SynthesisJournal of behavioral addictions2020
The association between the Big Five personality traits and smartphone use disorder: A meta-analysis.
Synthesis in Journal of behavioral addictions, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 4 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
42 citing papers in PubMed, 4 syntheses or guidelines pooled it, 93 citations in OpenAlex.
- Risk Factors, Health Consequences, and Professional Work of Problematic Mobile Phone Use Among Nurses: A Systematic Review.Journal of nursing management · 2026Pooled it
- Mapping research on ICT addiction: a comprehensive review of Internet, smartphone, social media, and gaming addictions.Frontiers in psychology · 2025Pooled it
- The Big Five personality traits and online gaming: A systematic review and meta-analysis.Journal of behavioral addictions · 2021Pooled it
- The Relationship Between Gambling Problems and the Five-Factor Model of Personality: A Systematic Review and Meta-Analysis.Frontiers in psychiatry · 2021Pooled it
- A Noisy Self Goes Online: Intraindividual Personality Variability and Self-Coherence in Digital Engagement.European journal of investigation in health, psychology and education · 2026Article
- Mindfulness as a mediator and moderator between interpersonal alienation and smartphone addiction among Taiwanese university students.BMC psychology · 2026Article
- How academic stress leads to artificial intelligence-generated design dependency: the roles of academic procrastination and help-seeking behavior.Frontiers in psychology · 2026Article
- The Psychometric Validity of the TikTok Addiction Scale Turkish Version: The Relationship between TikTok Addiction, Stress, and Personality.Sisli Etfal Hastanesi tip bulteni · 2026Article
- Demographic, social, psychological, mental health, and academic correlates of problematic smartphone use among French psychology students.Frontiers in digital health · 2026Article
- "I can never be in a room alone and not be on my phone." Understanding smartphone addiction of young adults.Frontiers in psychology · 2026Article
- Profiles Vulnerable to Maladaptive Use of Recreational Digital Environments Identified Using the Big Five Model.Behavioral sciences (Basel, Switzerland) · 2025Article
- [Network analysis of the relationship between perfectionism traits and mobile phone dependence among Chinese university students].Zhong nan da xue xue bao. Yi xue ban = Journal of Central South University. Medical sciences · 2025Article
- Perfectionism, obsessive-compulsory behaviour, and anxiety in young adults: a moderated mediation model of mobile phone addiction.BMC public health · 2025Article
- Brain network alterations in mobile phone use problem severity: A multimodal neuroimaging analysis.Journal of behavioral addictions · 2025Article
- The Digital Media-use Effects (d-MUsE) Model: A comprehensive framework for exploring/studying functional and dysfunctional effects on adolescent wellbeing.Journal of behavioral addictions · 2025Review
- What Personality Dimensions May Influence the Risk of Smartphone Addiction in Children?Children (Basel, Switzerland) · 2025Article
- Insights into psychological characteristics of persons (not) agreeing to use an e-coach-application to reduce elevated Internet Use Disorder tendencies.Addictive behaviors reports · 2024Article
- The effect of neuroticism on mobile phone addiction among undergraduate nursing students: a moderated mediation model.BMC psychiatry · 2024Article
- The associations among type D personality and nomophobia, metacognitions about smartphone use, smartphone addiction in Chinese university freshmen: a two-wave study.BMC psychiatry · 2024Article
- Psychosocial Functioning of Individuals at Risk of Developing Compulsive Buying Disorder.Journal of clinical medicine · 2024Article
Corrections and comments
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Authors and funding
6 authors at 3 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
BACKGROUND AND
aimsPersonality is one of the most frequently investigated variables to shed light on the putatively addictive use of the smartphone. By investigating associations between personality and individual differences in addictive smartphone use, researchers aim to understand if some personality traits predispose technology users to develop addictive behaviors. Here, based on existing empirical literature, we aimed at determining the strength of associations between Big Five personality traits and smartphone use disorder (SmUD) by a meta-analytic approach.
methodFor each Big Five personality trait, we performed a meta-analysis of correlations representing their association with SmUD. We also investigated possible publication bias and the moderating effects of age, gender, nationality, length of personality assessments, and time of publication.
resultsWe found n = 26 eligible studies. In line with both the Interaction of Person-Affect-Cognition-Execution (I-PACE) model and the framework on problematic mobile-phone use by Billieux, we observed a positive association between Neuroticism and SmUD (r = 0.25), while the association between Extraversion and SmUD was not significant. Partially in line with the aforementioned theoretical frameworks, Conscientiousness was negatively associated with SmUD (r = -0.16). Remaining traits showed smaller associations. No significant publication bias emerged. Moderator analyses showed that time of publication moderated the link between Conscientiousness and SmUD. Moreover, Agreeableness and Conscientiousness showed a heightened inverse association with SmUD among older samples.
conclusionsThe present meta-analysis provides robust empirical evidence that Big Five personality traits can help to understand individual differences in SmUD, supporting the usefulness of their assessment when planning and targeting interventions aimed at at-risk individuals.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.