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


Book Description

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.




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


Book Description

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.




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


Book Description

The Third Edition of A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) guides readers through learning and mastering the techniques of this approach. The authors use their teaching experience to communicate the fundamentals of PLS-SEM with limited emphasis on equations and and symbols, relying on straightforward language instead.




State of the Art in Partial Least Squares Structural Equation Modeling (PLS-SEM)


Book Description

This edited volume brings together some of the best papers from the 2022 Conference on Partial Least Squares Structural Equation Modeling (PLS-SEM), held at the Babeș-Bolyai University, Cluj, Romania. The volume seeks to expand the current research on PLS-SEM and promote the method’s application in the scientific community. It gathers research from scholars in many different fields who work on the advancement of PLS-SEM and who apply the method to explain and predict behavioral phenomena. Researchers today can draw on a wide array of different PLS-SEM-based algorithms, complementary methods, and model evaluation metrics. Tying in with these developments, the first part of this book documents methodological advances of PLS-SEM, which extend the researchers’ current toolbox of methods. The following parts demonstrate state-of-the-art applications of PLS-SEM in various fields such as consumer behavior, hospitality, human resource management, entrepreneurship, and organizational behavior. Special emphasis is placed on studies that apply complementary methods to offer a more nuanced analysis of the research questions.




Composite-Based Structural Equation Modeling


Book Description

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


Book Description

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.




Omni-Channel Retailing


Book Description

“In Omni-Channel Retailing, Ken Wong has captured the essential technologies and tools that we use everyday to provide our customers with the products they want, through the channel that best serves their needs.” -David Markwell, Chief Technology and Analytics Officer, Loblaw Companies Ltd. “Ken Wong has crafted a formidable yet highly approachable guide that every retail business, large, medium and small, should devour. Retailers who want to do more than survive will find Omni-Channel Retailing an indispensable roadmap to winning and keeping customers.” -David Agnew, President, Seneca College “Dr. Ken Wong provides an outlook that is current to today’s Retail industry. His contemporary insights provide relevance to all those interested in learning more about Omni-Channel Retailing.” -Dr. Seung Hwan (Mark) Lee, Director, Professor, Retail Management, TRSM, Ryerson University “There is no space for ‘silos’ or functional borders within the organization. All have to be integrated to deliver the best and consistent customer experience. Omni-Channel Retailing explores this strategy, provides proven examples of success, and delivers practical advice to help today’s retailers.” -Perry Oosting, Former CEO, Clergerie Paris The COVID-19 pandemic is rewriting the rules of retail. A growing number of shoppers now rely on same-day delivery, curbside pickup, in-home/in-car delivery, and AI-powered drive-thru to get their goods. To accommodate such a paradigm shift, retailers must undertake significant changes in their business models to become digitally enabled and data-driven. Omni-Channel Retailing is written to help retailers and retail students understand the importance of delivering a seamless, cohesive, and contextual customer experience throughout the shopping journey. This book addresses today’s retailers’ challenges and gives new ideas for implementation. Relevant activities and discussion topics are included to help readers master the concepts.




Transfer, Diffusion and Adoption of Next-Generation Digital Technologies


Book Description

This book constitutes the refereed proceedings of the IFIP WG 8.6 International Working Conference on Transfer and Diffusion of IT, TDIT 2023, which took place in Nagpur, India, in December 2023. The 87 full papers and 23 short papers presented in these proceedings were carefully reviewed and selected from 209 submissions. The papers are organized in the following topical sections: Volume I: Digital technologies (artificial intelligence) adoption; digital platforms and applications; digital technologies in e-governance; metaverse and marketing. Volume II: Emerging technologies adoption; general IT adoption; healthcare IT adoption. Volume III: Industry 4.0; transfer, diffusion and adoption of next-generation digital technologies; diffusion and adoption of information technology.




6GN for Future Wireless Networks


Book Description

This book constitutes the proceedings of the 4th International Conference on 6G for Future Wireless Networks, 6GN 2021, held in Huizhou, China, in October 2021. The 63 full papers were selected from 136 submissions and present the state of the art and practical applications of 6G technologies. The papers are arranged thematically in tracks as follows: Advanced Communication and Networking Technologies for 5G/6G Networks; Advanced Signal Processing Technologies for 5G/6G Networks; and Educational Changes in The Age of 5G/6G.




Promoting Organizational Performance Through 5G and Agile Marketing


Book Description

It is well understood that many business operations are evolving to fit within the mold of society’s technological advancement. This is no different for marketing. While there are indicators proving the evolution of marketing, there are still many questions that must be addressed when examining the changes made to the field: whether this evolution will force new tactics, whether it will be reduced to technological tools, and more. These questions must be answered in order to allow organizations to be more customer-oriented and competitive. Promoting Organizational Performance Through 5G and Agile Marketing provides knowledge and skills to allow readers the ability to understand the evolution and trends of marketing, as well as its implications in organizations and customer relationships. It consolidates concepts introduced in recent years and examines possible opportunities to broaden the breadth of marketing, demonstrating its interdisciplinarity. Covering topics such as loyalty programs, brand attachment, and purchase intention, this premier reference source is an excellent resource for business leaders and executives, brand managers, IT managers, marketers, communications professionals, students and faculty of higher education, librarians, researchers, and academicians.