Abstract
Introduction. Social media addiction is one of the most widespread non-medical addictions. Its numerous negative consequences have created a psychological problem, which has made it essential to study factors of social media addiction. The corresponding model can solve the problem and add insight into the factor structure. This study aims to construct such a model. We hypothesized that the ‘psychological state’ factor plays a dominant role in this model. Methods. We used exploratory and confirmatory factor analysis to examine the social media addiction factor structure. Also were used Kendall’s nonparametric correlations and Pearson’s parametric correlations. Used software: R-based statistic tools, Jamovi, IBM SPSS-22. Respondents: 618 social media users (430 women aged 16–76 years, M = 37.01; 188 men aged 16–67 years, M = 31.3). Results and Discussion. The model of social media addiction includes three factors – ‘psychological state’, ‘communication’, and ‘information receiving’. A reliability index for the model was 0.828 (p-value < 0.001). We confirmed the initial hypothesis. Moreover, correlations of the ‘psychological state’ factor with anxiety, depression, loneliness, extraversion, self-esteem, and life satisfaction (closely related to social media addiction) exceed the correlations of other factors and the Inventory as a whole. A stronger correlation between the ‘psychological state’ factor and the personality states mentioned above and traits explains greater social media addiction severity among females. In different societies, the model of social media addiction may have a fundamentally different factor structure. The three-factor model of social media addiction demonstrated a high degree of reliability. The model adequately describes the essence of this kind of addiction and may be used to examine theoretical and practical perspectives of this problem.
References
Abbasi, I., & Drouin, M. (2019). Neuroticism and Facebook addiction: How social media can affect mood? The American Journal of Family Therapy, 47(4), 199–215. https://doi.org/10.1080/01926187.2019.1624223
Acar, I. H., Avcılar, G., Yazıcı, G., & Bostancı, S. (2020). The roles of adolescents’ emotional problems and social media addiction on their self-esteem. Current Psychology. https://doi.org/10.1007/s12144-020-01174-5
Al Mamun, M. A., & Griffiths, M. D. (2019). The association between Facebook addiction and depression: A pilot survey study among Bangladeshi students. Psychiatry Research, 271, 628–633. https://doi.org/10.1016/j.psychres.2018.12.039
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
Assessing self-esteem of adolescents using the test by R. V. Ovcharova (n.d.). A test for assessing self-esteem of adolescents. Retrieved from https://womanadvice.ru/test-na-samoocenku-dlya-podrostkov (in Russ.).
Baltaci, Ö. (2019). The predictive relationships between social media addiction and social anxiety, loneliness, and happiness. International Journal of Progressive Education, 15(4), 73–82. https://doi.org/10.29329/ijpe.2019.203.6
Belova, A. N., Builova, T. V., Bulyubash, I. D., Grigor'eva, V. N., Novikov, A. V., Polyakova, A. G., … Shchepetova, O. N. (2002). Scales, tests, and questionnaires in medical rehabilitation. Moscow: Antidor. (in Russ.).
Błachnio, A., Przepiorka, A., & Pantic, I. (2016). Association between Facebook addiction, self-esteem and life satisfaction: A cross-sectional study. Computers in Human Behavior, 55, Part B, 701–705. https://doi.org/10.1016/j.chb.2015.10.026
Brailovskaia, J., & Margraf, J. (2017). Facebook Addiction Disorder (FAD) among German students – A longitudinal approach. PloS ONE, 12(12). https://doi.org/10.1371/journal.pone.0189719
Chung, K. L., Morshidi, I., Yoong, L. C., & Thian, K. N. (2019). The role of the dark tetrad and impulsivity in social media addiction: Findings from Malaysia. Personality and Individual Differences, 143, 62–67. https://doi.org/10.1016/j.paid.2019.02.016
Dailey, S. L., Howard, K., Roming, S. M. P., Ceballos, N., & Grimes, T. (2020). A biopsychosocial approach to understanding social media addiction. Human Behavior and Emerging Technologies, 2(2), 158–167. https://doi.org/10.1002/hbe2.182
Dalvi-Esfahani, M., Niknafs, A., Kuss, D. J., Nilashi, M., & Afrough, S. (2019). Social media addiction: Applying the DEMATEL approach. Telematics and Informatics, 43, 101250. https://doi.org/10.1016/j.tele.2019.101250
Guven, A. (2019). Relationship between social media use, self-esteem, and satisfaction with life (A Thesis). The University of Alabama, Tuscaloosa, Alabama. Retrieved from http://ir.ua.edu/handle/123456789/6133
Hassim, S. R., Arifin, W. N., Kueh, Y. C., & Yaacob, N. A. (2020). Confirmatory factor analysis of the Malay version of the smartphone addiction scale among medical students in Malaysia. International Journal of Environmental Research and Public Health, 17(11), 3820. https://doi.org/10.3390/ijerph17113820
Hawi, N. S., & Samaha, M. (2017). The relations among social media addiction, self-esteem, and life satisfaction in university students. Social Science Computer Review, 35(5), 576–586. https://doi.org/10.1177%2F0894439316660340
Kaiser, H. F. (1974). An index of factorial simplicity. Psychometrika, 39(1), 31–36.
Kashif, M., A.-U.-R., & Javed, M. K. (2020). Social media addiction due to coronavirus. International Journal of Medical Science in Clinical Research and Review, 3(04), 331–336. Retrieved from https://ijmscrr.in/index.php/ijmscrr/article/view/93
Köse, Ö. B., & Doğan, A. (2019). The relationship between social media addiction and self-esteem among Turkish university students. Addicta: The Turkish Journal on Addictions, 6(1), 175−190. https://doi.org/10.15805/ADDICTA.2019.6.1.0036
Liu, C., & Ma, J. (2020). Social media addiction and burnout: The mediating roles of envy and social media use anxiety. Current Psychology, 39, 1883–1891. https://doi.org/10.1007/s12144-018-9998-0
Marengo, D., Poletti, I., & Settanni, M. (2020). The interplay between neuroticism, extraversion, and social media addiction in young adult Facebook users: Testing the mediating role of online activity using objective data. Addictive Behaviors, 102, 106150. https://doi.org/10.1016/j.addbeh.2019.106150
Osin, E. N., & Leont'ev, D. A. (2008). Testing the Russian-language versions of two scales for express assessment of subjective well-being. In the Materials of the 3rd All-Russian Sociological Congress. Moscow: Institute of Sociology, Russian Academy of Sciences. (in Russ.).
Pavia, L., Cavani, P., Di Blasi, M., & Giordano, C. (2016). Smartphone Addiction Inventory (SPAI): Psychometric properties and confirmatory factor analysis. Computers in Human Behavior, 63, 170–178. https://doi.org/10.1016/j.chb.2016.05.039
Raigorodskii, D. Ya. (2002). Practical psychodiagnostics. Assessment tools and tests. Samara: BAHRAH-M. (in Russ.).
Rimskii, R. R., & Rimskii, S. A. (1995). Almanac of psychological tests. Moscow: KSP. (in Russ.).
Şahin, C. (2017). The predictive level of social media addiction for life satisfaction: A study on university students. Turkish Online Journal of Educational Technology, 16(4), 120–125.
Sheinov, V. P. (2019a). Intrapersonal predictors of victimization. Institut psikhologii Rossiiskoi Akademii Nauk. Organizatsionnaya psikhologiya i psikhologiya truda (Institute of Psychology of the Russian Academy of Sciences. Organizational Psychology and Labor Psychology), 4(1), 154–182. (in Russ.).
Sheinov, V. P. (2019b). Cyberbullying: prerequisites and consequences. Institut psikhologii Rossiiskoi akademii nauk. Sotsial'naya i ekonomicheskaya psikhologiya (Institute of Psychology of the Russian Academy of Sciences. Social and Economic Psychology), 4(2), 77–98. (in Russ.).
Sheinov, V. P. (2021). Social media addiction and personality characteristics: a review of research. Vestnik Rossiiskogo universiteta druzhby narodov. Seriya: Psikhologiya i pedagogika (Bulletin of the Peoples’ Friendship University of Russia. Series: Psychology and Pedagogy), 18(3), 607–630. https://doi.org/10.22363/2313-1683-2021-18-3-607-630 (in Russ.).
Sheinov, V. P., & Dziavitsyn, A. S. (2021). Developing a reliable and valid inventory for assessing social media addiction. Sistemnaya psikhologiya i sotsiologiya (Systems Psychology and Sociology), 2, 41–55. (in Russ.).
Turel, O., Poppa, N., & Gil-Or, O. (2018). Neuroticism magnifies the detrimental association between social media addiction symptoms and well-being in women, but not in men: A three-way moderation model. Psychiatric Quarterly, 89, 605–619. https://doi.org/10.1007/s11126-018-9563-x
Vintilă, M., Tudorel, O. I., Goian, C., & Bărbat, C. (2021). Determining the structure of smartphone addiction scale: A bifactor model analysis. Current Psychology, 40, 1107–1114. https://doi.org/10.1007/s12144-018-0035-0

This work is licensed under a Creative Commons Attribution 4.0 International License.
Copyright (c) 2021 Sheinov V. P., Dziavitsyn A. S.