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Identifying Indicators of Smartphone Addiction Through User-App Interaction
Beryl Noë1, Liam D Turner1, David E J Linden2
1School of Computer Science and Informatics, Cardiff University, 5 The Parade, CF24 3AA, Cardiff, UK.
Computers in Human Behavior
|October 5, 2019
Summary
This study introduces a novel method to monitor smartphone use via physical interface interactions, identifying problematic behaviors. Smartphone addiction significantly correlates with high interaction levels in Lifestyle and Social apps, especially Snapchat.
Area of Science:
- Psychology
- Human-Computer Interaction
- Digital Wellbeing
Background:
- Traditional smartphone use monitoring relies on self-reporting or session timing, which can be inaccurate.
- Existing methods often focus on passive usage rather than active engagement with the interface.
- Problematic smartphone behavior requires a more direct and objective measurement approach.
Purpose of the Study:
- To introduce and validate a new method for monitoring smartphone activity through direct physical interface interactions.
- To investigate the correlation between specific interaction patterns and smartphone addiction.
- To identify which app categories and specific applications are most associated with problematic smartphone use.
Main Methods:
- Collected user interface interaction events (taps, scrolling, typing) from 64 participants over 8 weeks using the Tymer monitoring app.
- Focused on active smartphone engagement rather than passive metrics.
- Analyzed the relationship between interaction data and self-reported or assessed smartphone addiction levels.
Main Results:
- Smartphone addiction significantly correlated with high interaction frequency in Lifestyle apps, particularly among female users.
- Increased interaction with Social apps, including Snapchat, was strongly associated with smartphone addiction across all interaction types.
- Snapchat usage showed a notable link to smartphone addiction, suggesting its design may facilitate problematic engagement.
Conclusions:
- Monitoring physical interface interactions offers a direct and objective measure of problematic smartphone behavior.
- Lifestyle and Social apps, with Snapchat as a key example, are significantly associated with smartphone addiction.
- The design of apps like Snapchat may play a crucial role in fostering smartphone addiction, especially among younger demographics.

