Problematic smartphone use, depression symptoms, and fear of missing out: Can reasons for smartphone use mediate the relationship? A longitudinal approach

Authors

  • Jan Stirnberg Mental Health Research and Treatment Center, Department of Clinical Psychology and Psychotherapy, Ruhr-Universität Bochum, Bochum, Germany https://orcid.org/0000-0002-2361-3323
  • Jürgen Margraf Mental Health Research and Treatment Center, Department of Clinical Psychology and Psychotherapy, Ruhr-Universität Bochum, Bochum, Germany; DZPG (German Center for Mental Health), partner site Bochum/Marburg, Germany https://orcid.org/0000-0001-5207-7016
  • Lena-Marie Precht Mental Health Research and Treatment Center, Department of Clinical Psychology and Psychotherapy, Ruhr-Universität Bochum, Bochum, Germany; DZPG (German Center for Mental Health), partner site Bochum/Marburg, Germany https://orcid.org/0000-0002-6751-9144
  • Julia Brailovskaia Mental Health Research and Treatment Center, Department of Clinical Psychology and Psychotherapy, Ruhr-Universität Bochum, Bochum, Germany; DZPG (German Center for Mental Health), partner site Bochum/Marburg, Germany

DOI:

https://doi.org/10.29329/jsomer.3

Keywords:

Reasons for smartphone use, Problematic smartphone use, Fear of missing out, Depression symptoms

Abstract

In the present longitudinal study, we investigated whether reasons for smartphone use, such as “search for positive emotions” and “escape from negative emotions,” can mediate the relationship between depression symptoms, fear of missing out (FOMO), and problematic smartphone use (PSU). In total, 309 smartphone users from Germany (Mage = 28.88, SDage = 12.53) completed the longitudinal study's online survey at two measurement time points (baseline, T1; 10-month follow-up, T2). “Escape from negative emotions” at T1 partly mediated the positive association between depression symptoms at T1 and PSU at T2. “Search for positive emotions” at T1 partly mediated the relationship between FOMO at T1 and PSU at T2. The present results showed that the relationship between psychopathological phenomena (depression symptoms, FOMO) and PSU could depend on reasons for smartphone use (“search for positive emotions,” “escape from negative emotions”). This stresses the importance of motives underlying smartphone use. The knowledge gained supports the understanding of mechanisms that could contribute to the development of PSU.

References

Akyol, N. A., Ergin, D. A., Krettmann, A. K., & Essau, C. A. (2021). Is the relationship between problematic mobile phone use and mental health problems mediated by fear of missing out and escapism? Addictive Behaviors Reports, 14. https://doi.org/10.1016/j.abrep.2021.100384

Andreassen, C. S., Pallesen, S., & Griffiths, M. D. (2017). The relationship between addictive use of social media, narcissism, and self-esteem: Findings from a large national survey. Addictive Behaviors, 64, 287-293. https://doi.org/10.1016/j. addbeh.2016.03.006.

Arrivillaga, C., Elhai, J. D., Rey, L., & Extremera, N. (2023). Depressive symptomatology is associated with problematic smartphone use severity in adolescents: the mediating role of cognitive emotion regulation strategies. Cyberpsychology: Journal of Psychosocial Research on Cyberspace, 17(3). https://doi.org/10.5817/CP2023-3-2

Arrivillaga, C., Hallauer, C. J., Montag, C., & Elhai, J. D. (2023). Emotion dysregulation factors associated with problematic smartphone use severity: the mediating role of fear of missing out. Addictive behaviors, 143. https://doi.org/10.1016/j.addbeh.2023.107708

Bian, J., Li, W., Zhong, S., Lee, C., Foster, M., & Ye, X. (2022). The end-user benefits of smartphone transit apps: a systematic literature review. Transport Reviews, 42(1), 82-101. https://doi.org/10.1080/01441647.2021.1950864

Billieux, J. (2012). Problematic use of the mobile phone: A literature review and a pathways model. Current Psychiatry Reviews, 8(4), 299-307. https://doi.org/10.2174/157340012803520522

Billieux, J., Maurage, P., Lopez-Fernandez, O., Kuss, D. J., & Griffiths, M. D. (2015). Can disordered mobile phone use be considered a behavioral addiction? An update on current evidence and a comprehensive model for future research. Current Addiction Reports, 2, 156-162. https://doi.org/10.1007/s40429-015-0054-y

Brailovskaia, J., Delveaux, J., John, J., Wicker, V., Noveski, A., Kim, S., ... & Margraf, J. (2023). Finding the “sweet spot” of smartphone use: Reduction or abstinence to increase well-being and healthy lifestyle?! An experimental intervention study. Journal of Experimental Psychology: Applied, 29(1), 149. https://doi.org/10.1037/xap0000430

Brailovskaia, J., Schillack, H., & Margraf, J. (2020). Tell me why are you using social media (SM)! Relationship between reasons for use of SM, SM flow, daily stress, depression, anxiety, and addictive SM use–an exploratory investigation of young adults in Germany. Computers in Human Behavior, 113. https://doi.org/10.1016/j.chb.2020.106511

Busch, P. A., Hausvik, G. I., Ropstad, O. K., & Pettersen, D. (2021). Smartphone usage among older adults. Computers in Human Behavior, 121. https://doi.org/10.1016/j.chb.2021.106783

Carter, B., Payne, M., Rees, P., Sohn, S. Y., Brown, J., & Kalk, N. J. (2024). A multi‐school study in England, to assess problematic smartphone usage and anxiety and depression. Acta Paediatrica, 113(10), 2240-2248.. https://doi.org/10.1111/apa.17317

Cheng, Y., & Meng, J. (2021). The association between depression and problematic smartphone behaviors through smartphone use in a clinical sample. Human Behavior and Emerging Technologies, 3(3), 441-453. https://doi.org/10.1002/hbe2.258

Cooper, M. L., Frone, M. R., Russell, M., & Mudar, P. (1995). Drinking to regulate positive and negative emotions: A motivational model of alcohol use. Journal of Personality and Social Psychology, 69(5), 990–1005. https://doi.org/10.1037/0022-3514.69.5.990

Csibi, S., Griffiths, M. D., Demetrovics, Z., & Szabo, A. (2021). Analysis of problematic smartphone use across different age groups within the ‘components model of addiction’. International Journal of Mental Health and Addiction, 19, 616-631. https://doi.org/10.1007/s11469-019-00095-0

Duke, É., & Montag, C. (2017). Smartphone addiction, daily interruptions and self-reported productivity. Addictive Behaviors Reports, 6, 90-95. https://doi.org/10.1016/j.abrep.2017.07.002

Eitan, T. and Gazit, T. (2024), "The “here and now” effect: JoMO, FoMO and the well-being of social media users". Online Information Review, 48(5), 1002-1024. https://doi.org/10.1108/OIR-03-2023-0111

Elhai, J. D., Levine, J. C., Dvorak, R. D., & Hall, B. J. (2016). Fear of missing out, need for touch, anxiety and depression are related to problematic smartphone use. Computers in Human Behavior, 63, 509-516. https://doi.org/10.1016/j.chb.2016.05.079

Elhai, J. D., Levine, J. C., Dvorak, R. D., & Hall, B. J. (2017). Non-social features of smartphone use are most related to depression, anxiety and problematic smartphone use. Computers in Human Behavior, 69, 75-82. https://doi.org/10.1016/j.chb.2016.12.023

Elhai, J. D., Gallinari, E. F., Rozgonjuk, D., & Yang, H. (2020). Depression, anxiety and fear of missing out as correlates of social, non-social and problematic smartphone use. Addictive behaviors, 105. https://doi.org/10.1016/j.addbeh.2020.106335

Elhai, J. D., Yang, H., Fang, J., Bai, X., & Hall, B. J. (2020). Depression and anxiety symptoms are related to problematic smartphone use severity in Chinese young adults: Fear of missing out as a mediator. Addictive behaviors, 101. https://doi.org/10.1016/j.addbeh.2019.04.020

Fischer‐Grote, L., Kothgassner, O. D., & Felnhofer, A. (2021). The impact of problematic smartphone use on children's and adolescents’ quality of life: A systematic review. Acta Paediatrica, 110(5), 1417-1424. https://doi.org/10.1111/apa.15714

Fullwood, C., Quinn, S., Kaya, L. K., & Redding, C. (2017). My virtual friend: A qualitative analysis of the attitudes and experiences of Smartphone users: Implications for Smartphone attachment. Computers in Human Behavior, 75, 347-355. https://doi.org/10.1016/j.chb.2017.05.029

Gezgin, D. M. (2018). Understanding patterns for smartphone addiction: Age, sleep duration, social network use and fear of missing out. Kıbrıslı Eğitim Bilimleri Dergisi, 13(2), 166-177. https://files.eric.ed.gov/fulltext/EJ1183255.pdf

Grant, J. E., Lust, K., & Chamberlain, S. R. (2019). Problematic smartphone use associated with greater alcohol consumption, mental health issues, poorer academic performance, and impulsivity. Journal of Behavioral Addictions, 8(2), 335-342. https://doi.org/10.1556/2006.8.2019.32

Gosh, P. Smartphone Addiction: New disorder or just a hype. Clinical Psychiatry, 6(1), 66. https://indianmentalhealth.com/pdf/2020/vol7-issue2/14-Viewpoint-Article_Smartphone-Addiction.pdf

Hammerton, G., Lewis, G., Heron, J., Fernandes, G., Hickman, M., & Lewis, G. (2023). The association of alcohol dependence and consumption during adolescence with depression in young adulthood, in England: a prospective cohort study. The Lancet Psychiatry, 10(7), 490-498. https://doi.org/10.1016/S2215-0366(23)00138-4

Hayes, A. F., & Rockwood, N. J. (2020). Conditional Process Analysis: Concepts, Computation, and Advances in the Modeling of the Contingencies of Mechanisms. American Behavioral Scientist, 64(1), 19-54. https://doi.org/10.1177/0002764219859633

Hayran, C., & Anik, L. (2021). Well-being and fear of missing out (FOMO) on digital content in the time of COVID-19: A correlational analysis among university students. International Journal of Environmental Research and Public Health, 18(4), 1974. https://doi.org/10.3390/ijerph18041974

Henderson, C., Evans-Lacko, S., Flach, C., & Thornicroft, G. (2012). Responses to mental health stigma questions: the importance of social desirability and data collection method. The Canadian Journal of Psychiatry, 57(3), 152-160. https://doi.org/10.1177/070674371205700304

Ho, T. C., Yang, G., Wu, J., Cassey, P., Brown, S. D., Hoang, N., ... & Yang, T. T. (2014). Functional connectivity of negative emotional processing in adolescent depression. Journal of affective disorders, 155, 65-74. https://doi.org/10.1016/j.jad.2013.10.025

Horwood, S., & Anglim, J. (2021). Emotion regulation difficulties, personality, and problematic smartphone use. Cyberpsychology, Behavior, and Social Networking, 24(4), 275-281. https://doi.org/10.1089/cyber.2020.0328

Hudecek, M. F., Lemster, S., Fischer, P., Cecil, J., Frey, D., Gaube, S., & Lermer, E. (2023). Surfing in the streets: How problematic smartphone use, fear of missing out, and antisocial personality traits are linked to driving behavior. PLoS one, 18(4). https://doi.org/10.1371/journal.pone.0284984

Jin, L., Hao, Z., Huang, J., Akram, H. R., Saeed, M. F., & Ma, H. (2021). Depression and anxiety symptoms are associated with problematic smartphone use under the COVID-19 epidemic: The mediation models. Children and Youth Services Review, 121. https://doi.org/10.1016/j.childyouth.2020.105875

Kim, D. J., Kim, K., Lee, H. W., Hong, J. P., Cho, M. J., Fava, M., ... & Jeon, H. J. (2017). Internet game addiction, depression, and escape from negative emotions in adulthood: a nationwide community sample of Korea. The Journal of nervous and mental disease, 205(7), 568-573. https://doi.org/10.1097/NMD.0000000000000698

Kwak, M. J., & Kim, D. J. (2023). Investigating psychological and motivational predictors of problematic smartphone use among Smartphone-based social networking service (SNS) users. Addictive Behaviors Reports, 18. https://doi.org/10.1016/j.abrep.2023.100506

Liu, H., Soh, K. G., Samsudin, S., Rattanakoses, W., & Qi, F. (2022). Effects of exercise and psychological interventions on smartphone addiction among university students: a systematic review. Frontiers In Psychology, 13, https://doi.org/10.3389/fpsyg.2022.1021285

Lovibond, P. F., & Lovibond, S. H. (1995). The structure of negative emotional states: Comparison of the depression anxiety stress scales (DASS) with the beck depression and anxiety inventories. Behaviour Research and Therapy, 33(3), 335-343. https://doi.org/10.1016/0005-7967(94)00075-U

Mahapatra, S. (2019). Smartphone addiction and associated consequences: Role of loneliness and self-regulation. Behaviour & Information Technology, 38(8), 833-844. https://doi.org/10.1080/0144929X.2018.1560499

Mayr, S., Erdfelder, E., Buchner, A., & Faul, F. (2007). A short tutorial of GPower. Tutorials in Quantitative Methods for Psychology, 3(2), 51–59. https://doi.org/10.20982/tqmp.03.2.p051.

Mostyn Sullivan, B., George, A. M., & Rickwood, D. (2024). An exploration of motives that influence problematic smartphone use in young adults. Behaviour & Information Technology, 1-15. https://doi.org/10.1080/0144929X.2024.2380102

Nilges, P., & Essau, C. (2015). Depression, anxiety and stress scales: DASS—A screening procedure not only for pain patients. Der Schmerz, 29, 649-657. https://doi.org/10.1007/s00482-015-0019-z

Pereira, F. S., Bevilacqua, G. G., Coimbra, D. R., & Andrade, A. (2020). Impact of problematic smartphone use on mental health of adolescent students: Association with mood, symptoms of depression, and physical activity. Cyberpsychology, Behavior, and Social Networking, 23(9), 619-626. https://doi.org/10.1089/cyber.2019.0257

Przybylski, A. K., Murayama, K., DeHaan, C. R., & Gladwell, V. (2013). Motivational, emotional, and behavioral correlates of fear of missing out. Computers in Human Behavior, 29(4), 1841-1848. https://doi.org/10/w42

Riordan, B. C., Flett, J. A., Cody, L. M., Conner, T. S., & Scarf, D. (2021). The fear of missing out (FoMO) and event-specific drinking: The relationship between FoMO and alcohol use, harm, and breath alcohol concentration during orientation week. Current Psychology, 40, 3691-3701. https://doi.org/10.1007/s12144-019-00318-6

Roberts, J. A., & David, M. E. (2019). The social media party: fear of missing out (FoMO), social media intensity, connection, and well-being. International Journal of Human–Computer Interaction, 36(4), 386–392. https://doi.org/10.1080/10447318.2019.164651

Rozgonjuk, D., Levine, J. C., Hall, B. J., & Elhai, J. D. (2018). The association between problematic smartphone use, depression and anxiety symptom severity, and objectively measured smartphone use over one week. Computers in Human Behavior, 87, 10-17. https://doi.org/10.1016/j.chb.2018.05.019

Rozgonjuk, D., Sindermann, C., Elhai, J. D., & Montag, C. (2020). Fear of missing out (FoMO) and social media's impact on daily-life and productivity at work: Do WhatsApp, facebook, Instagram, and snapchat use disorders mediate that association? Addictive Behaviors, 110. https://doi.org/10.1016/j.addbeh.2020.106487

Ryding, F. C., & Kuss, D. J. (2020). Passive objective measures in the assessment of problematic smartphone use: A systematic review. Addictive Behaviors Reports, 11. https://doi.org/10.1016/j.abrep.2020.100257

Sanchez-Fernandez, M., & Borda-Mas, M. (2023). Problematic smartphone use and specific problematic Internet uses among university students and associated predictive factors: a systematic review. Education and Information Technologies, 28(6), 7111-7204. https://doi.org/10.1007/s10639-022-11437-2

Seifert, A., & Schelling H. R. (2015). Mobile use of the Internet using smartphones or tablets by Swiss people over 65 years. Gerontechnology, 14(1), 57-62. https://doi.org/10.5167/uzh-117080

Shi, Y., Koval, P., Kostakos, V., Goncalves, J., & Wadley, G. (2023). “Instant Happiness”: Smartphones as tools for everyday emotion regulation. International Journal of Human-Computer Studies, 170. https://doi.org/10.1016/j.ijhcs.2022.102958

Sohn, S. Y., Rees, P., Wildridge, B., Kalk, N. J., & Carter, B. (2019). Prevalence of problematic smartphone usage and associated mental health outcomes amongst children and young people: a systematic review, meta-analysis and GRADE of the evidence. BMC Psychiatry, 19, 1-10. https://doi.org/10.1186/s12888-019-2350-x

Squires, L. R., Hollett, K. B., Hesson, J., & Harris, N. (2021). Psychological distress, emotion dysregulation, and coping behaviour: a theoretical perspective of problematic smartphone use. International Journal of Mental Health and Addiction, 19, 1284-1299. https://doi.org/10.1007/s11469-020-00224-0

Stirnberg. J., Margraf, J., Precht, L.-M., & Brailovskaia, J. (2024). The relationship between reasons for smartphone use, addictive use tendencies, fear of missing out, depression, and life satisfaction: A qualitative and quantitative analysis. Psychopathology, 1-10. https://doi.org/10.1159/000538263

Streeter, A. J., Lin, N. X., Crathorne, L., Haasova, M., Hyde, C., Melzer, D., & Henley, W. E. (2017). Adjusting for unmeasured confounding in nonrandomized longitudinal studies: a methodological review. Journal of Clinical Epidemiology, 87, 23-34. https://doi.org/10.1016/j.jclinepi.2017.04.022

Tugtekin, U., Barut Tugtekin, E., Kurt, A. A., & Demir, K. (2020). Associations between fear of missing out, problematic smartphone use, and social networking services fatigue among young adults. Social Media+ Society, 6(4). https://doi.org/10.1177/2056305120963760

Tuthill, E. L., Maltby, A. E., DiClemente, K., & Pellowski, J. A. (2020). Longitudinal qualitative methods in health behavior and nursing research: assumptions, design, analysis and lessons learned. International Journal of Qualitative Methods, 19, https://doi.org/10.1177/1609406920965799

Ubben, M. S., Kremer, F. E., Heinicke, S., Marohn, A., & Heusler, S. (2023). Smartphone usage in science education: A systematic literature review. Education Sciences, 13(4), 345. https://doi.org/10.3390/educsci13040345

Young, K. S., Sandman, C. F., & Craske, M. G. (2019). Positive and negative emotion regulation in adolescence: links to anxiety and depression. Brain sciences, 9(4), 76. https://doi.org/10.3390/brainsci9040076

Wang, X., Qiao, Y., & Wang, S. (2023). Parental phubbing, problematic smartphone use, and adolescents' learning burnout: A cross-lagged panel analysis. Journal of Affective Disorders, 320, 442-449. https://doi.org/10.1016/j.jad.2022.09.163

Wang, L., Zhou, X., Song, X., Gan, X., Zhang, R., Liu, X., ... & Becker, B. (2023). Fear of missing out (FOMO) associates with reduced cortical thickness in core regions of the posterior default mode network and higher levels of problematic smartphone and social media use. Addictive Behaviors, 143. https://doi.org/10.1016/j.addbeh.2023.107709

Wei, X., An, F., Liu, C., Li, K., Wu, L., Ren, L., & Liu, X. (2023). Escaping negative moods and concentration problems play bridge roles in the symptom network of problematic smartphone use and depression. Frontiers in Public Health, 10, 981136. https://doi.org/10.3389/fpubh.2022.981136

Wolniewicz, C. A., Tiamiyu, M. F., Weeks, J. W., & Elhai, J. D. (2018). Problematic smartphone use and relations with negative affect, fear of missing out, and fear of negative and positive evaluation. Psychiatry Research, 262, 618-623. https://doi.org/10.1016/j.psychres.2017.09.058

World Health Organization. (2018). International classification of diseases for mortality and morbidity statistics (11th Revision). https://icd.who.int/browse11/l-m/en

Yang, Z., Asbury, K., & Griffiths, M. D. (2021). “A cancer in the minds of youth?” A qualitative study of problematic smartphone use among undergraduate students. International Journal of Mental Health and Addiction, 19(4), 934-946. https://doi.org/10.1007/s11469-019-00204-z

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Published

05.12.2024

How to Cite

Stirnberg, J., Margraf, J., Precht, L.-M., & Brailovskaia, J. (2024). Problematic smartphone use, depression symptoms, and fear of missing out: Can reasons for smartphone use mediate the relationship? A longitudinal approach. Journal of Social Media Research, 1(1), 3–13. https://doi.org/10.29329/jsomer.3

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Original (Research) Article