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Behavioral Consistency in the Digital Age
Heather Shaw1, Paul J Taylor1,2, David A Ellis3
1Department of Psychology, Lancaster University.
Psychological Science
|February 17, 2022
Summary
Digital footprints reveal unique user behavior patterns, showing consistent smartphone usage habits over time. This behavioral stability offers insights into individual digital lives but also presents privacy risks.
Area of Science:
- Digital behavioral science
- Computational social science
- Psychological data science
Background:
- Traditional personality research often overlooks situational influences on behavior.
- Digital footprints, like smartphone usage, offer novel data for studying behavioral consistency.
- Previous studies on intraindividual consistency lacked large-scale digital data.
Purpose of the Study:
- To investigate behavioral stability in digital footprints, specifically smartphone usage.
- To determine if situational dependency influences personality inference from digital data.
- To assess the accuracy of identifying individuals based on their smartphone usage patterns.
Main Methods:
- Utilized secondary data from five datasets comprising 780 participants and 28,692 days of smartphone usage.
- Analyzed per-app measures including pickup frequency and usage duration.
- Employed random-forest models to predict user identity based on behavioral data.
Main Results:
- Smartphone usage profiles demonstrated significant consistency for the same user compared to different users (d > 1.46).
- Random-forest models achieved 35.8% (pickup frequency) and 38.5% (duration frequency) accuracy in identifying users.
- Accuracy increased to 73.5% and 75.3% when users were within the top 10 predictions.
Conclusions:
- Situation-dependent stability is evident in digital behavior, offering unique identifiers for individuals.
- The distinctiveness of digital behavioral patterns presents both opportunities for research and potential privacy risks.
- Understanding digital behavioral consistency is crucial for ethical data use and privacy protection.
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