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INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2023)

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Article Hospitality, Leisure, Sport & Tourism

The potentials of partial least squares structural equation modeling (PLS-SEM) in leisure research

Shintaro Kono et al.

Summary: This paper offers a primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) for leisure researchers, providing a critical review of its strengths and limitations and identifying potential applications in different sub-fields and theories of leisure research. The strengths discussed include PLS-SEM's ability to handle small sample sizes, accommodate formative and reflective measures, model complex relationships, and make statistical predictions. The limitations reviewed include biased estimates, the lack of measurement error estimation and model fit assessment tools. The paper also provides recommendations for leisure researchers and journal editors and reviewers.

JOURNAL OF LEISURE RESEARCH (2023)

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Review Business

Latent class analysis in PLS-SEM: A review and recommendations for future applications

Marko Sarstedt et al.

Summary: With the increasing use of partial least squares structural equation modeling (PLS-SEM) in business research, latent class analyses for identifying and addressing unobserved heterogeneity have also gained attention. Finite mixture PLS (FIMIX-PLS) plays a central role in this area, but researchers need to make careful choices to avoid incorrect results.

JOURNAL OF BUSINESS RESEARCH (2022)

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Article Business

Revisiting Gaussian copulas to handle endogenous regressors

Jan-Michael Becker et al.

Summary: Marketing researchers are increasingly utilizing the Gaussian copula approach to address endogeneity issues in regression models, extending its application to models with intercepts and multilevel models. However, simulation studies revealed biases and concerns about statistical power when assumptions are not fully met, contradicting the method's potential advantages. The study proposes boundary conditions and guidelines to ensure the proper use of the Gaussian copula approach, contributing to the validity of empirical research results.

JOURNAL OF THE ACADEMY OF MARKETING SCIENCE (2022)

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Article Business

Progress in partial least squares structural equation modeling use in marketing research in the last decade

Marko Sarstedt et al.

Summary: This paper presents a new analysis of the use of partial least squares structural equation modeling (PLS-SEM) in marketing research, focusing on articles published between 2011 and 2020 in the top 30 marketing journals. The study finds that although researchers are more aware of the when's and how's of PLS-SEM use, there is still some delay in adopting the best practices for model evaluation. Recommendations for future PLS-SEM use, guidelines for its application, and areas of further research interest are provided based on the review results.

PSYCHOLOGY & MARKETING (2022)

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Article Environmental Studies

Fallacy of higher-order reflective constructs

Josip Mikulic

Summary: The note argues that there is no valid rationale for utilizing or developing hierarchical construct operationalizations or scales reflective at the highest or multiple levels. It asserts that there are no sound reasons to use, model, or develop such reflective higher-order constructs.

TOURISM MANAGEMENT (2022)

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Article Hospitality, Leisure, Sport & Tourism

Impact of green human resource practices on hotel environmental performance: the moderating effect of environmental knowledge and individual green values

Syed Ali Raza et al.

Summary: This study examines the impact of green human resources management (GHRM) practices on hotel environmental performance (HEP). The findings show that GHRM practices are positively correlated with employees' affective commitment and eco-friendly behavior. It suggests that hotels should embrace GHRM practices for better environmental performance.

INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2022)

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Article Hospitality, Leisure, Sport & Tourism

Is coolness important to luxury hotel brand management? The linking and moderating mechanisms between coolness and customer brand engagement

Nguyen Huu Khoi et al.

Summary: This study proposes and tests a conditional model linking luxury hotel brand coolness and customer brand engagement, and finds that luxury hotel brand coolness positively promotes brand satisfaction and brand love. Materialism moderates the impact of luxury hotel brand coolness on brand satisfaction and brand love.

INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2022)

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Article Hospitality, Leisure, Sport & Tourism

Unraveling the dynamic and contingency mechanism between service experience and customer engagement with luxury hotel brands

Angelina Nhat Hanh Le et al.

Summary: This study investigates the dynamic and contingency mechanism between service experience and customer engagement in luxury hotels. Through a multi-step model, emotional attachment and relational quality constructs were found to play a key role, while customer involvement was identified as a moderator. The results support all proposed hypotheses, highlighting the importance of emotional attachment and relational marketing in customer engagement within the luxury hotel industry.

INTERNATIONAL JOURNAL OF HOSPITALITY MANAGEMENT (2021)

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Article Hospitality, Leisure, Sport & Tourism

Growing the pie: an examination of coopetition benefits in the US lodging industry

Timothy Webb et al.

Summary: Coopetition, a concept of simultaneous cooperation and competition, is crucial in the tourism industry for enhancing the attractiveness and competitiveness of tourism products. By engaging in cooperative arrangements, firms can increase demand and improve market performance.

INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2021)

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Article Management

Prediction-Oriented Model Selection in Partial Least Squares Path Modeling

Pratyush Nidhi Sharma et al.

Summary: The study compares the performance of standard PLS-PM criteria and Information Theory-derived model selection criteria, finding that in-sample criteria can serve as useful substitutes for out-of-sample criteria when there is no holdout sample. The best performing out-of-sample criteria include RMSE and MAD when a holdout sample is available.

DECISION SCIENCES (2021)

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Article Business

Executing and interpreting applications of PLS-SEM: Updates for family business researchers

Joseph F. Hair et al.

Summary: The use of partial least squares structural equation modeling (PLS-SEM) in family business research has been growing, with new model evaluation procedures and metrics discussed to enhance the understanding of the method. PLS-SEM remains valuable for predicting target variables and extending the scope of research.

JOURNAL OF FAMILY BUSINESS STRATEGY (2021)

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Article Management

Explanation Plus Prediction-The Logical Focus of Project Management Research

Joseph F. Hair et al.

Summary: Most project management research focuses on explanatory analyses, but it is important to consider predictive power as well. Evaluating predictive power using metrics such as mean absolute error or root mean square error can help researchers quantify the accuracy of their statistical models.

PROJECT MANAGEMENT JOURNAL (2021)

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Article Management

Prediction: Coveted, Yet Forsaken? Introducing a Cross-Validated Predictive Ability Test in Partial Least Squares Path Modeling

Benjamin Dybro Liengaard et al.

Summary: This study introduces a new method, cross-validated predictive ability test (CVPAT), for evaluating the predictive power of theoretical models and demonstrates its utility in model comparison.

DECISION SCIENCES (2021)

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Article Computer Science, Interdisciplinary Applications

When predictors of outcomes are necessary: guidelines for the combined use of PLS-SEM and NCA

Nicole Franziska Richter et al.

INDUSTRIAL MANAGEMENT & DATA SYSTEMS (2020)

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Article Computer Science, Interdisciplinary Applications

Demystifying the role of causal-predictive modeling using partial least squares structural equation modeling in information systems research

Wynne Chin et al.

INDUSTRIAL MANAGEMENT & DATA SYSTEMS (2020)

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Review Engineering, Industrial

Partial Least Squares (PLS) in Operations Management Research: Insights from a Systematic Literature Review

Enrique Bayonne et al.

JOURNAL OF INDUSTRIAL ENGINEERING AND MANAGEMENT-JIEM (2020)

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Article Hospitality, Leisure, Sport & Tourism

Service quality and customer satisfaction: The moderating effects of hotel star rating

Robin Nunkoo et al.

INTERNATIONAL JOURNAL OF HOSPITALITY MANAGEMENT (2020)

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Article Economics

Structural model robustness checks in PLS-SEM

Marko Sarstedt et al.

TOURISM ECONOMICS (2020)

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Article Business

Model selection uncertainty and multimodel inference in partial least squares structural equation modeling (PLS-SEM)

Nicholas P. Danks et al.

JOURNAL OF BUSINESS RESEARCH (2020)

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Article Business

Heuristics versus statistics in discriminant validity testing: a comparison of four procedures

George Franke et al.

INTERNET RESEARCH (2019)

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Article Business

Rethinking some of the rethinking of partial least squares

Joseph F. Hair et al.

EUROPEAN JOURNAL OF MARKETING (2019)

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Article Business

Predictive model assessment in PLS-SEM: guidelines for using PLSpredict

Galit Shmueli et al.

EUROPEAN JOURNAL OF MARKETING (2019)

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Review Business

When to use and how to report the results of PLS-SEM

Joseph F. Hair et al.

EUROPEAN BUSINESS REVIEW (2019)

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Article Business

How to specify, estimate, and validate higher-order constructs in PLS-SEM

Marko Sarstedt et al.

AUSTRALASIAN MARKETING JOURNAL (2019)

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Article Computer Science, Information Systems

STATISTICAL INFERENCE WITH PLSC USING BOOTSTRAP CONFIDENCE INTERVALS

Miguel I. Aguirre-Urreta et al.

MIS QUARTERLY (2018)

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Article

A comparison of five reflective–formative estimation approaches: reconsideration and recommendations for tourism research

Jun-Hwa Cheah et al.

QUALITY & QUANTITY (2018)

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Article Hospitality, Leisure, Sport & Tourism

Using partial least squares structural equation modeling in hospitality and tourism: Do researchers follow practical guidelines?

Ahmet Usakli et al.

INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2018)

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Article Business

Addressing Endogeneity in International Marketing Applications of Partial Least Squares Structural Equation Modeling

G. Tomas M. Hult et al.

JOURNAL OF INTERNATIONAL MARKETING (2018)

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Article Hospitality, Leisure, Sport & Tourism

The agony of choice for medical tourists: a patient satisfaction index model

Jana Rosenbusch et al.

JOURNAL OF HOSPITALITY AND TOURISM TECHNOLOGY (2018)

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Article Hospitality, Leisure, Sport & Tourism

Convergent validity assessment of formatively measured constructs in PLS-SEM: On using single-item versus multi-item measures in redundancy analyses

Jun-Hwa Cheah et al.

INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2018)

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Article Hospitality, Leisure, Sport & Tourism

An assessment of the use of partial least squares structural equation modeling (PLS-SEM) in hospitality research

Faizan Ali et al.

INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2018)

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Article Business

Community Members' Perception of Brand Community Character: Construction and Validation of a New Scale

Marleen Relling et al.

JOURNAL OF INTERACTIVE MARKETING (2016)

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Article Business

Bootstrapping and PLS-SEM: A step-by-step guide to get more out of your bootstrap results

Sandra Streukens et al.

EUROPEAN MANAGEMENT JOURNAL (2016)

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Article Business

The elephant in the room: Predictive performance of PLS models

Galit Shmueli et al.

JOURNAL OF BUSINESS RESEARCH (2016)

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Article Management

Higher-order models with reflective indicators A rejoinder to a recent call for their abandonment

Dirk Temme et al.

JOURNAL OF MODELLING IN MANAGEMENT (2016)

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Review Hospitality, Leisure, Sport & Tourism

Using Partial Least Squares Structural Equation Modeling in Tourism Research: A Review of Past Research and Recommendations for Future Applications

Patricia Oom do Valle et al.

JOURNAL OF TRAVEL RESEARCH (2016)

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Article Business

A new criterion for assessing discriminant validity in variance-based structural equation modeling

Jorg Henseler et al.

JOURNAL OF THE ACADEMY OF MARKETING SCIENCE (2015)

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Article Computer Science, Information Systems

DISCOVERING UNOBSERVED HETEROGENEITY IN STRUCTURAL EQUATION MODELS TO AVERT VALIDITY THREATS

Jan-Michael Becker et al.

MIS QUARTERLY (2013)

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Article Psychology, Multidisciplinary

The Relative Trustworthiness of Inferential Tests of the Indirect Effect in Statistical Mediation Analysis: Does Method Really Matter?

Andrew F. Hayes et al.

PSYCHOLOGICAL SCIENCE (2013)

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Article Mathematics, Interdisciplinary Applications

A Comparison of Approaches for the Analysis of Interaction Effects Between Latent Variables Using Partial Least Squares Path Modeling

Jorg Henseler et al.

STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL (2010)

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Review Psychology, Applied

On making causal claims: A review and recommendations

John Antonakis et al.

LEADERSHIP QUARTERLY (2010)

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Article Computer Science, Information Systems

USING PLS PATH MODELING FOR ASSESSING HIERARCHICAL CONSTRUCT MODELS: GUIDELINES AND EMPIRICAL ILLUSTRATION

Martin Wetzels et al.

MIS QUARTERLY (2009)

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Article Psychology, Applied

Silver Bullet or Voodoo Statistics? A Primer for Using the Partial Least Squares Data Analytic Technique in Group and Organization Research

John J. Sosik et al.

GROUP & ORGANIZATION MANAGEMENT (2009)

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Article Computer Science, Artificial Intelligence

Seeding the survey and analysis of research literature with text mining

Dursun Delen et al.

EXPERT SYSTEMS WITH APPLICATIONS (2008)

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Article Computer Science, Interdisciplinary Applications

PLS path modeling

M Tenenhaus et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2005)

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Article Psychology, Educational

Testing moderator and mediator effects in counseling psychology research

PA Frazier et al.

JOURNAL OF COUNSELING PSYCHOLOGY (2004)

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Review Business

A critical review of construct indicators and measurement model misspecification in marketing and consumer research

CB Jarvis et al.

JOURNAL OF CONSUMER RESEARCH (2003)

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Article Business

Index construction with formative indicators: An alternative to scale development

A Diamantopoulos et al.

JOURNAL OF MARKETING RESEARCH (2001)

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Article Computer Science, Information Systems

Time flies when you're having fun: Cognitive absorption and beliefs about information technology usage

R Agarwal et al.

MIS QUARTERLY (2000)

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