Christian M. Ringle

Hamburg University of Technology (TUHH)

Professor of Management

Am Schwarzenberg-Campus 4

Hamburg, 21073

Germany

http://www.tuhh.de/hrmo

SCHOLARLY PAPERS

108

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CROSSREF CITATIONS

222

Scholarly Papers (108)

1.

Editorial - Partial Least Squares Structural Equation Modeling: Rigorous Applications, Better Results and Higher Acceptance

Long Range Planning, Volume 46, Issues 1-2, pp. 1-12
Number of pages: 12 Posted: 16 Mar 2013
Joseph F. Hair, Christian M. Ringle and Marko Sarstedt
Kennesaw State University, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg
Downloads 10,246 (933)
Citation 22

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strategic management, patial least squares, PLS, path modeling, structural equation modeling, SEM

2.

A Critical Look at the Use of PLS-SEM in MIS Quarterly

MIS Quarterly (MISQ), Volume 36, No. 1, pp. iii-xiv, March 2012
Number of pages: 19 Posted: 17 Nov 2012 Last Revised: 04 Mar 2013
Christian M. Ringle, Marko Sarstedt and Detmar Straub
Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and Georgia State University
Downloads 3,814 (5,005)
Citation 15

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3.

Editorial - Partial Least Squares: The Better Approach to Structural Equation Modeling?

Long Range Planning, Vol. 45, Issues 5-6, pp. 312-319, 2012, DOI: 10.1016/j.lrp.2012.09.011
Number of pages: 8 Posted: 06 Mar 2013
Joseph F. Hair, Christian M. Ringle and Marko Sarstedt
Kennesaw State University, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg
Downloads 2,120 (12,907)
Citation 3

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partial least squares, PLS, structural equation modeling, SEM, path modeling, strategic management

4.

The Use of Partial Least Squares Path Modeling in International Marketing

Advances in International Marketing (AIM), Vol. 20, pp. 277-320, 2009
Number of pages: 43 Posted: 17 Nov 2012 Last Revised: 19 Nov 2012
Jörg Henseler, Christian M. Ringle and Rudolf R Sinkovics
Institute for Management Research, Radboud University Nijmegen, Hamburg University of Technology (TUHH) and University of Glasgow
Downloads 1,247 (29,009)
Citation 87

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Partial Least Squares, Structural equation modeling, LISREL, bootstrap, multi-group analysis

5.

The Use of Partial Least Squares (PLS) to Address Marketing Management Topics

Journal of Marketing Theory and Practice, Volume 19, Issue 2, pp. 135-138, Spring 2011
Number of pages: 4 Posted: 06 Mar 2013
Joseph F. Hair, Christian M. Ringle and Marko Sarstedt
Kennesaw State University, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg
Downloads 737 (60,488)

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partial least squares, PLS, structural equation modeling, SEM, path modeling, marketing

6.

An Assessment of the Use of Partial Least Squares Structural Equation Modeling (PLS-SEM) in Hospitality Research

The International Journal of Contemporary Hospitality Management, 30 (1), 514-538, 2018, DOI: 10.1108/IJCHM-10-2016-0568
Number of pages: 39 Posted: 03 Mar 2018 Last Revised: 22 Sep 2018
Independent, Taylor’s University Malaysia - Centre for Research and Innovation in Tourism (CRiT), Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH) and Independent
Downloads 436 (115,844)
Citation 6

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PLS-SEM, Hospitality research, Structural equation modelling (SEM), Partial least squares (PLS)

7.

Uncovering and Treating Unobserved Heterogeneity with Fimix-Pls: Which Model Selection Criterion Provides an Appropriate Number of Segments?

Schmalenbach Business Review, Vol. 63, pp. 34-62, January 2011
Number of pages: 29 Posted: 05 Jul 2011
Otto-von-Guericke-Universität Magdeburg, University of Cologne - Department of Marketing and Brand Management, Hamburg University of Technology (TUHH) and Ludwig Maximilian University of Munich (LMU) - Faculty of Business Administration (Munich School of Management)
Downloads 436 (115,844)
Citation 5

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FIMIX-PLS, finite mixture modeling, model selection, partial least squares (PLS), segmentation, structural equation modeling

8.

In Pursuit of Understanding What Drives Fan Satisfaction

Hamburg University of Technology (TUHH), Management@TUHH Research Paper Series No. 7
Number of pages: 26 Posted: 26 Jul 2012 Last Revised: 04 Feb 2014
Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH), Ludwig Maximilians University of Munich - Munich School of Management and University of Technology Sydney (UTS)
Downloads 422 (120,444)
Citation 1

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sports service, success drivers, fan satisfactions, PLS-SEM, impact-performance matrix analysis

9.

On the Use of Formative Measurement Specifications in Structural Equation Modeling: A Monte Carlo Simulation Study to Compare Covariance-Based and Partial Least Squares Model Estimation Methodologies

METEOR Research Memoranda (RM/09/014)
Number of pages: 43 Posted: 12 Feb 2014
Hamburg University of Technology (TUHH), Reutlingen University - ESB Business SchoolUniversity of Münster, Maastricht School of Business and Economics and Royal Melbourne Institute of Technolog (RMIT University)
Downloads 394 (130,663)
Citation 13

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10.

Do We Really Know How to Manage Brand Extension Success?

Hamburg University of Technology (TUHH), Management@TUHH Research Paper Series No. 8, ISSN 2192‐4813
Number of pages: 23 Posted: 08 Sep 2012 Last Revised: 04 Feb 2014
Hamburg University of Technology (TUHH), University of Cologne - Faculty of Management, Economics and Social Sciences, University of Hamburg and Independent
Downloads 331 (157,666)
Citation 1

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Management@TUHH, Brand extensions, success factors, formative measurement, hierarchical component model, PLS-SEM

11.

Segmentation for Path Models and Unobserved Heterogeneity: The Finite Mixture Partial Least Squares Approach

University of Hamburg Research Paper on Marketing and Retailing No. 35
Number of pages: 32 Posted: 11 Apr 2010
Christian M. Ringle
Hamburg University of Technology (TUHH)
Downloads 323 (161,920)
Citation 13

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segmentation, latent variable models, mixture models measurement, customer satisfaction, brand preference

12.

Cultural Hybrid Personalities? Clustering Nations According to the Big Five Personality Traits

Hamburg University of Technology (TUHH) Research Paper No. 009
Number of pages: 26 Posted: 23 Nov 2012
Tina Ladwig, Nicole Richter, Christian M. Ringle and Nicolas Heitger
Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), Hamburg University of Technology (TUHH) and affiliation not provided to SSRN
Downloads 293 (179,408)
Citation 2

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culture, GLOBE, Hofstede, big five personality traits, cluster analyses, personality cluster, ISSP

13.

Disentangling the Effects of Team Competences, Team Adaptability, and Client Communication on the Performance of Management Consulting Teams

Long Range Planning, Vol. 46, No. 3, pp. 258-286, 2013
Number of pages: 29 Posted: 24 Jan 2014 Last Revised: 24 Dec 2014
Patricia Klarner, Marko Sarstedt, Michael Höck and Christian M. Ringle
Vienna University of Economics and Business, Otto-von-Guericke-Universität Magdeburg, Freiberg University of Mining and Technology and Hamburg University of Technology (TUHH)
Downloads 232 (227,403)

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14.

Monitoring Transmission of Systemic Risk from Shadow Banking to Regulated Banking

28th Australasian Finance and Banking Conference
Number of pages: 30 Posted: 23 Jul 2015 Last Revised: 28 Jul 2016
Necmi K. Avkiran, Christian M. Ringle and Rand Low
University of Queensland - Business School, Hamburg University of Technology (TUHH) and University of Queensland
Downloads 225 (233,111)
Citation 1

Abstract:

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PLS-SEM, structural equation modeling, contagion of systemic risk, shadow banking, regulated banking

15.

PLS-SEM: Looking Back and Moving Forward

Long Range Planning, Vol. 47, Issue 3, pp. 132-137, June 2014
Number of pages: 6 Posted: 26 Apr 2014 Last Revised: 24 Dec 2014
Marko Sarstedt, Christian M. Ringle and Joseph F. Hair
Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH) and Kennesaw State University
Downloads 212 (246,454)
Citation 1

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16.

Innoage: Innovation and Product Development for Aging Users

Hamburg University of Technology (TUHH), Management@TUHH Research Paper Series No. 6
Number of pages: 50 Posted: 26 Jul 2012 Last Revised: 04 Feb 2014
Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH) and Hamburg University of Technology (TUHH)
Downloads 198 (262,301)
Citation 2

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aging societies, innovation, lead markets, diffusion, agent-based simulation, PLS, TAM, UTAUT, lead user, user innovation

17.

Capturing and Treating Unobserved Heterogeneity by Response Based Segmentation in PLS Path Modeling. A Comparison of Alternative Methods by Computational Experiments

Cergy Pontoise Cedex: ESSEC Research Center, Working Paper No. 07019
Number of pages: 30 Posted: 12 Feb 2014
ESSEC Business School - Information & Decision Sciences Department, Hamburg University of Technology (TUHH), Electricite de France and CSEF - University of Naples Federico II
Downloads 88 (489,891)
Citation 15

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Partial Least Squares, Path Modeling, Segmentation, FIMIX-PLS, PLSTPM, REBUS-PLS

18.

Urban vs. Rural Destinations: Residents’ Perceptions, Community Participation and Support for Tourism Development

Tourism Management, Vol. 60, pp. 147-158, 2017, DOI: 10.1016/j.tourman.2016.11.019
Number of pages: 38 Posted: 13 Jun 2017 Last Revised: 22 Sep 2018
Taylor’s University Malaysia - Centre for Research and Innovation in Tourism (CRiT), Hamburg University of Technology (TUHH), Universiti Sains Malaysia (USM) - School of Housing, Building and Planning and Universiti Sains Malaysia (USM) - School of Management
Downloads 63 (591,141)
Citation 3

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Urban destination, Rural destination, Residents' perceptions, Community participation, Support for tourism development, World heritage site (WHS)

19.

A Critical Look at the Use of SEM in International Business Research

International Marketing Review, Vol. 33, No. 3, pp. 376-404, 2016
Number of pages: 29 Posted: 13 Jun 2017 Last Revised: 20 Jun 2017
Technical University Hamburg-Harburg (TUHH), University of Glasgow, Hamburg University of Technology (TUHH) and Otto-von-Guericke-University Magdeburg
Downloads 46 (682,849)
Citation 1

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International marketing, International business, Structural equation modelling, Covariance-based SEM, Partial least squares SEM

Monitoring Transmission of Systemic Risk: Application of Partial Least Squares Structural Equation Modeling in Financial Stress Testing

Journal of Risk, Forthcoming
Posted: 15 Aug 2018
Necmi K. Avkiran, Christian M. Ringle and Rand Low
University of Queensland - Business School, Hamburg University of Technology (TUHH) and University of Queensland

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structural equation modeling, partial least squares, path model, contagion of systemic risk, shadow banking, bank holding companies

21.

A Brief Review of Partial Least Squares Structural Equation Modeling (PLS-SEM) Use in Quality Management Studies

The TQM Journal
Posted: 20 Mar 2023
Fabio Cassia and Christian M. Ringle
University of Verona and Hamburg University of Technology (TUHH)

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22.

PLS-SEMs Most Wanted Guidance

International Journal of contemporary Hospitality Management, 2022
Posted: 11 Oct 2022
Christian M. Ringle, Jan-Michael Becker, Jun-Hwa Cheah and Marko Sarstedt
Hamburg University of Technology (TUHH), University of Cologne - Department of Marketing and Brand Management, Independent and Otto-von-Guericke-Universität Magdeburg

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23.

Guest Editorial: Green Human Resource Management and the Implications of Culture on Its Practices in Asia

International Journal of Menpower (2022)
Posted: 15 Aug 2022
National University of Sciences and Technology (NUST), Universiti Malaysia Sarawak (UNIMAS), Hamburg University of Technology (TUHH), Independent and Royal Melbourne Institute of Technolog (RMIT University) - School of Management

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Green HRM, HRM

24.

The Use of Partial Least Squares Structural Equation Modeling and Complementary Methods in International Management Research

Management International Review, 2022
Posted: 30 Jul 2022
Nicole Richter, Sven Hauff, Christian M. Ringle and Siegfried Gudergan
Technical University Hamburg-Harburg (TUHH), University of Hamburg - Faculty of Economics and Business Administration, Hamburg University of Technology (TUHH) and University of Technology Sydney (UTS)

Abstract:

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PLS-SEM

25.

Predictive Model Assessment and Selection in Composite-Based Modeling Using PLS-SEM: Extensions and Guidelines for Using CVPAT

Forthcoming, European Journal of Marketing. https://doi.org/10.1108/EJM-08-2020-0636
Posted: 24 Jul 2022
University of Alabama - Department of Information Systems, Statistics, and Management Science, Aarhus UniversityAarhus University - CREATESAarhus University - Department of Economics and Business Economics, Kennesaw State University, Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

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Evaluation, PLS, Prediction, SEM, Model selection, Partial least squares, Assessment, Structural equation modeling, Cross-validation

26.

A Prediction-Oriented Specification Search Algorithm for Generalized Structured Component Analysis

Posted: 23 May 2022
Gyeongcheol Cho, Heungsun Hwang, Marko Sarstedt and Christian M. Ringle
McGill University, McGill University, Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

Abstract:

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Cross-validation, generalized structured component analysis, predictice modeling

27.

Guest Editorial: Sports Management Research Using Partial Least Squares Structural Equation Modeling (PLS-SEM)

International Journal of Sports Marketing and Sponsorship, 2022
Posted: 16 May 2022
University of Seville, Kennesaw State University, Hamburg University of Technology (TUHH), University of Seville and Independent

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PLS-SEM, Sports Management

28.

“PLS-SEM: Indeed a Silver Bullet” – Retrospective Observations and Recent Advances

Journal of Marketing Theory and Practice, 2022
Posted: 16 May 2022
Marko Sarstedt, Joseph F. Hair and Christian M. Ringle
Otto-von-Guericke-Universität Magdeburg, Kennesaw State University and Hamburg University of Technology (TUHH)

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partial least squares, prediction-oriented modeling, business research, quantitative methods

29.

A Comparative Study of the Predictive Power of Component-Based Approaches to Structural Equation Modeling

Posted: 10 May 2022
McGill University, Independent, Independent, McGill University, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

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Prediction, Simulation, Structural equation modeling, generalized structured component analysis, partial least squares path modeling

30.

Guest Editorial: Special Issue on Composite-Based Structural Equation Modeling

ACM SIGMIS Database, 2022
Posted: 22 Mar 2022
Heungsun Hwang, Marko Sarstedt and Christian M. Ringle
McGill University, Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

Abstract:

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Structural equation modeling

31.

What’s Important for Relationship Management? The Mediating Roles of Relational Trust and Satisfaction for Loyalty of Cooperative Banks’ Customers

Journal of Marketing Analytics, 2021
Posted: 03 Mar 2022
Svenja Damberg, Manfred Schwaiger and Christian M. Ringle
Hamburg University of Technology, Ludwig Maximilian University of Munich (LMU) - Faculty of Business Administration (Munich School of Management) and Hamburg University of Technology (TUHH)

Abstract:

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Corporate reputation · Customer loyalty · Customer satisfaction · Mediation · Partial least squares · PLS-SEM · Relational trust · Structural equation modeling

32.

Revisiting Gaussian Copulas to Handle Endogenous Regressors

Journal of the Academy of Marketing Science 2021
Posted: 12 Dec 2021
Jan-Michael Becker, Dorian Proksch and Christian M. Ringle
University of Cologne - Department of Marketing and Brand Management, HHL Leipzig Graduate School of Management and Hamburg University of Technology (TUHH)

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Endogeneity, Gaussian copula, Intercept, Linear regression, Multilevel models, Sample size, Simulation

33.

Advancing Family Business Research Through Modeling Nonlinear Relationships: Comparing PLS-SEM and Multiple Regression

Journal of Family Business Strategy, Forthcoming
Posted: 07 Dec 2021
Rodrigo Basco, Joseph F. Hair, Christian M. Ringle and Marko Sarstedt
American University of Sharjah, Kennesaw State University, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

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Partial least squares structural equation modeling; PLS-SEM; nonlinear effects; nonlinear relationships; quadratic effects

34.

Latent Class Analysis in PLS-SEM: A Review and Recommendations for Future Applications

Journal of Business Research, 138, 398-407, Forthcoming
Posted: 24 Nov 2021
Otto-von-Guericke-Universität Magdeburg, Babeș-Bolyai University, Babeș-Bolyai University - Faculty of Economics and Business Administration and Hamburg University of Technology (TUHH)

Abstract:

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Partial least squares structural equation modeling, PLS-SEM, Finite mixture, FIMIX-PLS, Latent class analysis

35.

Guest Editorial

Young Consumers, 22(1), 1-9 (2021)
Posted: 06 Oct 2021
Universiti Malaysia Sarawak (UNIMAS), Independent, Independent, Hamburg University of Technology (TUHH), Macao University of Science and Technology (MUST) and UCSI University

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Editorial

36.

Sustainable Consumption Behavior of Europeans: The Influence of Environmental Knowledge and Risk Perception on Environmental Concern and Behavioral Intention

Ecological Economics, Vol. 189, No. 107155, 2021
Posted: 04 Sep 2021
Ulla Saari, Svenja Damberg, Lena Frömbling and Christian M. Ringle
Tampere University, Hamburg University of Technology, Hamburg University of Technology and Hamburg University of Technology (TUHH)

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Sustainable consumption behavior, Behavioral intention, Environmental concern, Environmental risk perception, Environmental knowledge, PLS-SEM

37.

Partial Least Squares Structural Equation Modeling

In: Homburg, C., Klarmann, M., Vomberg, A. E. (eds.) Handbook of Market Research. Springer: Cham., Forthcoming
Posted: 27 Aug 2021
Marko Sarstedt, Christian M. Ringle and Joseph F. Hair
Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH) and Kennesaw State University

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Partial least squares structural equation modeling, PLS-SEM, Path model analysis, Composite modeling, Results evaluation

38.

The Combined Use of Symmetric and Asymmetric Approaches: Partial Least Squares-Structural Equation Modeling and Fuzzy-Set Qualitative Comparative Analysis

International Journal of Contemporary Hospitality Management 2021
Posted: 20 May 2021
Taylor’s University Malaysia - Centre for Research and Innovation in Tourism (CRiT), Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and Sheffield University

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Partial least squares structural equation modeling (PLS-SEM), Predictive power, Qualitative comparative analysis (QCA), Fuzzy-set qualitative comparative analysis (fsQCA), Prediction-oriented methods, Symmetric and asymmetric techniques

39.

Appreciation to and Behavior Intention Regarding Upscale Ethnic Restaurants

Journal of Hospitality & Tourism Research
Posted: 12 May 2021
Yide Liu, Hiram Ting and Christian M. Ringle
Macao University of Science and Technology (MUST), Universiti Malaysia Sarawak (UNIMAS) and Hamburg University of Technology (TUHH)

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appreciation, upscale ethnic restaurants, cultural motivation

40.

Executing and Interpreting Applications of PLS-SEM: Updates for Family Business Researchers

Journal of Family Business Strategy, Forthcoming
Posted: 05 Feb 2021
Kennesaw State University, Lucerne University of Applied Sciences and Arts, Babeș-Bolyai University - Faculty of Economics and Business Administration, Babeș-Bolyai University, Otto-von-Guericke-Universität Magdeburg, Monash University Malaysia and Hamburg University of Technology (TUHH)

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Partial least squares, PLS-SEM, Structural equation modeling, Out-of-sample prediction, PLSpredict, Model selection, Discrete choice modeling, Endogeneity

41.

Cutoff Criteria for Overall Model Fit Indexes in Generalized Structured Component Analysis

Journal of Marketing Analytics, 8(4), 189-202
Posted: 12 Nov 2020 Last Revised: 07 Dec 2020
Gyeongcheol Cho, Heungsun Hwang, Marko Sarstedt and Christian M. Ringle
McGill University, McGill University, Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

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Component-Based Structural Equation Modeling, Generalized Structured Component Analysis, Model Fit, GFI, SRMR

42.

Elderly Customers' Reactions to Service Failures: The Role of Future Time Perspctive, Wisdom and Emotional Intelligence

Journal of Services Marketing
Posted: 12 Nov 2020
Walid Chaouali, Nizar Souiden and Christian M. Ringle
affiliation not provided to SSRN, Université Laval and Hamburg University of Technology (TUHH)

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Elderly customers, Service failures, Future time perspective, Wisdom, Emotional intelligence, Problem-solving complaining, Emotion, Customer service, Complaints, Service recovery, Quantitative research, SmartPLS

43.

Structural Equation Models: From Path to Networks (Westland 2019)

Psychometrika, Forthcoming
Posted: 07 Oct 2020
Marko Sarstedt and Christian M. Ringle
Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

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44.

When Predictors of Outcomes Are Necessary: Guidelines for the Combined Use of PLS-SEM and NCA

Industrial Management & Data Systems, 120(12), 2243-2267
Posted: 18 Sep 2020 Last Revised: 02 Dec 2020
Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), University of Hamburg - Faculty of Economics and Business Administration, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

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Necessary condition analysis, NCA, Partial least squares, PLS, PLS-SEM, Structural equation modeling, SEM, Technology acceptance model, TAM

45.

Data Generation for Composite-Based Structural Equation Modeling Methods

Advances in Data Analysis and Classification, 2020
Posted: 22 Jun 2020
Rainer Schlittgen, Marko Sarstedt and Christian M. Ringle
Institut for Statistik and Econometry, Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

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Composite models, Data generation, Generalized structural component analysis, GSCA, Partial least squares, PLS, Structural equation modeling, SEM

46.

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

Decision Sciences, 52(2), 362-392
Posted: 18 Jun 2020 Last Revised: 09 Apr 2021
Aarhus UniversityAarhus University - CREATESAarhus University - Department of Economics and Business Economics, University of Alabama - Department of Information Systems, Statistics, and Management Science, Michigan State University, Aarhus University - School of Business and Social Sciences, Otto-von-Guericke-Universität Magdeburg, Kennesaw State University and Hamburg University of Technology (TUHH)

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Cross-Validation, Explanation, Partial Least Squares, Prediction, Structural Equation Modeling

47.

This Fast Car Can Move Faster: A Review of PLS-SEM Application in Higher Education Research

Higher Education, 2020
Posted: 28 May 2020
Independent, affiliation not provided to SSRN, University of Cologne - Department of Marketing and Brand Management and Hamburg University of Technology (TUHH)

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Partial Least Squares (PLS), Higher Education, Structural Equation Modeling (SEM), PLS-SEM, Explanatory and Predictive Studies

48.

Beyond a Tandem Analysis of SEM and PROCESS: Use of PLS-SEM for Mediation Analyses!

International Journal of Market Research, 2020
Posted: 26 May 2020
Otto-von-Guericke-Universität Magdeburg, Kennesaw State University, University of the German Federal Armed Forces - Universität der Bundeswehr München, Hamburg University of Technology (TUHH) and affiliation not provided to SSRN

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Conditional Process Analysis, Measurement Error, Mediation Analysis, Partial Least Squares, PROCESS, Structural Equation Modeling

49.

The Link between Customer Satisfaction and Loyalty: The Moderating Role of Customer Characteristics

Journal of Strategic Marketing, 26(4), 298-317
Posted: 17 Feb 2020
affiliation not provided to SSRN, Hamburg University of Technology (TUHH), Newcastle Business School and affiliation not provided to SSRN

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Loyalty, satisfaction, trust, commitment, PLS-SEM, moderation

50.

Service Quality and Customer Satisfaction: The Moderating Effects of Hotel Star Rating

International Journal of Hospitality Management, 91(102414)
Posted: 28 Dec 2019 Last Revised: 30 Nov 2020
affiliation not provided to SSRN, affiliation not provided to SSRN, Hamburg University of Technology (TUHH) and affiliation not provided to SSRN

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Customer Satisfaction, Service Quality, Accommodation, IPMA, PLS-SEM, Hotels

51.

A Concept Analysis of Methodological Research on Composite-Based Structural Equation Modeling: Bridging PLSPM and GSCA

Behaviormetrika, 1-23
Posted: 20 Nov 2019
Heungsun Hwang, Marko Sarstedt, Jacky Cheah and Christian M. Ringle
McGill University, Otto-von-Guericke-Universität Magdeburg, affiliation not provided to SSRN and Hamburg University of Technology (TUHH)

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Composites, GSCA, Leximancer, PLSPM, Scientometrics, Text analytics

52.

How to Specify, Estimate, and Validate Higher-Order Constructs in PLS-SEM

Australasian Marketing Journal, 27(3), 197-211, 2019
Posted: 12 Nov 2019
Otto-von-Guericke-Universität Magdeburg, Kennesaw State University, affiliation not provided to SSRN, University of Cologne - Department of Marketing and Brand Management and Hamburg University of Technology (TUHH)

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Hierarchical component models, Higher-order constructs, Partial least squares, Path modeling, PLS-SEM, Second-order constructs

53.

Predictive Model Assessment in PLS-SEM: Guidelines for Using PLSpredict

European Journal of Marketing, 53(11), 2322-2347, Forthcoming
Posted: 25 Oct 2019
Institute of Service Science, National Tsing Hua University, Taiwan, Otto-von-Guericke-Universität Magdeburg, Kennesaw State University, affiliation not provided to SSRN, Universiti Malaysia Sarawak (UNIMAS), Monash University Malaysia and Hamburg University of Technology (TUHH)

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PLS-SEM, partial least squares, structural equation modeling, PLSpredict, out-of-sample prediction, predictive power

54.

Structural Model Robustness Checks in PLS-SEM

Tourism Economics, 2019
Posted: 07 Jun 2019
Marko Sarstedt, Christian M. Ringle and Hiram Ting
Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH) and Universiti Malaysia Sarawak (UNIMAS)

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Endogeneity, FIMIX-PLS, Nonlinear, Partial least squares, PLS-SEM, Robustness checks, Structural equation modeling

55.

Whistleblowing Intentions Among Public Accountants in Indonesia: Testing for the Moderation Effects

Journal of Business Ethics, 152(2), 573-588 (2018)
Posted: 06 Jun 2019
Hengky Latan and Christian M. Ringle
University of Pattimura - Economic and Accounting Department and Hamburg University of Technology (TUHH)

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Whistleblowing, Audit firms, Individual-level antecedents, Perceived organizational support, Team norms, Perceived moral intensity

56.

Methodological Research on Partial Least Squares Structural Equation Modeling (PLS-SEM): An Analysis Based on Social Network Approaches

Internet Research (2019)
Posted: 06 Jun 2019
Marko Sarstedt, Joseph F. Hair and Christian M. Ringle
Otto-von-Guericke-Universität Magdeburg, Kennesaw State University and Hamburg University of Technology (TUHH)

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Structural equation modelling, Social network analysis, Partial least squares, PLS-SEM, Co-authorship networks, Knowledge networks

57.

Rethinking Some of the Rethinking of Partial Least Squares

European Journal of Marketing, 53(4), 2019
Posted: 04 Jun 2019
Joseph F. Hair, Marko Sarstedt and Christian M. Ringle
Kennesaw State University, Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

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Guidelines, Partial least squares, PLS-SEM, Structural equation modeling

58.

When to Use and How to Report the Results of PLS-SEM

European Business Review, 31(1), 2-24, 2019
Posted: 04 Jun 2019
Joseph F. Hair, Jeffrey J. Risher, Marko Sarstedt and Christian M. Ringle
Kennesaw State University, East Tennessee State University, Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

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Structural equation modeling, Partial least squares, PLS-SEM, Model comparisons, PLSpredict

59.

Convergent Validity Assessment of Formatively Measured Constructs in PLS-SEM: On Using Single-Item versus Multi-Item Measures in Redundancy Analyses

International Journal of Contemporary Hospitality Management, 30(11), 3192-3210
Posted: 04 Jun 2019
Marko Sarstedt, Christian M. Ringle, T. Ramayah and Hiram Ting
Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH), Universiti Sains Malaysia (USM) - School of Management and Universiti Malaysia Sarawak (UNIMAS)

Abstract:

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PLS-SEM, Partial least squares, Structural equation modeling, Convergent validity, Redundancy analysis, Formative measurement models

60.

Exploring the Microfoundations of End-User Interests toward Co-Creating Renewable Energy Technology Innovations

Journal of Cleaner Production, Forthcoming
Posted: 04 Jun 2019
Ulla Saari, Saku Mäkinen and Christian M. Ringle
Tampere University, Tampere University of Technology - Department of Industrial Management and Hamburg University of Technology (TUHH)

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Co-creation, Innovation, Rewards, Energy, Prosumer, Variance-based structural equation modeling

61.

Partial Least Squares Structural Equation Modeling-Based Discrete Choice Modeling: An Illustration in Modeling Retailer Choice

Business Research, 1-28
Posted: 04 Jun 2019
Kennesaw State University, Hamburg University of Technology (TUHH), Newcastle Business School, University of the German Federal Armed Forces - Universität der Bundeswehr München and Strategic Precision

Abstract:

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Discrete choice modeling, Experiments, Structural equation modeling, Partial least squares, Path modeling

62.

Enhancing Loyalty: When Improving Consumer Satisfaction and Delight Matters

Journal of Business Research, 94, 18-27 (2019)
Posted: 04 Jun 2019
Dennis Ahrholdt, Siggi Gudergan and Christian M. Ringle
HSBA Hamburg School of Business Administration, Newcastle Business School and Hamburg University of Technology (TUHH)

Abstract:

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Delight, Satisfaction, Loyalty, Prior consumption experience, PLS-SEM, Nonlinear effects

63.

The Agony of Choice for Medical Tourists: A Patient Satisfaction Index Model

Journal of Hospitality and Tourism Technology, Forthcoming
Posted: 15 Aug 2018
Jana Rosenbusch, Ida Rosnita Ismail and Christian M. Ringle
Technical University Hamburg-Harburg (TUHH), National University of Malaysia (UKM) and Hamburg University of Technology (TUHH)

Abstract:

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Service Quality, Medical Tourism, Importance-Performance Map, Interaction Quality, Patient Satisfaction Index

64.

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

Journal of International Marketing, Forthcoming
Posted: 15 Aug 2018
Michigan State University, Kennesaw State University, HHL Leipzig Graduate School of Management, Otto-von-Guericke-Universität Magdeburg, HHL Leipzig Graduate School of Management and Hamburg University of Technology (TUHH)

Abstract:

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Control Variable, Endogeneity, Gaussian Copula, Instrumental Variable, Omitted Variable, PLS-SEM, Partial Least Squares (PLS), Structural Equation Modeling (SEM)

65.

Estimating Moderating Effects in PLS-SEM and PLSc-SEM: Interaction Term Generation*Data Treatment

Journal of Applied Structural Equation Modeling, 2(2), 1-21, June 2018
Posted: 15 Aug 2018
Jan-Michael Becker, Christian M. Ringle and Marko Sarstedt
University of Cologne - Department of Marketing and Brand Management, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

Abstract:

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Interaction Term, Moderation, Moderator Analysis, Partial Least Squares, Path Modeling, PLS-SEM, PLSc-SEM, Structural Equation Modeling, Unstandardized Data

66.

On Comparing Results from CB-SEM and PLS-SEM: Five Perspectives and Five Recommendations

Marketing ZFP
Posted: 03 Mar 2018
Christian M. Ringle, Edward Rigdon and Marko Sarstedt
Hamburg University of Technology (TUHH), Georgia State University - J. Mack Robinson College of Business and Otto-von-Guericke-Universität Magdeburg

Abstract:

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67.

Partial Least Squares Structural Equation Modeling in HRM Research

The International Journal of Human Resource Management, Forthcoming
Posted: 03 Mar 2018
Christian M. Ringle, Marko Sarstedt, Rebecca Mitchell and Siggi Gudergan
Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg, Independent and Newcastle Business School

Abstract:

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Partial least squares, structural equation modeling, PLS-SEM, HRM, guidelines, review

68.

An Empirical Examination of the Thickness Profile Formation of Twin-Roll-Cast Magnesium Strips

Archives of Civil and Mechanical Engineering, Vol. 18, Issue 1, pp. 227-234, Forthcoming
Posted: 31 Jul 2017
Claudia Kawalla, Michael Höck, Madlen Ullmann and Christian M. Ringle
Freiberg University of Mining and Technology, Freiberg University of Mining and Technology, Freiberg University of Mining and Technology and Hamburg University of Technology (TUHH)

Abstract:

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Twin-Roll Casting Process, Quality Assurance, Thickness Profile, Structural Equation Modeling, Partial Least Squares

69.

Does Speed Really Matter When It Comes to Alliance Performance?

The Polish Journal of Management Studies, Vol. 2, No. 1, pp. 81-105, 2011
Posted: 14 Jun 2017
Michael Höck and Christian M. Ringle
Freiberg University of Mining and Technology and Hamburg University of Technology (TUHH)

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Local Strategic Networks, Small and Midsize Enterprises, Value Continuum, Software Industry, Partial Least Squares-Analysis

70.

The Use of Partial Least Squares Structural Equation Modeling in Strategic Management Research: A Review of Past Practices and Recommendations for Future Applications

Long Range Planning, Vol. 45, No. 5-6, pp. 320-340, 2012
Posted: 14 Jun 2017
Joseph F. Hair, Marko Sarstedt, Torsten M. Pieper and Christian M. Ringle
Kennesaw State University, Otto-von-Guericke-Universität Magdeburg, Kennesaw State University - Cox Family Enterprise Center and Hamburg University of Technology (TUHH)

Abstract:

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PLS-SEM, Partial Least Squares Structural Equation Modeling

71.

Conflating Antecedents and Formative Indicators: A Comment on Aguirre-Urreta and Marakas

Information Systems Research, Vol. 25, No. 4, pp. 780-784, 2014
Posted: 14 Jun 2017
Georgia State University - J. Mack Robinson College of Business, University of Cologne - Department of Marketing and Brand Management, Georgia State University - J. Mack Robinson College of Business, Hamburg University of Technology (TUHH), Independent, University of Georgia - C. Herman and Mary Virginia Terry College of Business, Georgia State University and Independent

Abstract:

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Formative indicators, Partial least squares, Endogenous constructs

72.

Partial Least Squares Structural Equation Modeling (PLS-SEM): A Useful Tool for Family Business Researchers

Journal of Family Business Strategy, Vol. 5, No. 1. pp. 105-115, 2014
Posted: 14 Jun 2017
Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH), Independent, UPS and Kennesaw State University

Abstract:

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Partial least squares, Structural equation modeling, PLS-SEM, Mediation, Family business research

73.

A New Criterion for Assessing Discriminant Validity in Variance-Based Structural Equation Modeling

Journal of the Academy of Marketing Science (JAMS), Vol. 43, No. 1, pp. 115-135, 2015
Posted: 14 Jun 2017
Jörg Henseler, Christian M. Ringle and Marko Sarstedt
Institute for Management Research, Radboud University Nijmegen, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

Abstract:

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Structural equationmodeling (SEM), Partial least squares (PLS), Results evaluation, Measurementmodel assessment, Discriminantvalidity, Fornell-Larckercriterion, Cross-loadings, Multitrait-multimethod (MTMM)matrix, Heterotrait-monotrait (HTMT) ratio of correlations

74.

Prediction-Oriented Modeling in Business Research by Means of PLS Path Modeling: Introduction to a JBR Special Section

Journal of Business Research, Vol. 69, No. 10, pp. 4545-4551, 2016
Posted: 14 Jun 2017
University of Seville, Institute for Management Research, Radboud University Nijmegen, Hamburg University of Technology (TUHH) and University of Seville

Abstract:

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Partial least squares, Prediction-oriented modeling, Business research, Quantitative methods

75.

Identifying and Treating Unobserved Heterogeneity with Fimix-PLS: Part I – Method

European Business Review, Vol. 28, No. 1, pp. 63-76, 2016
Posted: 14 Jun 2017
Joseph F. Hair, Marko Sarstedt, Lucy Matthews and Christian M. Ringle
Kennesaw State University, Otto-von-Guericke-Universität Magdeburg, Middle Tennessee State University and Hamburg University of Technology (TUHH)

Abstract:

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Segmentation, PLS-SEM, Structural equation modeling, Partial least squares, FIMIX-PLS, Finite mixture models, Unobserved heterogeneity

76.

Testing Measurement Invariance of Composites Using Partial Least Squares

International Marketing Review, Vol. 33, No. 3, pp. 405-431, 2016
Posted: 14 Jun 2017
Jörg Henseler, Christian M. Ringle and Marko Sarstedt
Institute for Management Research, Radboud University Nijmegen, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

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Methodology, Structural equation modelling, Measurement, Measurement invariance, Partial least squares, MICOM, Multigroup, Variance-based SEM, Composite models, Permutation test, Path modelling

77.

The PLS Agent: Predictive Modeling with PLS-SEM and Agent-Based Simulation

Journal of Business Research, Vol. 69, No. 10, 2016
Posted: 13 Jun 2017
Sandra Schubring, Iris Lorscheid, Matthias Meyer and Christian M. Ringle
Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH), Technical University Hamburg-Harburg (TUHH) and Hamburg University of Technology (TUHH)

Abstract:

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Partial least squares path modeling, PLS-SEM, Agent-based simulation, ABS, Predictive modeling, TAM

78.

Enhancing Service Loyalty: The Roles of Delight, Satisfaction, and Service Quality

Journal of Travel Research, Vol. 56, No. 4, pp. 436-450, 2017
Posted: 13 Jun 2017
Dennis Ahrholdt, Siggi Gudergan and Christian M. Ringle
HSBA Hamburg School of Business Administration, Newcastle Business School and Hamburg University of Technology (TUHH)

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Loyalty, Delight, Satisfaction, Quality, Experience, PLS Path Modeling

79.

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

Journal of Interactive Marketing, Vol. 36, pp. 107-120, 2016
Posted: 13 Jun 2017
University of Hamburg - Institute for Marketing and Media, University of Hamburg, Hamburg University of Technology (TUHH), University of Hamburg and University of Hamburg - Institute for Marketing and Media

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Brand community, Brand loyalty, Community loyalty, Perception of brand community character, Scale development

80.

Identifying and Treating Unobserved Heterogeneity with FIMIX-PLS: Part II – A Case Study

European Business Review, Vol. 28, No. 2, pp. 208-224, 2016
Posted: 13 Jun 2017
Lucy Matthews, Marko Sarstedt, Joseph F. Hair and Christian M. Ringle
Middle Tennessee State University, Otto-von-Guericke-Universität Magdeburg, Kennesaw State University and Hamburg University of Technology (TUHH)

Abstract:

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PLS-SEM, Structural equation modeling, Partial least squares, FIMIX-PLS, Finite mixture models, Unobserved heterogeneity

81.

Using Cultural Archetypes in Cross-Cultural Management Studies

Journal of International Management, Vol. 22, No. 1, pp. 63-83, 2016
Posted: 13 Jun 2017
Technical University Hamburg-Harburg (TUHH), University of Hamburg - Faculty of Economics and Business Administration, Otto-von-Guericke-University Magdeburg, Newcastle Business School, Hamburg University of Technology (TUHH) and Leuphana University of Lueneburg

Abstract:

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Culture, Cross-cultural, Measurement, Archetype, Entrepreneurship

82.

Gain More Insight from Your PLS-SEM Results: The Importance-Performance Map Analysis

Industrial Management & Data Systems, Vol. 116, No. 9. pp. 1865-1886, 2016
Posted: 13 Jun 2017
Christian M. Ringle and Marko Sarstedt
Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

Abstract:

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Structural equation modeling (SEM), Partial least squares (PLS), Unified theory of acceptance and use of technology (UTAUT), SmartPLS, Importance-performance map analysis (IPMA)

83.

Estimation Issues with PLS and CBSEM: Where the Bias Lies!

Journal of Business Research, Vol. 69, No. 10, 2016
Posted: 13 Jun 2017
Otto-von-Guericke-Universität Magdeburg, Kennesaw State University, Hamburg University of Technology (TUHH), Technical University Hamburg-Harburg (TUHH) and Newcastle Business School

Abstract:

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Common factor models, Composite models, Reflective measurement, Formative measurement, Structural equation modeling, Partial least squares

84.

Guidelines for Treating Unobserved Heterogeneity in Tourism Research: A Comment on Marques and Reis (2015)

Annals of Tourism Research, Vol. 57, pp. 279-284, 2016
Posted: 13 Jun 2017
Marko Sarstedt, Christian M. Ringle and Siggi Gudergan
Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH) and Newcastle Business School

Abstract:

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85.

Segmentation of PLS Path Models by Iterative Reweighted Regressions

Journal of Business Research, Vol. 69, No. 10, 2016
Posted: 13 Jun 2017
Institut for Statistik and Econometry, Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and University of Cologne - Department of Marketing and Brand Management

Abstract:

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Partial least squares, PLS, PLS-IRRS, Reweighted regressions, Segmentation, Genetic algorithms, Fuzzy set qualitative comparative analysis, fsQCA

86.

Mirror, Mirror on the Wall: A Comparative Evaluation of Composite-Based Structural Equation Modeling Methods

Journal of the Academy of Marketing Science, Forthcoming
Posted: 13 Jun 2017
Kennesaw State University, Michigan State University, Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and Technical University Hamburg-Harburg (TUHH)

Abstract:

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Composite, Generalized structured component analysis, GSCA, Partial least squares, PLS, SEM, Simulation, Structural equationmodeling, Sumscores regression

87.

How Collinearity Affects Mixture Regression Results

Marketing Letters, 2014, Forthcoming
Posted: 25 Jul 2014
University of Cologne - Department of Marketing and Brand Management, Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and University of Cologne - Faculty of Management, Economics and Social Sciences

Abstract:

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Market segmentation, Segment retention, Mixture regression, Collinearity

88.

On the Emancipation of PLS-SEM: A Commentary on Rigdon (2012)

Long Range Planning, Vol. 47, Issue 3, pp. 154-160, 2014
Posted: 26 Apr 2014 Last Revised: 09 Jul 2014
Marko Sarstedt, Christian M. Ringle, Jörg Henseler and Joseph F. Hair
Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH), Institute for Management Research, Radboud University Nijmegen and Kennesaw State University

Abstract:

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89.

Common Beliefs and Reality About Partial Least Squares: Comments on Rönkkö & Evermann (2013)

Organizational Research Methods, Volume 17, Issue 2, pp. 182-209, 2014
Posted: 26 Apr 2014 Last Revised: 02 May 2014
Institute for Management Research, Radboud University Nijmegen, Independent, Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH), Independent, Georgia State University, Independent, Kennesaw State University, Michigan State University and Independent

Abstract:

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90.

The Relevance of Reputation in the Nonprofit Sector: The Moderating Effect of Socio-Demographic Characteristics

International Journal of Nonprofit and Voluntary Sector Marketing, Volume 19, Issue 2, pp. 110-126, May 2014
Posted: 26 Apr 2014 Last Revised: 07 May 2014
Matthias Schloderer, Marko Sarstedt and Christian M. Ringle
Ludwig Maximilian University of Munich (LMU), Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

Abstract:

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91.

The Impact of Brand Confusion on Sustainable Brand Satisfaction and Private Label Proneness: A Subtle Decay of Brand Equity

Journal of Brand Management, Vol. 19, No. 3, pp. 195-212, 2011
Posted: 26 Jan 2014
Orhan Kocyigit and Christian M. Ringle
University of Hamburg and Hamburg University of Technology (TUHH)

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brand confusion, brand equity, schema theory, partial least squares, path modeling

92.

The Role of Parent Brand Quality for Service Brand Extension Success

Journal of Service Research (JSR), Vol. 13, No. 4, pp. 379-396, 2010
Posted: 24 Jan 2014 Last Revised: 06 Jan 2015
University of Cologne - Faculty of Management, Economics and Social Sciences, University of Hamburg, University of Muenster and Hamburg University of Technology (TUHH)

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service brand extensions, success drivers, perceived service quality, partial least squares

93.

The Impact of Brand Extension Success Drivers on Brand Extension Price Premiums

International Journal of Research in Marketing (IJRM), Vol. 27, No. 4, pp. 319-328, 2010
Posted: 24 Jan 2014 Last Revised: 06 Jan 2015
University of Hamburg, University of Cologne - Faculty of Management, Economics and Social Sciences, University of Technology Sydney (UTS) and Hamburg University of Technology (TUHH)

Abstract:

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94.

Multigroup Analysis in Partial Least Squares (PLS) Path Modeling: Alternative Methods and Empirical Results

Measurement and Research Methods in International Marketing; Advances in International Marketing, Vol. 22, pp. 195–218, 2011
Posted: 24 Jan 2014
Marko Sarstedt, Jörg Henseler and Christian M. Ringle
Otto-von-Guericke-Universität Magdeburg, Institute for Management Research, Radboud University Nijmegen and Hamburg University of Technology (TUHH)

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95.

Customer Satisfaction with Commercial Airlines: The Role of Perceived Safety and Purpose of Travel

Journal of Marketing Theory and Practice, Vol. 19, No. 4, pp. 459–472, 2011
Posted: 24 Jan 2014
Christian M. Ringle, Marko Sarstedt and Lorenz Zimmermann
Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and Ludwig Maximilian University of Munich (LMU)

Abstract:

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96.

Genetic Algorithm Segmentation in Partial Least Squares Structural Equation Modeling

OR Spectrum, Vol. 36, No. 1, 2014
Posted: 24 Jan 2014
Christian M. Ringle, Marko Sarstedt and Rainer Schlittgen
Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and Institut for Statistik and Econometry

Abstract:

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genetic algorithm, partial least squares, path modeling, PLS-SEM, segmentation, structural equation modeling

97.

Assessing Heterogeneity in Customer Satisfaction Studies: Across Industry Similarities and within Industry Differences

Measurement and Research Methods in International Marketing, Advances in International Marketing, Vol. 22, pp. 169-194, 2011
Posted: 24 Jan 2014
Edward Rigdon, Christian M. Ringle, Marko Sarstedt and Siegfried Gudergan
Georgia State University - J. Mack Robinson College of Business, Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and University of Technology Sydney (UTS)

Abstract:

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american customer satisfaction index (ACSI) model, partial least squares (PLS) path modeling, unobserved heterogeneity, multigroup analysis, important-performance matrix

98.

Do We Fully Understand the Critical Success Factors of Customer Satisfaction with Industrial Goods? - Extending Festge and Schwaiger's Model to Account for Unobserved Heterogeneity

Journal of Business Market Management, Vol. 3, No. 3, pp. 185-206, September 2009
Posted: 24 Jan 2014
Marko Sarstedt, Manfred Schwaiger and Christian M. Ringle
Otto-von-Guericke-Universität Magdeburg, Ludwig Maximilian University of Munich (LMU) - Faculty of Business Administration (Munich School of Management) and Hamburg University of Technology (TUHH)

Abstract:

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customer satisfaction, structural equation model, PLS path modeling, segmentation, finite mixture, latent class, unobserved heterogeneity

99.

Treating Unobserved Heterogeneity in PLS Path Modelling: A Comparison of FIMIX-PLS with Different Data Analysis Strategies

Journal of Applied Statistics, Vol. 37, No. 8, pp. 1299-1318, 2010
Posted: 24 Jan 2014
Marko Sarstedt and Christian M. Ringle
Otto-von-Guericke-Universität Magdeburg and Hamburg University of Technology (TUHH)

Abstract:

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partial least square (PLS); path modelling; heterogeneity; latent class; finite mixture; market segmentation; corporate reputation

100.

Structural Modeling of Heterogeneous Data with Partial Least Squares

Review of Marketing Research, Vol. 7, pp. 255-296, 2010
Posted: 24 Jan 2014
Edward Rigdon, Christian M. Ringle and Marko Sarstedt
Georgia State University - J. Mack Robinson College of Business, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

Abstract:

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partial least squares, heterogeneity, clustering, finite mixture modeling, market segmentation, customer satisfaction, reputation

101.

Local Strategic Networks in the Software Industry: An Empirical Analysis of the Value Continuum

International Journal of Knowledge Management Studies, Vol. 4, No. 2, pp. 132-151, 2010
Posted: 23 Jan 2014
Michael Höck and Christian M. Ringle
Freiberg University of Mining and Technology and Hamburg University of Technology (TUHH)

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strategic local alliances; knowledge networks; value continuum; software industry; PLS path analysis; partial least squares path analysis

102.

Management of Multi-Purpose Stadiums: Importance and Performance Measurement of Service Interfaces

International Journal of Services Technology and Management, Vol. 14, Nos. 2/3, pp. 188-207, 2010
Posted: 23 Jan 2014
Claudia Höck, Christian M. Ringle and Marko Sarstedt
University of Hamburg - Institute for Marketing and Media, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

Abstract:

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multi-purpose stadiums, service interfaces, visitor satisfaction, importance-performance measurement, arena management, PLS path modelling, index values

103.

PLS Path Modeling and Evolutionary Segmentation

Journal of Business Research, Vol. 66, No. 9, 2013, pp. 1318-1324
Posted: 28 Aug 2013
Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg, Institut for Statistik and Econometry and Independent

Abstract:

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Partial least squares, Path modeling, Genetic algorithm, Segmentation, Heterogeneity

104.

Discovering Unobserved Heterogeneity in Structural Equation Models to Avert Validity Threats

MIS Quarterly, Volume 37 (2013), Issue 3, pp. 665-694
Posted: 28 Aug 2013
Jan-Michael Becker, Arun Rai, Christian M. Ringle and Franziska Völckner
University of Cologne - Department of Marketing and Brand Management, Georgia State University - J. Mack Robinson College of Business, Hamburg University of Technology (TUHH) and University of Cologne - Faculty of Management, Economics and Social Sciences

Abstract:

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unobserved heterogeneity, validity, structural equation modeling, partial least squares, formative measures, prediction-oriented segmentation

105.

Applications of Partial Least Squares Path Modeling in Management Journals: A Review of Past Practices and Recommendations for Future Applications

Long Range Planning, Volume 45, Issues 5-6, 2012, Pages 320-340, DOI 10.1016/j.lrp.2012.09.008
Posted: 04 Mar 2013
Joseph F. Hair, Marko Sarstedt, Torsten M. Pieper and Christian M. Ringle
Kennesaw State University, Otto-von-Guericke-Universität Magdeburg, Kennesaw State University - Cox Family Enterprise Center and Hamburg University of Technology (TUHH)

Abstract:

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partial least squares, path modeling, PLS, SEM, structural equation modeling, strategic management

106.

Confirmatory Tetrad Analysis in PLS Path Modeling

Journal of Business Research, Vol. 61, No. 12, 2008, pp. 1238-1249
Posted: 17 Nov 2012 Last Revised: 04 Mar 2013
Siggi Gudergan, Christian M. Ringle, Sven Wende and Alexander Will
Newcastle Business School, Hamburg University of Technology (TUHH), Independent and Independent

Abstract:

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formative, measurement model, partial least squares, path modeling, PLS, reflective, statistical test, SEM, structural equation modeling

107.

An Assessment of the Use of Partial Least Squares Structural Equation Modeling in Marketing Research

Journal of the Academy of Marketing Science (JAMS), Volume 40, Issue 3 (2012), pp. 414-433
Posted: 16 Nov 2012
Joseph F. Hair, Marko Sarstedt, Christian M. Ringle and Jeanette Mena
Kennesaw State University, Otto-von-Guericke-Universität Magdeburg, Hamburg University of Technology (TUHH) and University of South Florida

Abstract:

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108.

PLS-SEM: Indeed a Silver Bullet

Journal of Marketing Theory and Practice, Vol. 19, No. 2, 2011, pp. 139-152
Posted: 04 Nov 2011 Last Revised: 04 Feb 2014
Joseph F. Hair, Christian M. Ringle and Marko Sarstedt
Kennesaw State University, Hamburg University of Technology (TUHH) and Otto-von-Guericke-Universität Magdeburg

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partial least squares, path modeling, PLS, structural equation modeling, SEM, marketing

Other Papers (1)

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1.

Guest Editorial

Forthcoming, European Business Review, 33(1), 1-8
Posted: 10 Mar 2021
Kennesaw State University, Independent, Hamburg University of Technology (TUHH), Otto-von-Guericke-Universität Magdeburg and Universiti Malaysia Sarawak (UNIMAS)

Abstract:

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