Big Data in Psychological Research

ISBN-13: 9781433831676 / Angielski / Twarda / 2020 / 430 str.

Sang Eun Woo; Louis Tay; Robert W. Proctor

Spis treści

• Part 1. Background and Overview
• Chapter 1. Big Data Science: A Philosophy of Science Perspective Brian Haig
• Chapter 2. Big Data: Challenges and Opportunities for Causal Inferences in the Experimental Tradition Robert Proctor and Aiping Xiong
• Chapter 3. Big Data for Enhancing Measurement Quality Sang Eun Woo, Louis Tay, Andrew T. Jebb, Michael T. Ford, and Margaret L. Kern
• Part 2. Innovations in Large-Scale Data Collection and Analysis Techniques
• Chapter 4. Internet Search and Page View Behavior Scores: Validity and Usefulness as Indicators of Psychological States Michael T. Ford
• Chapter 5. Observing Human Behavior through Worldwide Network Cameras Sara Aghajanzadeh, Yifan Li, Andrew T. Jebb, Yung-Hsiang Lu, and George K. Thiruvathukal
• Chapter 6. Wearable Cameras, Machine Vision, and Big Data Analytics: Insights into People and the Places They Go Andrew B. Blake, Daniel I. Lee, Roberto De La Rosa, and Ryne A. Sherman
• Chapter 7. Human-Guided Visual Analytics for Big Data Morteza Karimzadeh, Jieqiong Zhao, Guizhen Wang, Luke S. Snyder, and David S. Ebert
• Chapter 8. Text Mining: A Field of Opportunities Padmini Srinivasan
• Part 3. Applications
• Chapter 9. Big Data in the Science of Learning Sidney K. D'Mello
• Chapter 10. Big Data in Social Psychology Ivan Hernandez
• Chapter 11. Big Data in Health Care Delivery Mohammed Adibuzzaman and Paul Griffin
• Chapter 12. The Continued Importance of Theory: Lessons from Big Data Approaches to Cognition Brendan T. Johns, Randall K. Jamieson, and Michael N. Jones
• Chapter 13. Big Data in Developmental Psychology Kevin J. Grimm, Gabriela Stegmann, Ross Jacobucci, and Sarfaraz Serang
• Chapter 14. Big Data in the Workplace and Talent Analytics Q. Chelsea Song, Mengqiao Liu, Chen Tang, and Laura Long
• Part 4. Best-Practice Recommendations for Responsible and Rigorous Use of Big Data
• Chapter 15. The Belmont Report in the Age of Big Data: Ethics at the Intersection of Psychological Science and Data Science Alexandra Paxton
• Chapter 16. Promoting Robust and Reliable Big Data Research in Psychology Joshua A. Strauss and James A. Grand
• Chapter 17. Privacy and Cybersecurity Challenges, Opportunities, and Recommendations: Personnel Selection in an Era of Online Application Systems and Big Data Talya N. Bauer, Donald M. Truxillo, Mark P. Jones, and Grant Brady
• Chapter 18. Privacy Enhancing Techniques for Security Elisa Bertino
• Chapter 19. Future Research Agenda for Big Data Research in Psychology Frederick Oswald