Empirical study of factors affecting college students' problematic smartphone usage during the global pandemic
(1) Universitas Negeri Padang  Indonesia
(2) University of Johannesburg  South Africa
(3) University of Nigeria, Nsukka  Nigeria
(4) Universitas Negeri Padang  Indonesia
Corresponding Author
Copyright (c) 2023 Zadrian Ardi, Chiedu Eseadi, Mkpoikanke Sunday Otu, Hendra Hidayat
DOI : https://doi.org/10.24036/02022112121431-0-00
Full Text: Language : en
Abstract
Keywords
References
Abo-Ali, E. A., Al-Ghanmi, A., Hadad, H., Etaiwi, J., Bhutta, K., Hadad, N., . . . Zaytoun, S. (2022). Problematic Smartphone Use: Prevalence and Associated Factors Among Health Sciences Students in Saudi Arabia. Journal of Prevention, 43(5), 659-671. doi:10.1007/s10935-022-00692-1
Alshakhsi, S., Chemnad, K., Almourad, M. B., Altuwairiqi, M., McAlaney, J., & Ali, R. (2022). Problematic internet usage: the impact of objectively Recorded and categorized usage time, emotional intelligence components and subjective happiness about usage. Heliyon, 8(10). doi:10.1016/j.heliyon.2022.e11055
Andrade, A. L. M., Kim, D. J., Caricati, V. V., Martins, G. D. G., Kirihara, I. K., Barbugli, B. C., . . . De Micheli, D. (2020). Validity and reliability of the Brazilian version of the smartphone addiction scale-short version for university students and adult population. Estudos de Psicologia (Campinas), 37. doi:10.1590/1982-0275202037e190117
Andrade, A. L. M., Spritzer, D. T., Scatena, A., Pinheiro, B. D. O., da Silva, G. T., Kim, H. S., . . . De Micheli, D. (2023). Psychometric properties of the Smartphone Addiction Inventory - Short Form (SPAI-SF) in Brazilian adolescents. Psychiatry Research, 319. doi:10.1016/j.psychres.2022.115001
Ardi, Z., Eseadi, C., & Guspriadi, Y. (2022). A web-based career counseling intervention for enhancing career decision-making among prospective polytechnic students. Res Militaris, 12(2), 682-689.
Ardi, Z., Hidayat, H., Ifdil, I., Guspriadi, Y., & Fauziyyah, S. A. (2021). The Development of POTENSIA; The Android-Based Psychological Application for Mapping and Assessments of Student Mental Health During the COVID-19 Pandemic. International Journal of Interactive Mobile Technologies, 15(16).
Ardi, Z., Ifdil, I., & Maysitoh, M. (2020). Development and validation of the Zadrian-Ifdil Problem Checklist (ZIPC) for college students. International Journal of Technology, Innovation and Humanities, 1(1), 41-50.
Ardi, Z., Neviyarni, & Daharnis. (2019). Konselo app: The future of distance counselling and therapy applications based on android technology. International Journal of Innovation, Creativity and Change, 5(6), 231-244. Retrieved from https://www.scopus.com/inward/record.uri?eid=2-s2.0-85084436048&partnerID=40&md5=fa9c4d31b0195e977e60383f7350523c
Arrivillaga, C., Rey, L., & Extremera, N. (2020). Adolescents’ problematic internet and smartphone use is related to suicide ideation: Does emotional intelligence make a difference? COMPUTERS IN HUMAN BEHAVIOR, 110. doi:10.1016/j.chb.2020.106375
Arrivillaga, C., Rey, L., & Extremera, N. (2022). Psychological distress, rumination and problematic smartphone use among Spanish adolescents: An emotional intelligence-based conditional process analysis. Journal of affective disorders, 296, 1-8. doi:10.1016/j.jad.2021.09.021
Baker-Sparr, C., Hart, T., Bergquist, T., Bogner, J., Dreer, L., Juengst, S., . . . Whiteneck, G. G. (2018). Internet and Social Media Use after Traumatic Brain Injury: A Traumatic Brain Injury Model Systems Study. Journal of Head Trauma Rehabilitation, 33(1), E9-E17. doi:10.1097/HTR.0000000000000305
Cambra, U. C., Díaz, V. C., Martínez, L. M., & González, J. I. N. (2020). Smartphone: In communication more than addiction. Revista Latina de Comunicacion Social, 2020(75), 367-381. doi:10.4185/RLCS-2020-1431
Chen, Y., Li, R., & Liu, X. (2021). Problematic smartphone usage among Chinese adolescents: Role of social/non-social loneliness, use motivations, and grade difference. Current Psychology. doi:10.1007/s12144-021-02458-0
Cho, H., Choi, D., Kim, D., Kang, W. J., Choe, E. K., & Lee, S. J. (2021). Reflect, not Regret: Understanding Regretful Smartphone Use with App Feature-Level Analysis. Proceedings of the ACM on Human-Computer Interaction, 5(CSCW2). doi:10.1145/3479600
Ciasullo, M. V., Orciuoli, F., Douglas, A., & Palumbo, R. (2021). Putting Health 4.0 at the service of Society 5.0: Exploratory insights from a pilot study. Socio-Economic Planning Sciences. doi:10.1016/j.seps.2021.101163
Dai, C., Tai, Z., & Ni, S. (2021). Smartphone Use and Psychological Well-Being Among College Students in China: A Qualitative Assessment. Frontiers in Psychology, 12. doi:10.3389/fpsyg.2021.708970
Dodescu, A. O., Botezat, E. A., Constăngioară, A., & Pop-Cohuţ, I. C. (2021). A partial least-square mediation analysis of the contribution of cross-campus entrepreneurship education to students’ entrepreneurial intentions. Sustainability (Switzerland), 13(16). doi:10.3390/su13168697
Elhai, J. D., & Contractor, A. A. (2018). Examining latent classes of smartphone users: Relations with psychopathology and problematic smartphone use. COMPUTERS IN HUMAN BEHAVIOR, 82, 159-166. doi:10.1016/j.chb.2018.01.010
Elhai, J. D., Yang, H., McKay, D., & Asmundson, G. J. G. (2020). COVID-19 anxiety symptoms associated with problematic smartphone use severity in Chinese adults. Journal of affective disorders, 274, 576-582. doi:10.1016/j.jad.2020.05.080
Fabio, R. A., Stracuzzi, A., & Lo Faro, R. (2022). Problematic Smartphone Use Leads to Behavioral and Cognitive Self-Control Deficits. International journal of environmental research and public health, 19(12). doi:10.3390/ijerph19127445
Fook, C. Y., Narasuman, S., Aziz, N. A., Mustafa, S. M. S., & Han, C. T. (2021). Smartphone Usage among University Students. Asian Journal of University Education, 17(1), 283-291. doi:10.24191/ajue.v17i1.12622
Friedrichs, B., Turner, L. D., & Allen, S. M. (2022). Utilising the co-occurrence of user interface interactions as a risk indicator for smartphone addiction. Pervasive and Mobile Computing, 86. doi:10.1016/j.pmcj.2022.101677
Geyer, K., Ellis, D. A., Shaw, H., & Davidson, B. I. (2022). Open-source smartphone app and tools for measuring, quantifying, and visualizing technology use. Behavior Research Methods, 54(1). doi:10.3758/s13428-021-01585-7
Ghozali, I. (2014). Structural Equation Modelling Metode Alternatif dengan Partial Least Square (Vol. edisi 4).
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. doi:10.1556/2006.8.2019.32
Hair Jr, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021). Partial least squares structural equation modeling (PLS-SEM) using R: A workbook. In: Springer Nature.
Hawi, N. S., Samaha, M., & Griffiths, M. D. (2019). The Digital Addiction Scale for Children: Development and Validation. Cyberpsychology, Behavior, and Social Networking, 22(12), 771-778. doi:10.1089/cyber.2019.0132
Hnamte, L., Phurailatpam, J., & Laishram, M. (2022). Effect of COVID-19 on sleep pattern, mobile usage, and serum melatonin level among 1st-year medical students. JMS - Journal of Medical Society, 36(2), 60-64. doi:10.4103/jms.jms_150_21
Horwood, S., & Anglim, J. (2019). Problematic smartphone usage and subjective and psychological well-being. COMPUTERS IN HUMAN BEHAVIOR, 97, 44-50. doi:10.1016/j.chb.2019.02.028
Horwood, S., Anglim, J., & Mallawaarachchi, S. R. (2021). Problematic smartphone use in a large nationally representative sample: Age, reporting biases, and technology concerns. COMPUTERS IN HUMAN BEHAVIOR, 122. doi:10.1016/j.chb.2021.106848
Jahrami, H., Rashed, M., Alrasheed, M. M., Bragazzi, N. L., Saif, Z., Alhaj, O., . . . Vitiello, M. V. (2021). Nomophobia is associated with insomnia but not with age, sex, bmi, or mobile phone screen size in young adults. Nature and Science of Sleep, 13, 1931-1941. doi:10.2147/NSS.S335462
Jeon, M., Lee, M. S., Yoon, J. Y., & Bhang, S. Y. (2022). Mental health literacy of Internet gaming disorder and problematic smartphone use among Korean teenagers. PLOS one, 17(7 July). doi:10.1371/journal.pone.0270988
Jo, Y. S., Bhang, S. Y., Choi, J. S., Lee, H. K., Lee, S. Y., & Kweon, Y. S. (2020). Internet, gaming, and smartphone usage patterns of children and adolescents in Korea: A c-CURE clinical cohort study. Journal of Behavioral Addictions, 9(2), 420-432. doi:10.1556/2006.2020.00022
Kim, T. H., Jun, Y. S., Shin, Y. T., Lim, S. H., & Seo, J. W. (2018). A Preliminary Study on the Effectiveness of the Peer Relationship Enhancement Program in Adolescents at Risk for Internet and Smartphone Addiction. Soa Chongsonyon Chongsin Uihak, 29(2), 40-46. doi:10.5765/jkacap.2018.29.2.40
Kliesener, T., Meigen, C., Kiess, W., & Poulain, T. (2022). Associations between problematic smartphone use and behavioural difficulties, quality of life, and school performance among children and adolescents. BMC Psychiatry, 22(1). doi:10.1186/s12888-022-03815-4
Kumar, S. P., Anandan, K., Balathay, D., Vishnu Kumar, S., Bhattacharjee, B., & Ravichandran, S. (2022). A survey on connected healthcare beyond COVID in India: clinical perspectives. Journal of Medical Engineering and Technology. doi:10.1080/03091902.2022.2098397
Larra??aga, E., Yubero, S., Ovejero, A., & Navarro, R. l. (2016). Loneliness, parent-child communication and cyberbullying victimization among Spanish youths. COMPUTERS IN HUMAN BEHAVIOR, 65, 1-8. doi:10.1016/j.chb.2016.08.015
Lee, J., & Kim, W. (2021). Prediction of problematic smartphone use: A machine learning approach. International journal of environmental research and public health, 18(12). doi:10.3390/ijerph18126458
Lee, S. J., Choi, M. J., Yu, S. H., Kim, H., Park, S. J., & Choi, I. Y. (2022). Development and evaluation of smartphone usage management system for preventing problematic smartphone use. DIGITAL HEALTH, 8. doi:10.1177/20552076221089095
Li, L., Wang, L., & Wang, X. (2022). Effect of smartphone use before bedtime on smartphone addiction behaviors among Chinese college students. Frontiers in Psychology, 13. doi:10.3389/fpsyg.2022.1023245
Li, N., Fan, L., Wang, Y., Wang, J., & Huang, Y. (2022). Risk factors of psychological distress during the COVID-19 pandemic: The roles of coping style and emotional regulation. Journal of affective disorders, 299, 326-334. Retrieved from https://www.scopus.com/inward/record.uri?eid=2-s2.0-85121222718&doi=10.1016%2fj.jad.2021.12.026&partnerID=40&md5=776293be9c17cdd718ec8ea2bc6d7882
Litam, S. D. A., Ausloos, C. D., & Harrichand, J. J. S. (2021). Stress and Resilience Among Professional Counselors During the COVID-19 Pandemic. Journal of Counseling and Development, 99(4), 384-395. doi:10.1002/jcad.12391
Mac Cárthaigh, S., Perry, J., & Griffin, C. (2022). Do objective data support the claim that problematic smartphone use has a clinically meaningful impact upon adolescent sleep duration? Behaviour and Information Technology. doi:10.1080/0144929X.2022.2136533
Mahalingham, T., Howell, J., & Clarke, P. J. F. (2022). Attention control moderates the relationship between social media use and psychological distress. Journal of affective disorders, 297, 536-541. doi:10.1016/j.jad.2021.10.071
Mangot, A., Murthy, V., Kshirsagar, S., Deshmukh, A., & Tembe, D. (2018). Prevalence and pattern of phantom ringing and phantom vibration among medical interns and their relationship with smartphone use and perceived stress. Indian Journal of Psychological Medicine, 40(5), 440-445. doi:10.4103/IJPSYM.IJPSYM_141_18
Marciano, L., & Camerini, A. L. (2022). Duration, frequency, and time distortion: Which is the best predictor of problematic smartphone use in adolescents? A trace data study. PLOS one, 17(2 February). doi:10.1371/journal.pone.0263815
Massar, S. A. A., Chua, X. Y., Soon, C. S., Ng, A. S. C., Ong, J. L., Chee, N. I. Y. N., . . . Chee, M. W. L. (2021). Trait-like nocturnal sleep behavior identified by combining wearable, phone-use, and self-report data. npj Digital Medicine, 4(1). doi:10.1038/s41746-021-00466-9
Meier, A. (2022). Studying problems, not problematic usage: Do mobile checking habits increase procrastination and decrease well-being? Mobile Media and Communication, 10(2), 272-293. doi:10.1177/20501579211029326
Mokhtarinia, H. R., Torkamani, M. H., Farmani, O., Biglarian, A., & Gabel, C. P. (2022). Smartphone addiction in children: patterns of use and musculoskeletal discomfort during the COVID-19 pandemic in Iran. BMC Pediatrics, 22(1). doi:10.1186/s12887-022-03748-7
Mosleh, S. M., Shudifat, R. M., Dalky, H. F., Almalik, M. M., & Alnajar, M. K. (2022). Mental health, learning behaviour and perceived fatigue among university students during the COVID-19 outbreak: a cross-sectional multicentric study in the UAE. BMC Psychology, 10(1). doi:10.1186/s40359-022-00758-z
Nakayama, H., Ueno, F., Mihara, S., Kitayuguchi, T., & Higuchi, S. (2020). Relationship between problematic Internet use and age at initial weekly Internet use. Journal of Behavioral Addictions, 9(1), 129-139. doi:10.1556/2006.2020.00009
Ochs, C., & Sauer, J. (2022). Curtailing smartphone use: a field experiment evaluating two interventions. Behaviour and Information Technology, 41(16), 3598-3616. doi:10.1080/0144929X.2021.2007284
Panagiotidi, M., & Overton, P. (2022). Attention deficit hyperactivity symptoms predict problematic mobile phone use. Current Psychology, 41(5), 2765-2771. doi:10.1007/s12144-020-00785-2
Pancani, L., Preti, E., & Riva, P. (2020). The Psychology of Smartphone: The Development of the Smartphone Impact Scale (SIS). Assessment, 27(6), 1176-1197. doi:10.1177/1073191119831788
Peker, A., Nebİoğlu, M., & Ödemİş, M. H. (2019). Addiction in a virtual environment: A model test for the mediation role of mindfulness. Anadolu Psikiyatri Dergisi, 20(2), 153-158. doi:10.5455/apd.301945
Peterka-Bonetta, J., Sindermann, C., Elhai, J. D., & Montag, C. (2021). How objectively measured Twitter and Instagram use relate to self-reported personality and tendencies toward Internet/Smartphone Use Disorder. Human Behavior and Emerging Technologies, 3(5), 898-911. doi:10.1002/hbe2.243
Pittman, M., & Reich, B. (2016). Social media and loneliness: Why an Instagram picture may be worth more than a thousand Twitter words. COMPUTERS IN HUMAN BEHAVIOR, 62, 155-167. Retrieved from http://charsoomarketing.com/wp-content/uploads/2016/05/10.1016_j.chb_.2016.03.084-Social-media-and-loneliness-Why-an-Instagram-picture-may-be-worth-more-than-a-thousand-Twitter-words.pdf
http://www.sciencedirect.com/science/article/pii/S0747563216302552
Pivetta, E., Harkin, L., Billieux, J., Kanjo, E., & Kuss, D. J. (2019). Problematic smartphone use: An empirically validated model. COMPUTERS IN HUMAN BEHAVIOR, 100, 105-117. doi:10.1016/j.chb.2019.06.013
Poulain, T., Vogel, M., Kliesener, T., & Kiess, W. (2021). Associations between changes in behavioral difficulties and levels of problematic smartphone use in adolescents over a 1-year period. European Child and Adolescent Psychiatry. doi:10.1007/s00787-021-01874-8
Proekt, Y. L., Khoroshikh, V. V., Kosheleva, A. N., & Lugovaya, V. F. (2022) Learning Hard or Hardly Learning: Smartphones in the University’s Classrooms. In: Vol. 1503 CCIS (pp. 251-265): Springer Science and Business Media Deutschland GmbH.
Rautela, S., & Sharma, S. (2022). Fear of missing out (FOMO) to the joy of missing out (JOMO): shifting dunes of problematic usage of the internet among social media users. Journal of Information, Communication and Ethics in Society, 20(4), 461-479. doi:10.1108/JICES-06-2021-0057
Roig-Vila, R., Prendes-Espinosa, P., & Urrea-Solano, M. (2020). Problematic smartphone use in Spanish and Italian university students. Sustainability (Switzerland), 12(24), 1-18. doi:10.3390/su122410255
Sawaya, Y., Sano, A., Nakamura, T., & Isohara, T. (2022). Analysis of Trust Factors in Children's Abilities to Use Digital Devices.
Schmuck, D. (2020). Does digital detox work? exploring the role of digital detox applications for problematic smartphone use and well-being of young adults using multigroup analysis. Cyberpsychology, Behavior, and Social Networking, 23(8), 526-532. doi:10.1089/cyber.2019.0578
Sohn, S., 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). doi:10.1186/s12888-019-2350-x
Sohn, S. Y., Rees, P., Wildridge, B., Kalk, N. J., & Carter, B. (2021). Correction to: 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, (2019), 19, 1, (356), 10.1186/s12888-019-2350-x). BMC Psychiatry, 21(1). doi:10.1186/s12888-020-02986-2
Son, H., Park, S., & Han, G. (2021). Gender differences in parental impact on problematic smartphone use among korean adolescents. International journal of environmental research and public health, 18(2), 1-10. doi:10.3390/ijerph18020443
Stubbe, J. H., Tiemens, A., Keizer-Hulsebosch, S. C., Steemers, S., van Winden, D., Buiten, M., . . . van Rijn, R. M. (2021). Prevalence of Mental Health Complaints Among Performing Arts Students Is Associated With COVID-19 Preventive Measures. Frontiers in Psychology, 12. doi:10.3389/fpsyg.2021.676587
Sui, W., Sui, A., Munn, J., & Irwin, J. D. (2022). Comparing the prevalence of nomophobia and smartphone addiction among university students pre-COVID-19 and during COVID-19. Journal of American College Health. doi:10.1080/07448481.2022.2087473
Tsz Wah, M. (2022). Anxiety Symptoms Associated With the Severity of Problematic Smartphone Use: The Mediating Role of COVID-19 Anxiety. Iranian Journal of Psychiatry and Clinical Psychology, 27(4), 536-555. doi:10.32598/ijpcp.27.4.3862.1
Vezzoli, M., Zogmaister, C., & Coen, S. (2021). Love, Desire, And Problematic Behaviors: Exploring Young Adults’ Smartphone Use From A Uses And Gratifications Perspective. Psychology of Popular Media, 1-8. doi:10.1037/ppm0000375
Wang, J., Li, W., Ding, L., & Chen, S. (2022). The Relationship between Duration of Smartphone Uses and Anxiety in University Students during the COVID-19 Outbreak. International journal of environmental research and public health, 19(11). doi:10.3390/ijerph19116620
Winkler, A., Jeromin, F., Doering, B. K., & Barke, A. (2020). Problematic smartphone use has detrimental effects on mental health and somatic symptoms in a heterogeneous sample of German adults. COMPUTERS IN HUMAN BEHAVIOR, 113. doi:10.1016/j.chb.2020.106500
Winskel, H., Kim, T. H., Kardash, L., & Belic, I. (2019). Smartphone use and study behavior: A Korean and Australian comparison. Heliyon, 5(7). doi:10.1016/j.heliyon.2019.e02158
Xie, J. Q., Zimmerman, M. A., Rost, D. H., Yin, X. Q., & Wang, J. L. (2020). Stressful life events and problematic smartphone usage among Chinese boarding-school adolescents: a moderated mediation model of peer support and depressive symptoms. Addiction Research and Theory, 28(6), 493-500. doi:10.1080/16066359.2019.1692824
Xu, T. T., Wang, H. Z., Fonseca, W., Zimmerman, M. A., Rost, D. H., Gaskin, J., & Wang, J. L. (2019). The relationship between academic stress and adolescents’ problematic smartphone usage. Addiction Research and Theory, 27(2), 162-169. doi:10.1080/16066359.2018.1488967
Zhang, T., Zuck, A., Porter, D. E., & Tsafrir, D. (2019). Apps can quickly destroy your mobile’s flash: Why they don’t, and how to keep it that way.
Zhu, X. M., Yan, W., Sun, J., Liu, L., Zhao, Y. M., Zheng, Y. B., . . . Lu, L. (2022). Patterns and influencing factors of COVID-19 vaccination willingness among college students in China. Vaccine, 40(22), 3046-3054. doi:10.1016/j.vaccine.2022.04.013
Zwilling, M. (2022). The Impact of Nomophobia, Stress, and Loneliness on Smartphone Addiction among Young Adults during and after the COVID-19 Pandemic: An Israeli Case Analysis. Sustainability (Switzerland), 14(6). doi:10.3390/su14063229
Article Metrics
Abstract Views : 464 timesPDF Downloaded : 83 times
Refbacks
- There are currently no refbacks.
Copyright (c) 2023 Zadrian Ardi, Chiedu Eseadi, Mkpoikanke Sunday Otu, Hendra Hidayat
This work is licensed under a Creative Commons Attribution 4.0 International License.