State of the Art in Partial Least Squares Structural Equation Modeling (PLS-SEM): Methodological Extensions and Applications in the Social Sciences ... Proceedings in Business and Economics)

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Preface Contents Part I: Methodology Empirical Validation of the 10-Times Rule for SEM 1 Introduction 2 Methodology 3 Results 4 Conclusion References Missing Values in RGCCA: Algorithms and Comparisons 1 Introduction 2 Background 2.1 Regularized Generalized Canonical Correlation Analysis 2.2 Missing Data Literature 2.3 Methodology 2.3.1 Complete Data Technique (Complete) 2.3.2 Technique Based on Available Data (Passive) 2.3.3 Imputation Method (Iterative) 2.3.4 Dataset Presentation 2.3.5 Comparison Method 3 Results and Discussion 4 Conclusions and Implications for Theory and Practice References Comparing Local vs Global Clustering with FIMIX-PLS: Application to Marketing 1 Introduction 2 Methodology 3 Results and Discussion 3.1 Global Partition 3.2 Local Partition 3.3 Local Partition and Global Partition References Partial Least Squares Structural Equation Modeling-Based Discrete Choice Modeling: An Illustration in Modeling Hospital Choice... 1 Introduction 2 Methodology 3 Results 4 Discussion References The Use of PLS-SEM in Engineering: A Tool to Apply the Design Science 1 Introduction 2 Background 2.1 Design Science 2.2 PLS-SEM (Partial Least Square-Structured Equation Model) 3 Methodology 4 Results and Discussion 4.1 Similarities Between Design Science and PLS-SEM (Partial Least Square-Structured Equation Model) 5 Conclusion and Implications for Theory and Practice References Discovering Issues in Cross-Cultural Adaptation of Questionnaire Through PLS-SEM Analysis 1 Background 2 Methodology 2.1 Population and Sampling 2.2 Data Collection Tool and Method 2.3 Choice of SmartPLS for Data Analysis 3 Results and Discussion 4 Conclusion References Use of PLS-SEM Approach in the Construction Management Research 1 Introduction 2 Methodology 3 Results and Discussion 3.1 Bibliometric Analysis 3.1.1 Most Influential Studies 3.1.2 Co-citation Network 3.2 Full Content Analysis 4 Conclusions, Implications, and Future Directions References Part II: Consumer Behavior and Marketing Understanding the Role of Consumer Psychological Motives in Smart Connected Objects Appropriation: A Higher-Order PLS-SEM Appr... 1 Introduction 2 Background 3 Methodology 4 Results and Discussion 4.1 First-Order Measurement Model 4.2 Second-Order Measurement Model 4.3 Structural Model 5 Conclusions and Implications for Theory and Practice Appendix References Advertisements that Follow Users Online and Their Effect on Consumers ́ Satisfaction and Expectation Confirmation: Evidence fro... 1 Introduction 2 Methodology 3 Results 4 Discussion References Similarities in Factors Affecting Online Shopping Intention in Ecuador and Peru: A Multigroup Analysis 1 Introduction 2 Factors Affecting Online Shopping Intention 3 Study Context and Sample 4 Analysis 4.1 Measurement Model Assessment 4.2 Invariance Measurement Assessment 4.3 Structural Model Assessment 5 Discussion 6 Conclusion References The Impact of Subjective Norms, Perceived Behavioral Control, and Purchase Intention on Purchase Behavior of Eco-Friendly Food... 1 Introduction 2 Background: Environmentally Friendly Packaging 3 Literature Review and Hypotheses Development 3.1 Subjective Norms 3.2 Perceived Behavioral Control 3.3 Purchase Intention and Purchase Behavior 4 Methodology, Sample, and Data Collection 5 Results and Discussion 6 Conclusions References Sustainability of Food Waste in the Agro-industry of Michoacan, Mexico 1 Introduction 2 Background 3 Method 4 Results and Discussion 4.1 Implications 4.2 Limitations 5 Conclusions 5.1 Future Lines of Research References Predicting Sustainable Consumption Behavior of Europeans Using the CVPAT 1 Introduction 2 Theoretical Background 3 Methodology and Data 4 Results and Discussion 5 Conclusions and Implications for Theory References Part III: Hospitality and Tourism The Relationship Among Perceived Value, Tourist Satisfaction, and Citizenship Behaviors: The Difference Between Overnight Tour... 1 Introduction 2 Research Methods References Nonlinear Relationship Between Intellectual Capital and Hotel Performance: Quadratic Effect in PLS-SEM 1 Introduction 2 Methodology 3 Results and Discussion 4 Conclusions References The U-Shape Influence of Family Involvement in Hotel Chain: Examining Dynamic Capabilities in PLS-SEM 1 Introduction 2 Methodology 3 Results and Discussion 4 Conclusions References Part IV: Innovation Management and Entrepreneurship Two-Way Business Innovation in Central Eastern Europe: Analysing Innovative Enterprises Using the PLS-SEM Method 1 Introduction 2 Methodology 3 Sample and Variables 4 Hypotheses 5 Discussion Appendix References Institutional Context and Entrepreneurship Typologies: The Moderator Role of Environmental Uncertainty 1 Introduction 2 Theoretical Model and Hypotheses 2.1 Entrepreneurial Actions 2.1.1 Discovery EA 2.1.2 Creative EA 2.2 Institutional Context 2.3 The Moderating Role of Environmental Uncertainty 3 Methodology 3.1 Research Procedure and Data Collection 3.2 Analysis 3.2.1 Common Method Variance (CMB) 3.2.2 Descriptive Statistics and Correlation Analysis 3.2.3 Measurement Model Assessment 3.2.4 Structural Model Assessment Main Model Moderator Effect 4 Discussion 4.1 Observations and Conclusions References PLS-Based Evaluation of a Digital Transformation Adoption Model for Biopharma Manufacturing 1 Introduction 2 Background 2.1 Assessing Perceived Usefulness and Intention to Use 3 The Digital Transformation Adoption Model 3.1 Hypothesis 3.2 Sample Population and Demographics 4 Results and Discussion 4.1 Measurement Model Assessment 4.2 Structural Model Assessment 5 Conclusion 5.1 Implications of Theory and Practice References Entrepreneurial Culture, Management, and Innovation of Dairy Industries in Greece, in a Bureaucracy Environment 1 Introduction 2 Background 2.1 Innovation 2.2 Bureaucracy 2.3 Business Management 2.4 Entrepreneurial Culture 3 Methodology 3.1 Data Collection and Model Design 3.2 Model Estimation 4 Results 4.1 Measurement Model Assessment 4.2 Structural Model Assessment 5 Conclusions and Implications for Theory and Practice References The Influence of Facebook on Value Cocreation: Evidence from the Moroccan Fast-Food Industry 1 Introduction 2 Background 3 Theoretical Framework 3.1 Dialogue and Value Cocreation 3.2 Access and Value Cocreation 3.3 Risk Management and Value Cocreation 3.4 Transparency and Value Cocreation 3.5 Perceived Usefulness and Value Cocreation 4 Methodology 5 Results 6 Discussion 7 Conclusion References Part V: Human Resource Management and Organizational Design and Behavior Research on Interaction Pattern of Virtual Team in Crisis Situation 1 Introduction 2 Research Model and Hypotheses 2.1 Interaction Pattern and Team Emotion 2.2 Interaction Pattern and Team Effectiveness 2.3 Team Emotion and Team Effectiveness 3 Methodology 3.1 Research Design 3.2 Measurement 4 Results 4.1 Statistical Description 4.2 Preliminary Analysis 5 Conclusion References Predicting the Performance of New Hires: The Role of Humility, Interpersonal Understanding, Self-Confidence, and Flexibility 1 Introduction 2 Theoretical Grounding and Hypotheses 3 Data and Methods 3.1 Research Design 3.2 Measures and Control Variables 4 Analysis and Findings 5 Discussion 6 Implications and Limitations References Mindful Leadership Under Fire: A Validation Study of a Hierarchical Component Model 1 Introduction 1.1 Auftsragstaktik 1.2 The Simplified Version of the Model and Hypotheses 1.3 The Hierarchical Component Model of AT 1.4 Mindful Leadership 2 Methodology 3 Measurement Model Confirmation 3.1 Indicator Loadings 3.2 Internal Consistency Reliability 3.3 Convergent Validity and Composite Reliability 3.4 Discriminant Validity 4 Assessment of the Structural Model 4.1 In-Sample Predictive Power 4.2 Out-of-Sample Predictive Power 4.3 Importance-Performance Map Analysis (IPMA) 5 Discussion 6 Conclusion References When Navigating Uncertainty Lead Mindfully 1 Introduction 1.1 Background 1.2 Mindful Leadership Defined 1.3 Mindful Leadership is Sharing the Lead 1.4 Organizational Mindfulness: The Mindset of Mindful Leaders 2 Methodology 2.1 Sample Characteristics 2.2 The Theoretical Model 2.2.1 Mindful Leadership 2.2.2 Organizational Mindfulness 2.2.3 Trust and Loyalty Toward the Leaders 2.2.4 Team Potency 2.2.5 Performance 2.3 Qualitative Data 3 SEM Analysis Results 3.1 Measurement Model Confirmation 3.1.1 Loadings 3.1.2 Convergent Validity 3.1.3 Discriminant Validity 3.2 Structural Model Assessment 3.3 In-Sample Prediction Results 3.4 Out-of-Sample Predictive Power 3.5 Importance Performance Map Analysis 4 Discussion 4.1 Summary of Findings 4.2 The Model Makes Sense 5 Conclusions 6 Implications for Theory and Practice 6.1 Implications to Other Hierarchical Organizations 6.2 Finding Evidence of Mindful Leadership in Practice 7 Future Studies References The Interplay Between Push Factors and Transformational Leadership in Influencing Interorganizational Labor Mobility in Public... 1 Introduction 2 Theoretical Framework and Hypotheses 2.1 Social Exchange Theory (SET) 2.2 Herzberg ́s Two-Factor Theory 2.3 Research Model and Hypotheses 2.3.1 Interorganizational Labor Mobility and Push Factors Coworkers ́ Relationship and Interorganizational Labor Mobility Work-Family Conflict and Interorganizational Labor Mobility The Moderating Role of Transformational Leadership 3 Research Methodology 3.1 Area of Study and Population 3.2 The Sample Size 3.3 Data Collection 3.4 Measurement of Variables 3.5 Data Analysis Method 4 Results 4.1 Demographic Characteristics 4.2 Assessment Results of a Reflective Measurement Model 4.3 Assessment of the Structural Model Relationships 4.4 Significance Testing Results of the Structural Model 4.4.1 Hypotheses for a Moderation Effect 4.5 Importance-Performance Map Analysis (IPMA) of the Path Modeling Results 5 Discussion 6 Conclusion 7 Implications for Research 8 Research Limitations and Future Direction References Integrated Leadership: Assessing an Integrated Principal Leadership Practices Construct 1 Introduction 2 Background 3 Methodology 4 Results 5 Conclusion and Implications References Exploring the Interrelationship Among Management Accounting Systems, Decentralization, and Organizational Performance 1 Introduction 2 Background 3 Methodology 4 Results and Discussion 4.1 Measurement Model 4.2 Structural Model 5 Conclusions and Implications References The Impact of Ethical Leadership on Employee Intrapreneurship, Work-Life Balance, and Psychological Empowerment: A PLS-SEM Ana... 1 Introduction 2 Theoretical Foundation and Hypothesis Development 2.1 Social Exchange Theory 2.2 Ethical Leadership and Work-Life Balance 2.3 Ethical Leadership and Intrapreneurial Behavior 2.4 Ethical Leadership and Psychological Empowerment 2.5 Psychological Empowerment and Intrapreneurial Behaviors 2.6 Psychological Empowerment and Work-Life Balance 2.7 Mediating Role of Psychological Empowerment 3 Methodology 3.1 Context 3.2 Instruments 3.3 Sampling and Data Collection 4 Data Analysis and Results 4.1 Measurement Model Assessment 4.2 Structural Model Assessment 4.3 Common Method Bias 5 Discussion 6 Implications 7 Conclusion References Part VI: Education PLS and Educational Research: Epistemological and Methodological Interpretations in Philosophy 1 Introduction 2 The Epistemological Implications of Social Science Research Methods 3 The Divide between Empirical and Normative Research 4 Conclusion: Toward a PLS-SEM Empirical Approach to Educational Research References Public Higher Education Organizational Climate ́s Structural Model 1 Introduction 2 Methodology 2.1 Organizational Climate 2.2 Partial Least Square 2.2.1 Model of Structural Equations 3 Results and Discussion 4 Conclusions and Implications for Theory and Practice References An Investigation of Predictive Relationships Between University Students ́ Online Learning Power and Learning Outcomes in a Ble... 1 Introduction 2 Background 3 Methodology 3.1 Research Design 3.2 Participants 3.3 Instruments 3.4 Procedure 3.5 Data Analysis 4 Results 4.1 Factor Analysis 4.2 Descriptive Results 4.3 Correlations Between Online Learning Power Factors, Online Course Engagement, and Learning Outcomes 4.4 Path Modeling of the Impact of Online Learning Power on Learning Outcomes 5 Discussion 6 Conclusion and Implications Discussion Appendix References The Effects of Marketing Orientation on the Performance of Higher Learning Institutions in Tanzania: Staff and Students ́ Perce... 1 Introduction 2 Literature Review 2.1 Marketing Orientation and Retention 2.2 Marketing Orientation and Competitiveness 2.3 Marketing Orientation and Reputation 2.4 Marketing Orientation and Quality Teaching 3 Methodology 3.1 Procedure and Participants 3.2 Variables and Measurements 3.3 Data Analysis and Results 3.4 Assessment of Measurement Model 3.5 Assessment of Structural Model 3.6 Mediation Effects 3.7 Comparison of Staff and Students ́ Opinions 4 Discussion 5 Conclusion References Part VII: Health Participative Leadership Is the Discriminating Factor for Country ́s Performance During the COVID-19 Pandemic 1 Introduction 1.1 COVID-19 as the Unfolding External Jolt for the Natural Experiment on Leadership 1.2 Proposed Theories to Explain Causality Observed in the Leadership Natural Experiment 1.3 Leadership: An Intangible Resource of an Organization 2 Methodology 3 Results 3.1 Measurement Model Confirmation 3.1.1 Estimate of Loadings and Significance 3.1.2 Reliability and Validity Measures 3.1.3 Convergent Validity 3.1.4 Discriminant Validity 3.2 Structural Model Assessment 3.3 Predictive Validity of the Model: Within-Sample Prediction Results 3.4 Out-of-Sample Prediction Results: PLSpredict 3.5 Importance-Performance Map Analysis (IPMA) 4 Discussion 5 Conclusion 6 Theoretical and Managerial Implications References A PLS-SEM Analysis of Consumer Health Literacy and Intention to Use Complementary and Alternative Medicine in the COVID-19 Pan... 1 Introduction 2 Literature Review and Hypothesis Development 2.1 Knowledge on Acupuncture Health Literacy 2.2 Usefulness of Acupuncture 3 Methodology 4 Results and Discussion Hypothesis Development 4.1 Distribution of Participants ́ Profiles 4.2 Health Literacy on Acupuncture 4.3 Reliability and Validity Test 4.4 Hypothesis Testing 4.5 Coefficient Determination 4.6 Discussion 5 Conclusion and Implications for Theory and Practice References Patient Satisfaction of Brazilian Military Health-Care System: An Exploratory Study by Multivariate Analysis 1 Introduction 2 Background 3 Research Methodology 4 Model and Hypotheses 5 Results and Discussions 5.1 Valuation of the Measurement Model 5.2 Multicollinearity Test 5.3 Structural Model Valuation 5.4 Practical Implications 6 Conclusion References Part VIII: Other Fields of Business Research and Economics FinTech Loan Continuance Intention: How Far Can Self-Efficacies Go? 1 Introduction 2 Theoretical Background 2.1 Expectation Confirmation Theory of IS Continuance 2.2 Self-Efficacy 3 Literature Review and Hypotheses Development 3.1 Financial Self-Efficacy and Technological Self-Efficacy 3.2 Confirmation, Perceived Usefulness, and Satisfaction 3.3 FinTech Continuance Intention 3.4 The Mediating Role of Confirmation 4 Research Methodology 4.1 Instrument and Measurement Items 4.2 Sample and Data Collection 5 Data Analysis and Results 5.1 Descriptive Statistics 5.2 Common Method Bias 5.3 Measurement Model 5.4 PLSpredict for Model Assessment 5.5 Structural Model 5.6 Analysis of Mediation 6 Discussion 7 Conclusion 7.1 Implications for Research and Practice 7.2 Limitations and Future Research Directions Appendix References Does Coercive Pressure Matter on the Practices and Performance of the Public Procurement? 1 Introduction 2 Literature Review 2.1 Theoretical Review 2.2 Empirical Literature and Hypotheses Development 2.3 Research Model 3 Methodology 4 Results 4.1 Reflective Measurement Model Evaluation 4.2 Sample Characteristics 4.3 Model Estimation and Findings 4.4 Moderation 4.5 Importance-Performance Map Analysis (IPMA) 5 Discussion of the Findings 6 Conclusion and Implications References Determinants of Behavioral Intention to Use E-Procurement System in Developing Countries: Suppliers ́ Perception from Tanzania 1 Introduction 2 Background 3 Model Development 4 Methodology 5 Results 6 Additional Analyses and Discussion 7 Conclusion and Implications for Theory and Practice References Receptivity of Eastern and Southern African English-Speaking Countries ́ Executives to Use, Diffuse and Adopt Humanitarian Logi... 1 Introduction 2 Definition and Some Relevant Theories and Framework 2.1 Humanitarian Logistics Digital Business Ecosystem 2.2 Supporting Technology of Diffusion and Adoption Theories 2.2.1 Diffusion of Innovation Theory 2.2.2 Technology-Organisation-Environment Framework 2.2.3 Institutional Theory 3 Methodology 3.1 Study Design 3.2 Research Instrument 3.3 Sampling, Measures and Data Collection 3.4 Data Screening and Pre-analysis 3.5 Sample Assessment 3.6 Reason for Using PLS-SEM 4 Data Analysis 4.1 Common-Method Variance Bias Test 4.2 Heterogeneity Assessment 4.3 Formative Model Assessment 5 Discussions 5.1 Perceived Relative Advantage 5.2 Perceived Compatibility 5.3 Infrastructure and Expertise 5.4 Normative Pressure 5.5 Laws and Governance 5.6 Organisational Culture and Structure 5.7 Perceived Safety and Security Concerns 5.8 Donor/Top-Level Management Support 5.9 Moderator and Quadratic Effects 6 Implication of Study 7 Conclusions References A PLS-SEM Model on Auditing and GDPR: The Mediating Role of Internal Audit in Business Management 1 Introduction 2 Methodology: Literature Review and Research Hypotheses 2.1 Internal Audit and Management Support 2.2 Internal Audit and Risk Management 2.3 Internal Audit and GDPR 2.4 Management Support and GDPR 2.5 The Mediating Role of Internal Audit in the Relationship Between Management and GDPR 3 Analysis 3.1 Assessment of Measurement Model 3.2 Assessment of Structural Model 4 Conclusions References 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.