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Computational Methods to Examine Team Communication: When and How to Change the Conversation (Computational Social Sciences)

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Computational Methods to Examine Team Communication: When and How to Change the Conversation (Computational Social Sciences), Edoardo Favari, 9783030361617

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Outline 1. Team Communication in Theory and Practice 1.1. Why is this book important? 1.1.1. Motivation (teams are increasingly used in organizations, communication is the mode via which work is accomplished) 1.1.2. Longitudinal and Dynamic Team Research 1.1.3. Team Communication Research 1.1.4. Gap in the literature (granular view over time) 1.2. What are the theoretical underpinnings of this book? 1.2.1. Marks et al – Team Phases 1.2.2. Bartunek & Woodman – Organization Change Framework 1.2.3. Integration of Marks et al and Bartunek & Woodman 1.3. What is the focus of this book 1.3.1. In Person versus Networked (Shannon & Weaver – channels) 1.3.2. Baseline (i.e., no restrictions/requirements) versus Time Pressure 1.4. What is included in this book? 1.4.1. Chapter Previews 1.4.2. Managerial Minutes 1.4.3. Methodological Appendices 1.5. So, why should you read this book? 1.5.1. Researchers 1.5.1.1. Enhance the longitudinal and dynamic literatures 1.5.1.2. Tutorials stepping through the methodological approaches 1.5.2. Practitioners 1.5.2.1. Managerial minutes offering concrete suggestions for managing team communication under varying working conditions 2. The Study 2.1. The Sample 2.2. The Study Design 2.2.1. Task Description and Procedures – experiment documents in Appendix A 2.2.2. Performance Episodes 2.2.3. Communication Media 2.2.4. Time Availability 2.3. The Data 2.3.1. Performance Measures 2.3.2. Communication Strings 2.3.2.1. Coding Framework 2.3.2.2. Coding Process 2.3.2.3. Data Operationalizations 3. Pacing and Timing 3.1. Introduce Pacing and Timing of Team Communication 3.2. RQ: Do teams communicate differently across quartiles in the four study conditions (pacing)? Does a right time exist for discussing topics (timing)? 3.3. Data Specification – aggregated topic communication by quartiles x team performance x conditions 3.4. Methodological Approach 3.4.1. Network pictographs 3.4.2. Why is it appropriate? How has it been used in previous team and/or behavioral research? 3.4.3. Specific description of what was done in this study with reference to Appendix B 3.5. Results 3.6. Theoretical Implications 3.7. Managerial Minute 3.8. Suggestions for Future Research 4. Sequence 4.1. Introduce Sequence of Team Communication 4.2. RQ: Does the way in which team conversations unfold differ across quartiles? Do differences exist across conditions? 4.3. Data Specification – topic and exchange-type communication strings across quartiles x conditions 4.4. Methodological Approach 4.4.1. Hierarchical clustering analysis and dendrograms 4.4.2. Why is it appropriate? How has it been used in previous team and/or behavioral research? 4.4.3. Specific description of what was done in this study with reference to Appendix C 4.5. Results 4.6. Theoretical Implications 4.7. Managerial Minute 4.8. Suggestions for Future Research 5. Rhythm 5.1. Introduce Rhythm of Team Communication 5.2. RQ: Do teams engage in cyclical conversations? What are the intensity, frequency, and length of these cycles? Do cycles relate to team performance? Are these cycles and relationships different across conditions? 5.3. Data Specification – T1 and T2 topic communication strings x conditions 5.4. Methodological Approach 5.4.1. General Recurrence Analysis description w/metrics 5.4.2. Why is it appropriate? How has it been used in previous team and/or behavioral research? 5.4.3. Specific description of what was done in this study with reference to Appendix D 5.5. Results 5.6. Theoretical Implications 5.7. Managerial Minute 5.8. Suggestions for Future Research 6. Polyphony 6.1. Introduce Polyphony in Team Communication 6.2. RQ: Do teams engage in repetitive communication cycles? Is the frequency influenced by the cycle frequency of and/or initial conversations about other topics? How are the initial conversations about each topic interrelated? Do cycles relate to team performance? Are these cycles and relationships different across conditions? 6.3. Methodological Approach 6.3.1. Anderson-Gill Intensity Model (structural polyphony) 6.3.2. Event History Analysis (influence polyphony) 6.3.3. Why are these methods appropriate? How has it been used in previous team and/or behavioral research? 6.3.4. Specific description of what was done in this study with reference to Appendix E 6.4. Data Specification – T1 and T2 topic communication patterns x team performance x conditions 6.5. Results (include any observations from previous chapters that relate to polyphony) 6.6. Theoretical Implications 6.7. Managerial Minute 6.8. Suggestions for Future Research 7. What does it all mean? 7.1. Comparisons across conditions 7.1.1. In person versus networked 7.1.2. Baseline versus time pressure 7.1.3. Time 1 versus Time 2 7.2. Theoretical Contributions and Suggested Future Research – focus on transition versus action process from Marks and different temporal dimensions of change from B&W 7.3. Practical Contributions and Recommendations – summarize the Managerial Minutes, including suggested interventions and best practices 7.4. Embed Contributions in broader team dynamics literature 8. Appendices 8.1. Appendix A – Experiment Documents 8.2. Appendix B – Network Pictographs 8.3. Appendix C – Hierarchical Cluster Analysis and Dendrograms 8.4. Appendix D – Recurrence Analysis 8.5. Appendix E – Anderson-Gill Intensity Model and Event History Analysis

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