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The Impact of Academic Anxiety on Smartphone Addiction Among College Students: The Mediating Role of Self-Regulatory Fatigue and the Moderating Role of Mindfulness
Open accessPreprint — published as 10.1186/s40359-025-02696-y · Paper page
Abstract
Background Academic anxiety is recognized as a risk factor of smartphone addiction among college students. However, the underlying mechanisms and moderating factors remain insufficiently explored. Method This study examines the impact of academic anxiety on smartphone addiction, focusing on the mediating role of self-regulatory fatigue and the moderating role of mindfulness. Using convenience sampling strategy, a cross-sectional survey was implemented. Data were collected from a survey of 685 college students by using the Academic Anxiety Scale, Smartphone Addiction Scale, Self-Regulatory Fatigue Scale, and Mindfulness Scale. The hypothesized moderated mediation model was analyzed using Hayes’ (2017) PROCESS macro (Model 59). Results Moderated mediation analysis finds that academic anxiety significantly positively predicts smartphone addiction (β = 0.30, t = 7.24, 95%CI=[0.22, 0.38], p<0.001) in college students. Academic anxiety also indirectly predicts smartphone addiction through self-regulatory fatigue (β = 0.09, t = 2.43, 95%CI=[0.02, 0.16], p<0.05), with the mediation effect accounting for 11.76%. The mediation pathways are moderated by mindfulness. Compared with students with low mindfulness, the influence of academic anxiety on self-regulatory fatigue is stronger in students with high mindfulness(β = 0.10, t = 3.85, 95%CI=[0.05, 0.16], p<0.001). However, compared with students with low mindfulness, the influence of self-regulatory fatigue on smartphone addiction is weaker in students with high mindfulness(β=-0.08, t= -2.53, 95%CI=[-0.15, -0.02], p<0.05). That is, among individuals with a high level of mindfulness, mindfulness enhances the positive relationship between academic anxiety and self-regulatory fatigue while weakening the positive association between self-regulatory fatigue and smartphone addiction. Conclusion These findings elucidate the internal mechanisms linking academic anxiety to smartphone addiction and underscoring the dual role of mindfulness. The results offer valuable insights for developing strategies to prevent and manage smartphone addiction among college students.
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References 71 · Cited by 21
Research works printed but not linked: 75
- Chen L, Yan Z, Tang W, et al. Mobile phone addiction levels and negative emotions among Chinese young adults: The mediating role of interpersonal problems. Comput Hum Behav. 2016;55:856–66. · DOI · Paper page
- Lin YH, Chang LR, Lee YH, et al. Development and validation of the Smartphone Addiction Inventory (SPAI). PLoS ONE. 2014;9(6):e98312. · DOI · Paper page
- Wu R, Niu Q, Wang Y, et al. The impact of problematic smartphone use on sleep quality among Chinese young adults: Investigating anxiety and depression as mediators in a three-wave longitudinal study. Psychol Res Behav Manage. 2024;17:1775–86. · DOI
- Zhang MX, Wu AM. Effects of smartphone addiction on sleep quality among Chinese university students: The mediating role of self-regulation and bedtime procrastination. Addict Behav. 2020;111:106552. · DOI · Paper page
- Zheng F, Gao P, He M, et al. Association between mobile phone use and inattention in 7102 Chinese adolescents: A population-based cross-sectional study. BMC Public Health. 2014;14(1):1–7. · DOI · Paper page
- Jun S. The reciprocal longitudinal relationships between mobile phone addiction and depressive symptoms among Korean adolescents. Comput Hum Behav. 2016;58:179–86. · DOI · Paper page
- Yang X, Zhou Z, Liu Q, et al. Mobile phone addiction and adolescents’ anxiety and depression: The moderating role of mindfulness. J Child Fam stud. 2019;28(3):822–30. · DOI · Paper page
- Kates AW, Wu H, Coryn CL. The effects of mobile phone use on academic performance: A meta-analysis. Comput Educ. 2018;127:107–12. · DOI · Paper page
- Zhang Y, Qin X, Ren P. Adolescents' academic engagement mediates the association between Internet addiction and academic achievement: The moderating effect of classroom achievement norm. Comput Hum Behav. 2018;89:299–307. · DOI · Paper page
- Zhang J, Zeng Y. Effect of college students’ smartphone addiction on academic achievement: The mediating role of academic anxiety and moderating role of sense of academic control. Psychol Res Behav Manage. 2024;17:933–44. · DOI
- Davis RA. A cognitive-behavioral model of pathological Internet use. Comput Hum Behav. 2001;17(2):187–95. · DOI · Paper page
- Elhai JD, Gallinari EF, Rozgonjuk D, et al. Depression, anxiety and fear of missing out as correlates of social, non-social and problematic smartphone use. Addict Behav. 2020;105:106335. · DOI · Paper page
- Enez Darcin A, Kose S, Noyan CO, et al. Smartphone addiction and its relationship with social anxiety and loneliness. Behav Inform Technol. 2016;35(7):520–25. · DOI · Paper page
- Gao T, Li J, Zhang H, et al. The influence of alexithymia on mobile phone addiction: The role of depression, anxiety and stress. J Affect Disord. 2018;225:761–66. · DOI
- Matar Boumosleh J, Jaalouk D. Depression, anxiety, and smartphone addiction in university students-A cross sectional study. PLoS ONE. 2017;12(8):e0182239. · DOI · Paper page
- You Z, Zhang Y, Zhang L, et al. How does self-esteem affect mobile phone addiction? The mediating role of social anxiety and interpersonal sensitivity. Psychiatry Res. 2019;271:526–31. · DOI
- Collie RJ, Ginns P, Martin AJ, et al. Academic buoyancy mediates academic anxiety’s effects on learning strategies: An investigation of English-and Chinese-speaking Australian students. Educational Psychol. 2017;37(8):947–64. · DOI
- Pekrun R, Elliot AJ, Maier MA. Achievement goals and achievement emotions: Testing a model of their joint relations with academic performance. J Educ Psychol. 2009;101(1):115–35. · DOI · Paper page
- Zhang X, Wang Y, Lu H, et al. The effects of mindfulness-based training intervention on employees’ ego depletion and work engagement: A field experiment based on ESM. Manage Rev. 2022;34(8):192–204. In Chinese.
- Chang H, Meng X, Li Y, et al. The effect of mindfulness on social media addiction among Chinese college students: A serial mediation model. Front Psychiatry. 2023;14:1087909. · DOI · Paper page
- Jiang W, Liu S, Liu M et al. The relationship between mindfulness and academic burnout in senior high school students during COVID-19 pandemic: The chain mediating role of social anxiety and smartphone addiction tendency. Curr Psychol. 2024;1–10.
- Li D, Xu Y, Cao S. How does trait mindfulness weaken the effects of risk factors for adolescent smartphone addiction? A moderated mediation model. Behav Sci. 2023;13(7):540. · DOI
- Hesketh T, Ding QJ. Anxiety and depression in adolescents in urban and rural China. Psychol Rep. 2005;96:435–44. · DOI · Paper page
- Martin AJ. Examining a multidimensional model of student motivation and engagement using a construct validation approach. Br J Educ Psychol. 2007;77(2):413–40. · DOI
- Pekrun R, Goetz T, Titz W, et al. Academic emotions in students' self-regulated learning and achievement: A program of qualitative and quantitative research. Educational Psychol. 2002;37(2):91–105. · DOI · Paper page
- Agnew R. Foundation for a general strain theory of crime and delinquency. Criminology. 1992;30(1):47–88. · DOI · Paper page
- Yang Z, Asbury K, Griffiths MD. An exploration of problematic smartphone use among Chinese university students: Associations with academic anxiety, academic procrastination, self-regulation and subjective wellbeing. Int J Mental Health Addict. 2019;17:596–614. · DOI · Paper page
- Zeng Y, Zhang J, Wei J, et al. The impact of undergraduates’ social isolation on smartphone addiction: The roles of academic anxiety and social media use. Int J Environ Res Public Health. 2022;19(23):15903. · DOI
- Baumeister RF, Vohs KD, Tice DM. The strength model of self-control. Curr Dir Psychol Sci. 2007;16(6):351–55. · DOI · Paper page
- Nes LS, Ehlers SL, Whipple MO, et al. Self-regulatory fatigue in chronic multi-symptom illnesses: Scale development, fatigue, and self-control. J Pain Res. 2013;6:181–88.
- Yuhuan Z, Pengyue Z, Dong C, et al. The association between academic stress, social support, and self-regulatory fatigue among nursing students: a cross-sectional study based on a structural equation modelling approach. BMC Med Educ. 2022;22(1):789. · DOI
- Gray JA. Perspectives on anxiety and impulsivity: A commentary. J Res Pers. 1987;21(4):493–509. · DOI
- Smillie LD, Pickering AD, Jackson CJ. The new reinforcement sensitivity theory: Implications for personality measurement. Personality Social Psychol Rev. 2006;10(4):320–35. · DOI
- Dong G, Lu Q, Zhou H, et al. Impulse inhibition in people with Internet addiction disorder: Electrophysiological evidence from a Go/NoGo study. Neurosci Lett. 2010;485(2):138–42. · DOI · Paper page
- Khang H, Kim JK, Kim Y. Self-traits and motivations as antecedents of digital media flow and addiction: The Internet, mobile phones, and video games. Comput Hum Behav. 2013;29(6):2416–24. · DOI · Paper page
- Schmeichel BJ, Harmon-Jones C, Harmon-Jones E. Exercising self-control increases approach motivation. J Personal Soc Psychol. 2010;99(1):162–73. · DOI
- Wang C, Lei L, Qiao X. The mediating effects of pursuing pleasure between self-regulatory fatigue and smartphone addiction among undergraduate students: The moderating effects of connectedness to nature. Psychol Dev Educ. 2021;37(4):601–8. In Chinese.
- Brown KW, Ryan RM. The benefits of being present: Mindfulness and its role in psychological well-being. J Personal Soc Psychol. 2003;84(4):822–48. · DOI · Paper page
- Kabat-Zinn J. Mindfulness–based interventions in context: past, present, and future. Clin Psychol Sci Pract. 2003;10:144–56. · DOI · Paper page
- Keng SL, Smoski MJ, Robins CJ. Effects of mindfulness on psychological health: A review of empirical studies. Clin Psychol Rev. 2011;31(6):1041–56. · DOI · Paper page
- Nyklíček I, Kuijpers KF. Effects of mindfulness-based stress reduction intervention on psychological well-being and quality of life: is increased mindfulness indeed the mechanism? Ann Behav Med. 2008;35(3):331–40. · DOI · Paper page
- You C, Liu Y. The effect of mindfulness on online self-presentation, pressure, and addiction on social media. Front Psychol. 2022;13:1034495. · DOI
- Cohen S, Wills TA. Stress, social support, and the buffering hypothesis. Psychol Bull. 1985;98(2):310–57. · DOI · Paper page
- Creswell JD, Lindsay EK. How does mindfulness training affect health? A mindfulness stress buffering account. Curr Dir Psychol Sci. 2014;23(6):401–7. · DOI · Paper page
- Garland EL, Roberts-Lewis A, Kelley K, et al. Cognitive and affective mechanisms linking trait mindfulness to craving among individuals in addiction recovery. Subst Use Misuse. 2014;49(5):525–35. · DOI · Paper page
- Bishop SR, Lau M, Shapiro S, et al. Mindfulness: A proposed operational definition. Clin Psychol Sci Pract. 2004;11(3):230–41. · DOI · Paper page
- Friese M, Messner C, Schaffner Y. Mindfulness meditation counteracts self-control depletion. Conscious Cogn. 2012;21(2):1016–22. · DOI · Paper page
- Burg JM, Wolf OT, Michalak J. Mindfulness as self-regulated attention. Swiss J Psychol. 2012;71(3):135–39. · DOI
- Waters AJ, Reitzel LR, Cinciripini P, et al. Associations between mindfulness and implicit cognition and self-reported affect. Substance abuse. 2009;30(4):328–37. · DOI
- Ivanovski B, Malhi GS. The psychological and neurophysiological concomitants of mindfulness forms of meditation. Acta Neuropsychiatrica. 2007;19(2):76–91. · DOI · Paper page
- Wang Y, Xin T, Liu X, et al. Mindfulness can reduce automatic responding: Evidences from Stroop task and prospective memory task. Acta Psychol Sinica. 2012;44(9):1180–88. In Chinese. · DOI
- Wenk-Sormaz H. Meditation can reduce habitual responding. Altern Ther Health Med. 2005;11(2):42–58.
- Ju H, Lv J. Current status and influencing factors of anxiety and mobile phone addiction among college students. Chin J Health Stat. 2022;39(4):555–57. In Chinese.
- Dong Y, Yu G. The development and application of an academic emotions questionnaire. Acta Psychol Sinica. 2007;39(5):852–60. In Chinese.
- Leung L. Linking psychological attributes to addiction and improper use of the mobile phone among adolescents in Hong Kong. J Child Media. 2008;2(2):93–113. · DOI · Paper page
- Bianchi A, Phillips JG. Psychological predictors of problem mobile phone use. Cyberpsychology Behav. 2005;8(1):39–51. · DOI · Paper page
- Wang L, Zhang J, Wang J, et al. Validity and reliability of the Chinese version of the Self-Regulatory Fatigue Scale in young adults. Chin Mental Health J. 2015;29(4):290–94. In Chinese.
- Liu X, Chi X, Zhang J, et al. Validation of Child and Adolescent Mindfulness Measure (CAMM) in Chinese Adolescents. Psychol Explor. 2019;39(3):250–56. In Chinese.
- Zhou H, Long L. Statistical remedies for common method biases. Adv Psychol Sci. 2004;12(6):942–50. In Chinese.
- Hayes AF. Introduction to mediation, moderation, and conditional process analysis: A regression-based approach. Guilford; 2017.
- Kardefelt-Winther D. A conceptual and methodological critique of internet addiction research: Towards a model of compensatory internet use. Comput Hum Behav. 2014;31(1):351–54. · DOI · Paper page
- Prem R, Kubicek B, Diestel S, et al. Regulatory job stressors and their within-person relationships with ego depletion: The roles of state anxiety, self-control effort, and job autonomy. J Vocat Behav. 2016;92:22–32. · DOI
- Fan J, Cheng Y, Tang M, et al. The mediating role of ego depletion in the relationship between state anxiety and academic procrastination among University students. Sci Rep. 2024;14(1):15568. · DOI
- Ding Q, Zhang Y, Zhou Z. Fear of missing out and social networking sites addiction: A moderated mediation model. J Psychol Sci. 2020;27(5):1140–46. In Chinese.
- Wang S, Zhang Y, Zhang Y, et al. The effect of intolerance of uncertainty on smartphone addiction: A moderated mediation model of self-regulatory fatigue and feeling of the passage of time. Curr Psychol. 2024;43:17118–30. · DOI
- Chin B, Lindsay EK, Greco CM, et al. Psychological mechanisms driving stress resilience in mindfulness training: A randomized controlled trial. Health Psychol. 2019;38(8):759–68. · DOI · Paper page
- Engert V, Kok BE, Papassotiriou I, et al. Specific reduction in cortisol stress reactivity after social but not attention-based mental training. Sci Adv. 2017;3(10):e1700495. · DOI · Paper page
- Dobkin PL, Irving JA, Amar S. For whom may participation in a mindfulness-based stress reduction program be contraindicated? Mindfulness. 2012;3:44–50. · DOI · Paper page
- Sahdra BK, Ciarrochi J, Parker PD, et al. Are people mindful in different ways? Disentangling the quantity and quality of mindfulness in latent profiles and exploring their links to mental health and life effectiveness. Eur J Pers. 2017;31(4):347–65. · DOI · Paper page
- Evans DR, Eisenlohr-Moul TA, Button DF, et al. Self‐regulatory deficits associated with unpracticed mindfulness strategies for coping with acute pain. J Appl Soc Psychol. 2014;44(1):23–30. · DOI · Paper page
- Eisenlohr-Moul TA, Walsh EC, Charnigo RJ, et al. The what and the how of dispositional mindfulness: Using interactions among subscales of the Five-Facet Mindfulness Questionnaire to understand its relation to substance use. Assessment. 2012;19(3):276–86. · DOI · Paper page
- Lindsay EK, Young S, Brown KW et al. Mindfulness training reduces loneliness and increases social contact in a randomized controlled trial. Proceedings of the National Academy of Sciences. 2019;116(9):3488-93.
- Khoury B, Sharma M, Rush SE, et al. Mindfulness-based stress reduction for healthy individuals: A meta-analysis. J Psychosom Res. 2015;78(6):519–28. · DOI · Paper page
- Salmon P, Lush E, Jablonski M, et al. Yoga and mindfulness: Clinical aspects of an ancient mind/body practice. Cogn Behav Pract. 2009;16(1):59–72. · DOI
- Wall RB. Tai Chi and mindfulness-based stress reduction in a Boston public middle school. J Pediatr Health Care. 2005;19(4):230–37. · DOI · Paper page
Metadata
- Authors
- Kong, L., Zhao, M., Huang, W., Zhang, W., & Liu, J.
- Affiliations
- Huazhong University of Science and Technology (CN)
- Jiujiang University (CN)
- The Fifth People's Hospital Of Jiujiang
- Gannan Normal University (CN)
- Corresponding author
- Zhao, Mingzhe
- Venue
- BMC Psychology
- Published
- 2025-03-21
- Volume
- 13
- Issue
- 1
- Pages
- 354-354
- ISSN
- 2050-7283 (ISSN-L)
- PMC
- PMC11983919
- OpenAlex
- W4409286102
- Cited by
- 21
- References
- 71
- Citations by year
- 2026: 18 · 2025: 3
- FWCI
- 36.00
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMC Psychology (publishedVersion, cc-by-nc-nd)
- Research Square (acceptedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Psychology › Developmental and Educational Psychology › Student Stress and Coping
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Keywords
- academic anxiety, smartphone addiction, self-regulatory fatigue, mindfulness, university students, moderated mediation, smartphone use
- MeSH terms
- Self-Control, Smartphone, Internet Addiction Disorder, Adolescent, Adult, Anxiety, Cross-Sectional Studies, Fatigue, Female, Humans, Male, Students, Universities, Behavior, Addictive, Young Adult, Mindfulness
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