Total Pages : 218 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Subspace, Latent Structure and Feature Selection by : Craig Saunders

Download or read book Subspace, Latent Structure and Feature Selection written by Craig Saunders and published by Springer Science & Business Media. This book was released on 2006-05-16 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many of the papers in this proceedings volume were presented at the PASCAL Workshop entitled Subspace, Latent Structure and Feature Selection Techniques: Statistical and Optimization Perspectives which took place in Bohinj, Slovenia during February, 23–25 2005.

Advanced Issues in Partial Least Squares Structural Equation Modeling

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Publisher : SAGE Publications
ISBN 13 : 1071862510
Total Pages : 185 pages
Book Rating : 4.0/5 (718 download)

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Book Synopsis Advanced Issues in Partial Least Squares Structural Equation Modeling by : Joseph F. Hair, Jr.

Download or read book Advanced Issues in Partial Least Squares Structural Equation Modeling written by Joseph F. Hair, Jr. and published by SAGE Publications. This book was released on 2023-08-21 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Second Edition of Advanced Issues in Partial Least Squares Structural Equation Modeling offers a straightforward and practical guide to PLS-SEM for users ready to go further than the basics of A Primer on Partial Least Squares Structural Equation Modeling, Third Edition. Even in this advanced guide, the authors have limited the emphasis on equations, formulas, and Greek symbols, and instead rely on detailed explanations of the fundamentals of PLS-SEM and provide general guidelines for understanding and evaluating the results of applying the method. A single study on corporate reputation features as an example throughout the book, along with a single software package (SmartPLS 4.0) to provide a seamless learning experience. The approach of this book is based on the authors’ many years of conducting research and teaching methodology courses, including developing the SmartPLS software. The preparation of the book, especially this new edition, is based on the authors’ desire to communicate the PLS-SEM method to a much broader audience from management and marketing to engineering, geography, medicine, political and environmental sciences, psychology, and beyond. The Second Edition includes a new chapter on the necessary condition analysis (NCA) and covers the most recent developments in PLS-SEM, with detailed guidelines for estimating and validating higher-order constructs and nonlinear effects as well as more insights on multigroup and latent class analyses using FIMIX-PLS and PLS-POS. The book is aimed at researchers and practitioners who seek to gain comprehensive knowledge of more advanced PLS-SEM methods.

Advanced Methods for Modeling Markets

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Publisher : Springer
ISBN 13 : 3319534696
Total Pages : 725 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Advanced Methods for Modeling Markets by : Peter S. H. Leeflang

Download or read book Advanced Methods for Modeling Markets written by Peter S. H. Leeflang and published by Springer. This book was released on 2017-08-29 with total page 725 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents advanced techniques to modeling markets, with a wide spectrum of topics, including advanced individual demand models, time series analysis, state space models, spatial models, structural models, mediation, models that specify competition and diffusion models. It is intended as a follow-on and companion to Modeling Markets (2015), in which the authors presented the basics of modeling markets along the classical steps of the model building process: specification, data collection, estimation, validation and implementation. This volume builds on the concepts presented in Modeling Markets with an emphasis on advanced methods that are used to specify, estimate and validate marketing models, including structural equation models, partial least squares, mixture models, and hidden Markov models, as well as generalized methods of moments, Bayesian analysis, non/semi-parametric estimation and endogeneity issues. Specific attention is given to big data. The market environment is changing rapidly and constantly. Models that provide information about the sensitivity of market behavior to marketing activities such as advertising, pricing, promotions and distribution are now routinely used by managers for the identification of changes in marketing programs that can improve brand performance. In today’s environment of information overload, the challenge is to make sense of the data that is being provided globally, in real time, from thousands of sources. Although marketing models are now widely accepted, the quality of the marketing decisions is critically dependent upon the quality of the models on which those decisions are based. This volume provides an authoritative and comprehensive review, with each chapter including: · an introduction to the method/methodology · a numerical example/application in marketing · references to other marketing applications · suggestions about software. Featuring contributions from top authors in the field, this volume will explore current and future aspects of modeling markets, providing relevant and timely research and techniques to scientists, researchers, students, academics and practitioners in marketing, management and economics.

Applying Partial Least Squares in Tourism and Hospitality Research

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Author :
Publisher : Emerald Group Publishing
ISBN 13 : 178756701X
Total Pages : 264 pages
Book Rating : 4.7/5 (875 download)

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Book Synopsis Applying Partial Least Squares in Tourism and Hospitality Research by : Faizan Ali

Download or read book Applying Partial Least Squares in Tourism and Hospitality Research written by Faizan Ali and published by Emerald Group Publishing. This book was released on 2018-12-14 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ten chapters discuss key aspects of advanced PLS analysis and its practical applications, covering new guidelines and improvements in the use of PLS-PM as well as various individual topics.

A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM)

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Author :
Publisher : SAGE Publications
ISBN 13 : 1483377466
Total Pages : 376 pages
Book Rating : 4.4/5 (833 download)

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Book Synopsis A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) by : Joseph F. Hair, Jr.

Download or read book A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) written by Joseph F. Hair, Jr. and published by SAGE Publications. This book was released on 2016-02-29 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: With applications using SmartPLS —the primary software used in partial least squares structural equation modeling (PLS-SEM)—this practical guide provides concise instructions on how to use this evolving statistical technique to conduct research and obtain solutions. Featuring the latest research, new examples, and expanded discussions throughout, the Second Edition is designed to be easily understood by those with limited statistical and mathematical training who want to pursue research opportunities in new ways. Please note that all examples in this Second Edition use SmartPLS 3. To access this software, please visit