Studying,
Stress and GPS
Exploring the StudentLife
Data
Niklas Jung
Task
How can I apply the knowledge from this course to psychological research?
What can we learn about human behavior?
Role of Smartphones in collecting behavioral data?
→ Smartphone Sensing as powerfull tool. (Gabriella, M. et al. 2016)
Data
Public StudentLife Data from n =
63 students at Dartmouth
College (2013)
Approach
Induced Complexity
Stress?
Rethinking GPS trajectory mining
approaches (Huang, W. & Wang,
L. 2022)
Based on: Huang, W. & Wang, L.
(2022)
Focus on individual trajectories
Challenges
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Plausible
-
Visual / Animation with QGIS
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Not statistically testable / Generating Hypotheses
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Leads necessarily to ethical concerns (Smartphone Sensing, Privacy)
Sources
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Harari, G. M., Lane, N. D., Wang, R., Crosier, B. S., Campbell, A. T., & Gosling, S. D. (2016). Using Smartphones
to Collect Behavioral Data in Psychological Science: Opportunities, Practical Considerations, and
Challenges: Opportunities, Practical Considerations, and Challenges. Perspectives on Psychological
Science, 11(6), 838-854. https://doi.org/10.1177/1745691616650285
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Huang, W., Wang, L. Towards big data behavioral analysis: rethinking GPS trajectory mining approaches
from geographic, semantic, and quantitative perspectives. ARIN 1, 7 (2022). https://doiorg.uibk.idm.oclc.org/10.1007/s44223-022-00011-y
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My Kaggle Workbook: https://www.kaggle.com/code/niklasjung/studentlife-gps-data
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StudentLife Website: https://studentlife.cs.dartmouth.edu/
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