Pengaruh Flow Experience, Escapism dan Habit Terhadap Adiksi Media Sosial Tiktok di Jakarta
DOI:
https://doi.org/10.63822/d4b76t74Keywords:
For You Page (FYP) Algorithm, Flow Experience, Infinite Scrolling Design, Escapism, TikTok Streak, Habit.Abstract
This study aims to examine how technological factors through flow experience generated by the algorithm, personal factors in the form of escapism driven by scrolling design, and social factors that shape usage habits through the streak feature contribute to social media addiction among TikTok users. Data were collected through an online survey using Google Forms. Participants in this study were active TikTok users residing in the Jakarta area, aged 18 to 28 years, who use TikTok daily and have consistently utilized the streak feature. The data were analyzed using Structural Equation Modeling based on Partial Least Squares with SmartPLS 4.0, involving a total of 160 respondents. The results indicate that flow experience has a positive and significant effect on social media addiction, escapism shows a positive but non-significant effect on social media addiction, and habit is proven to have a positive and significant effect on social media addiction. These findings suggest that deep engagement shaped by the For You Page (FYP) algorithm immerses users in continuous use without conscious interruption; the internal drive for emotional escape through TikTok’s infinite scrolling design is not strong enough to form addiction when not reinforced by other mechanisms; and usage patterns formed through streak gamification operate at an automatic and repetitive level, thereby strengthening users’ attachment to the platform.
References
Al-Maroof, R., Ayoubi, K., Alhumaid, K., Aburayya, A., Alshurideh, M., Alfaisal, R., & Salloum, S. (2021). The acceptance of social media video for knowledge acquisition, sharing and application: A comparative study among YouTube users and TikTok users’ for medical purposes. International Journal of Data and Network Science, 5(3), 197.
Amirthalingam, J., & Khera, A. (2024). Understanding Social Media Addiction: A Deep Dive. Cureus, 16(10), e72499. https://doi.org/10.7759/cureus.72499
Andreassen, C. S., Billieux, J., Griffiths, M. D., Kuss, D. J., Demetrovics, Z., Mazzoni, E., & Pallesen, S. (2016). The relationship between addictive use of social media and video games and symptoms of psychiatric disorders: A large-scale cross-sectional study. Psychology of addictive behaviors, 30(2), 252.
Asosiasi Penyelenggara Jasa Internet Indonesia. (2025). Hasil survei internet 2025. Retrieved from https://survei.apjii.or.id/survei/group/11
Atış Akyol, N., Atalan Ergin, D., 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, 100384. https://doi.org/10.1016/j.abrep.2021.100384
Babiker, A., Almourad, M. B., Panourgia, C., Alshakhsi, S., Montag, C., & Ali, R. (2023). Need for affect, problematic social media use and the mediating role of fear of missing out in European and Arab samples. Psychology Research and Behavior Management, 5025-5039.
Badan Pusat Statistik. (2025). Jumlah penduduk pertengahan tahun (ribu jiwa). Retrieved from https://www.bps.go.id/id/statistics-table/2/MTk3NSMy/jumlah-penduduk-pertengahan-tahun--ribu-jiwa-.html
Badri, R. E., Asnusa, S., Pranyoto, E., Susanti, S., & Gunawan, A. (2020). Adopsi Inovasi Fintech Berbasis Syariah di Indonesia: Studi Kasus Paylater Platform e-Commerce. GEMA : Jurnal Gentiaras Manajemen Dan Akuntansi, 14(3), 183–199. https://doi.org/10.47768/gema.v14.n3.202203
Bayer, J. B., Anderson, I. A., & Tokunaga, R. S. (2022). Building and Breaking Social Media Habits. Current Opinion in Psychology 45, 279-288.
Bernal-Ruiz, C., & Rosa-Alcázar, A., I. (2022). The Relationship Between Problematic Internet Use, WhatsApp and Personality. Europe's journal of psychology, 18(1), 6–18. https://doi.org/10.5964/ejop.2051
Bhandari, A., & Bimo, S. (2022). Why’s Everyone on TikTok Now? The Algorithmized Self and the Future of Self-Making on Social Media. Social Media + Society, 8(1). https://doi.org/10.1177/20563051221086241
Boldi, A., Rapp, A., & Tirassa, M. (2022). Playing during a crisis: The impact of commercial video games on the reconfiguration of people’s life during the COVID-19 pandemic. Human–Computer Interaction, 39, 338 - 379.
Bossen, C. B., & Kottasz, R. (2020). Uses and gratifications sought by pre-adolescent and adolescent TikTok consumers. Young Consum. 21, 463–478. doi: 10.1108/YC-07-2020-1186
Brailovskaia, J., Rohmann, E., Bierhoff, H.-W., & Margraf, J. (2018). The brave blue world: Facebook flow and Facebook addiction disorder (FAD). PLoS ONE, 13(7). https://doi.org/10.1371/journal.pone.0201484
Brand, C., Fochesatto, C. F., Gaya, A. R., Schuch, F. B., & López-Gil, J. F. (2024). Scrolling through adolescence: unveiling the relationship of the use of social networks and its addictive behavior with psychosocial health. Child and Adolescent Psychiatry and Mental Health, 18(1), 107.
Brand, M., Wegmann, E., Stark, R., Müller, A., Wölfling, K., Robbins, T. W., & Potenza, M. N. (2019). The Interaction of Person-Affect-Cognition-Execution (I-PACE) model. Neuroscience & Biobehavioral Reviews, 104, 1–10. https://doi.org/10.1016/j.neubiorev.2019.06.032
Caplan, S., E. (2010). Theory and measurement of generalized problematic Internet use: A two-step approach. Computers in Human Behavior, 26, 1089–1097. https://doi.org/10.1016/j.chb.2010.03.012
Chandratreya, P. (2025). The habit-driven consumer: Behavioral insights from neuromarketing. San International Scientific Publications.
Chemnad, K., Aziz, M., Belhaouari, S. B., & Ali, R. (2023). The interplay between social media use and problematic internet usage: Four behavioral patterns. Heliyon, 9(5), e15745. https://doi.org/10.1016/j.heliyon.2023.e15745
Chidiac, M., Ross, C., Marston, H. R., & Freeman, S. (2022). Age and Gender Perspectives on Social Media and Technology Practices during the COVID-19 Pandemic. International journal of environmental research and public health, 19(21), 13969. https://doi.org/10.3390/ijerph192113969
Chowdhury, H.K. (2025). Gamification Strategies in Digital Media Platforms and Their Effect on User Motivation, Engagement, and Behavior Modification. QIT Press-International Journal of Media Technology, 5(1), 1-7.
Copez-Lonzoy, A., Vallejos-Flores, M., Capa-Luque, W., Salas-Blas, E., Montero Doig, A. M., Dias, P. C., & Bazo-Alvarez, J. C. (2023). Adaptation of the Bergen Social Media Addiction Scale (BSMAS) in Spanish. Acta psychologica, 241, 104072. Advance online publication. https://doi.org/10.1016/j.actpsy.2023.104072
Csikszentmihalyi, M. (1997). Finding flow: The psychology of engagement with everyday life. Basic Books.
Dataindonesia.id. (2025). 8 Negara dengan Pengguna Tiktok Terbesar di Dunia. https://share.google/images/tDD495ZbGZtlOM8v2
Dorrestein, M., Nutley, S.B. & Thorell, L.B. (2025). Screen Time, Addictive Use of Social Media, Motives for Social Media Use and Social Media Content: Interrelations and Associations with Psychosocial Problems. Int J Ment Health Addiction. https://doi.org/10.1007/s11469-025-01491-5
Fabio, R. A., & Iaconis, S. M. (2024). The Role of Critical Thinking in Mitigating Social Network Addiction: A Study of TikTok and Instagram Users. International Journal of Environmental Research and Public Health, 21(10), 1305. https://doi.org/10.3390/ijerph21101305
Fernandes, B., Aydin, C., Uzun, B., Tan-Mansukhani, R., & Biswas, U. N. (2021). Psychometric properties of the compulsive internet use scale among adolescents in India, Philippines and Turkey. Addictive behaviors reports, 13, 100349. https://doi.org/10.1016/j.abrep.2021.100349
Frochot, I., & Lenglet, F. (2023). Getting Away From It All: Development of a Scale to Measure Escapism. Journal of Travel Research. 64. 499-516. 10.1177/00472875231218641.
Gardner, B., Rebar, A. L., & Lally, P. (2022). How does habit form? Guidelines for tracking real-world habit formation. Cogent Psychology, 9(1), Article 2041277. Advance online publication. https://doi.org/10.1080/23311908.2022.2041277
Geirdal, A. Ø., Ruffolo, M., Leung, J., Thygesen, H., Price, D., Bonsaksen, T., & Schoultz, M. (2021). Mental health, quality of life, wellbeing, loneliness and use of social media in a time of social distancing during the COVID-19 outbreak. A cross-country comparative study. Journal of Mental Health, 30(2), 148-155.
Georgiev, D., Christie, R., Torkamani, M., Song, R., Limousin, P., & Jahanshahi, M. (2022). Development and Validation of a Daily Habit Scale. Frontiers in neuroscience, 16, 880023. https://doi.org/10.3389/fnins.2022.880023
Ghozali, I., & Kusumadewi, K., A. (2023). Partial Least Square Konsep, Teknik dan Aplikasi dengan Smart PLS 4.0.
Giardina, A., Schimmenti, A., Starcevic, V., King, D. L., Di Blasi, M., & Billieux, J. (2024). Problematic gaming, social withdrawal, and Escapism: The Compensatory-Dissociative Online Gaming (C-DOG) model. Computers in Human Behavior, 155, 1–14. https://doi.org/10.1016/j.chb.2024.108187
GoodStats (2025). Publik RI Habiskan Hampir 45 Jam Sebulan di TikTok, Kalahkan Rata-rata Global. Retrieved from https://data.goodstats.id/statistic/publik-ri-habiskan-hampir-45-jam-sebulan-di-tiktok-kalahkan-rata-rata-global-OxYPF
Guerra-Tamez, C., R., Dávila-Aguirre, M., C., Codina, J., N., & Rodríguez, P., G. (2021). Analysis of the elements of the theory of flow and perceived value and their influence in craft beer consumer loyalty. Journal of International Food & Agribusiness Marketing 33, no. 5: 487-517.
Guo, J., Zhao, Y., Zhang, W., Lu, K., Feng, X., & Xia, T. (2025). The Influence of the Information Richness of Interfaces on Consumers’ Purchase Intention: The Sequential Mediating Effects of Cognitive Load, Mental Imagery, and Flow Experience. Behavioral Sciences, 15(5), 673. https://doi.org/10.3390/bs15050673
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate Data Analysis With Reading. https://doi.org/10.1080/00401706.1973.10489095
Hair, J. F., Hult, G., T., M., Ringle, C., M., & Sarstedt, M. (2021). Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R. https://doi.org/10.1007/978-3-030-80519-7
Harvey, A. G., Callaway, C. A., Zieve, G. G., Gumport, N. B., & Armstrong, C. C. (2021). Applying the Science of Habit Formation to Evidence-Based Psychological Treatments for Mental Illness. Perspectives on Psychological Science, 17(2), 572-589. https://doi.org/10.1177/1745691621995752
Heitmayer, M., & Lahlou, S. (2021). Why are smartphones disruptive? An empirical study of smartphone use in real-life contexts. Computers in Human Behaviour. https://doi.org/10.1016/j.chb.2020.106637
Hoque, S., & Hossain, M. A. (2023). Social media stickiness in the Z generation: A study based on the uses and gratifications theory. Journal of Information Science Theory and Practice, 11(4), 90-108.
Hristova, D., & Lieberoth, A. (2021). How socially sustainable is social media gamification? A look into Snapchat, Facebook, Twitter and Instagram. In Transforming Society and Organizations through Gamification: From the Sustainable Development Goals to Inclusive Workplaces (pp. 225-245). Cham: Springer International Publishing.
Hristova, D., Jovicic, S., Göbl, B., de Freitas, S., & Slunecko, T. (2022). “Why did we lose our snapchat streak?”. Social media gamification and metacommunication. Computers in Human Behavior Reports, 5, 100172.
Hussain, U., Jabarkhail, S., Cunningham, G. B., & Madsen, J. A. (2021). The dual nature of escapism in video gaming: A meta-analytic approach. Computers in Human Behavior Reports, 3, 100081. https://doi.org/10.1016/j.chbr.2021.100081
Iba, Z., & Wardhana, A. (2023). Metode Penelitian. Eureka Media Aksara.
Jo, H., & Baek, E. M. (2023). Exploring the dynamics of mobile app addiction: the interplay of communication, affective factors, flow, perceived enjoyment, and habit. BMC Psychol 11, 404. https://doi.org/10.1186/s40359-023-01440-8
Jo, H., & Baek, E. M. (2023). Predictors of social networking service addiction. Scientific reports, 13(1), 16705. https://doi.org/10.1038/s41598-023-43796-2
Jo, H., & Baek, E. M. (2023). Predictors of social networking service addiction. Scientific Reports, 13 (1), 16705. https://doi.org/10.1038/s41598-023-43796-2
Jouhki, H., Savolainen, I., Sirola, A., Oksanen A. (2022). Escapism and Excessive Online Behaviors: A Three-Wave Longitudinal Study in Finland during the COVID-19 Pandemic. Int J Environ Res Public Health. 2022 Sep 30;19(19):12491. doi: 10.3390/ijerph191912491.
Kabata, P., Winniczuk-Kabata, D., Kabata, P. M., Jaśkiewicz, J., & Połom, K. (2022). Can Social Media Profiles Be a Reliable Source of Information on Nutrition and Dietetics? Healthcare (Basel, Switzerland), 10(2). https://doi.org/10.3390/healthcare10020397
Kang, H., & Lou, C. (2022). AI agency vs. human agency: understanding human–AI interactions on TikTok and their implications for user engagement. Journal of Computer-Mediated Communication, Volume 27, Issue 5, September 2022, zmac014, https://doi.org/10.1093/jcmc/zmac014
Katz, E., Blumler, J. G., & Gurevitch, M. (1973). Uses and gratifications research. Public Opinion Quarterly, 37(4), 509–523. https://doi.org/10.1086/268109
Keller, J., Kwasnicka, D., Klaiber, P., Sichert, L., & Lally, P. (2021). Habit formation following routine-based versus time-based cue planning: A randomized controlled trial. British Journal of Health Psychology, 26(3), 807–824.
Lin, J., Lin, S., Turel, O., & Xu, F. (2020). The buffering effect of flow experience on the relationship between overload and social media users’ discontinuance intentions. Telematics and Informatics, 49, 101374.
Marques, L. M., Uchida, P. M., Aguiar, F. O., Kadri, G., Santos, R. I. M., & Barbosa, S. P. (2023). Escaping through virtual gaming-what is the association with emotional, social, and mental health? A systematic review. Frontiers in psychiatry, 14, 1257685. https://doi.org/10.3389/fpsyt.2023.1257685
Meier, A., Beyens, I., Siebers, T., Pouwels, L., & Valkenburg, P. M. (2023). Habitual social media and smartphone use are linked to task delay for some, but not all, adolescents. Journal of Computer-Mediated Communication, 28(3), zmad008. https://doi.org/10.1093/jcmc/zmad008
Miranda, S., Trigo, I., Rodrigues, R., & Duarte, M. (2023). Addiction to social networking sites: Motivations, flow, and sense of belonging at the root of addiction. Technological Forecasting and Social Change, 188, 122280.
Montag, C., Yang, H., & Elhai, J. D. (2021). On the Psychology of TikTok Use: A First Glimpse From Empirical Findings. Frontiers in public health, 9, 641673. https://doi.org/10.3389/fpubh.2021.641673
Nooripour, R., Ghanbari, N., Hosseinian, S., Lavie, C., Mozaffari, N., Sikström, S., Hosseini, S., R. (2023). Psychometric properties of persian version of escapism scale among Iranian adolescents. BMC Psychol 11, 323. https://doi.org/10.1186/s40359-023-01379-w
Oliveira, W., Hamari, J., Joaquim, S., Toda, A. M., Palomino, P. T., Vassileva, J., & Isotani, S. (2022). The effects of personalized gamification on students’ flow experience, motivation, and enjoyment. Smart Learning Environments, 9(1), 16.
Omar, B., & Dequan, W. (2020). Watch, Share or Create: The Influence of Personality Traits and User Motivation on TikTok Mobile Video Usage. International Journal of Interactive Mobile Technologies, 14(04), pp. 121–137. https://doi.org/10.3991/ijim.v14i04.12429
Opwis, M., Bartel, E.C., Salewski, C., & Schmidt, J. (2024). Sorry—Bad Habit! Validation of the German Self-Report Habit Index with a Test for Its Relation to Potentially Addictive Forms of Health-Risk Behaviors. Int J Ment Health Addiction 22, 3414–3432. https://doi.org/10.1007/s11469-023-01057-3
Orazi, D. C., Yi Mah, K., Derksen, T., & Murray, K. B. (2023). Consumer escapism: Scale development, validation, and physiological associations. Journal of Business Research, 160, Article 113805. https://doi.org/10.1016/j.jbusres.2023.113805
Pal, D., & Arpnikanondt, C. (2023). The sweet escape to metaverse: Exploring escapism, anxiety, and virtual place attachment. Computers in Human Behavior. 150. 107998. 10.1016/j.chb.2023.107998.
Park, J., Jeong, J. E., & Rho, M. J. (2021). Predictors of Habitual and Addictive Smartphone Behavior in Problematic Smartphone Use. Psychiatry investigation, 18(2), 118–125. https://doi.org/10.30773/pi.2020.0288
Perdana, A., A., Mujianto, H., & Pratiwi, R. (2025). Pengaruh Popularitas Tiktok sebagai Media Pencarian Informasi Terhadap Penurunan Penggunaan Google di Generasi Z. JKOMDIS : Jurnal Ilmu Komunikasi Dan Media Sosial.
Purwanza, S., W., Wardana, A., Mufidah, A., Renggo, Y., R., Hudang, A., K., Setiawan, J., Damanik, D., Badi'ah, A., Sayekti, S., P., Fadillah, M., Nugrohowardhani, R., L., Amruddin, Saloom, G., Hardiyani, T., Banne, S., Prisusanti, R., & Rasinus. (2022). Metodologi Penelitian Kuantitatif, Kualitatif, dan Kombinasi.
Qin, Y., Omar, B., & Musetti, A. (2022). The addiction behavior of short-form video app TikTok: The information quality and system quality perspective. Frontiers in Psychology, 13, 932805.
Rahardjo, L. K. D., & Soetjiningsih, C. H. (2022). Fear of Missing Out (FOMO) dengan Kecanduan Media Sosial pada Mahasiswa. Bulletin of Counseling and Psychotherapy, 4(3). https://doi.org/10.51214/bocp.v4i3.328
Ramadhan, M. (2021). Jakarta jadi kota nomor 4 paling banyak dilihat di TikTok. Kompas.com. https://www.kompas.com/wiken/read/2021/10/09/094500081/jakarta-jadi-kota-nomor-4-paling-banyak-dilihat-di-tiktok
Rejeb, A., Rejeb, K., Appolloni, A., Treiblmaier, H., & Iranmanesh, M. (2024). Mapping the scholarly landscape of TikTok (Douyin): A bibliometric exploration of research topics and trends. Digital Business, 4(1), 100075.10.1016/j.digbus.2024.100075
Rixen, J., A., Meinhardt, L., Glöckler, M., Ziegenbein, M., Schlothauer, A., Colley, M., Rukzio, E., & Gugenheimer. J. (2023). The loop and reasons to break it: Investigating Infinite Scrolling behaviour in social media applications and reasons to stop. Proc. ACM Hum. Comput. Interact. 7, MHCI (11 Sept. 2023), 1–22.
Roberts, J. A., & David, M. E. (2022). Instagram and TikTok Flow States and Their Association with Psychological Well-Being. Cyberpsychology, Behavior, and Social Networking 26, 2 (1 2023), 80–89. https://doi.org/10.1089/cyber.2022.0117
Roberts, J. A., & David, M. E. (2023). Instagram and TikTok Flow States and Their Association with Psychological Well-Being. Cyberpsychology, Behavior, and Social Networking, 26(2), 80-89. https://doi.org/10.1089/cyber.2022.0117
Satici, B., Kayis, A., R., & Griffiths, M., D. (2023) Exploring the Association Between Social Media Addiction and Relationship Satisfaction: Psychological Distress as a Mediator. Int J Ment Health Addiction 21, 2037–2051. https://doi.org/10.1007/s11469-021-00658-0
Sha, P., & Dong, X. (2021). Research on Adolescents Regarding the Indirect Effect of Depression, Anxiety, and Stress between TikTok Use Disorder and Memory Loss. International Journal of Environmental Research and Public Health, 18(16), 8820. https://doi.org/10.3390/ijerph18168820
Shanmugasundaram, M., & Tamilarasu, A. (2023). The impact of digital technology, social media, and artificial intelligence on cognitive functions: a review. Frontiers in Cognition. https://doi.org/10.3389/fcogn.2023.1203077
Singh, B., Murphy, A., Maher, C., & Smith, A. E. (2024). Time to form a habit: A systematic review and meta-analysis of health behaviour habit formation and its determinants. Healthcare, 12(23), 2488.
Singh, B., Murphy, A., Maher, C., & Smith, A. E. (2024). Time to Form a Habit: A Systematic Review and Meta-Analysis of Health Behaviour Habit Formation and Its Determinants. Healthcare, 12(23), 2488. https://doi.org/10.3390/healthcare12232488
Social Champ. (2024). Proven Ways to Get on TikTok For You Page in 2025. Retrieved from https://www.socialchamp.com/blog/tiktok-for-you-page/
Soraci, P., Bevan, N., Pisanti, R. (2025). The Italian Version of the Escapism Social Media Scale (ESMS): Adaptation, Validation, and Psychometric Evaluation. Int J Ment Health Addiction. https://doi.org/10.1007/s11469-024-01438-2
Soraci, P., Ferrari, A., Barberis, N., Luvarà, G., Urso, A., Del Fante, E., & Griffiths, M. D. (2023). Psychometric analysis and validation of the Italian Bergen Facebook Addiction Scale. International Journal of Mental Health and Addiction, 21(1), 451–467. https://doi.org/10.1007/s11469-020-00346-5
Subudhi, R. N., Das, S.C., & Sahu, S. (2020). Digital Escapism. Journal of Humanities and Social Sciences Research, 2(S), 37-44. https://doi.org/10.37534/BP.JHSSR.2020.V2.NS.ID1071.P37
Sugiyono, D. (2023). Metode Penelitian Pendidikan Pendekatan Kuantitatif, Kualitatif, dan R&D.
Sukwika, T. (2023). Menentukan Populasi dan Sampling.
Tetik, S., Popescu, C., & Akkaya, B. (2025). Social Media Addiction and Social Skills: Implications for Societal Learning Systems, Technology, Social Economy, and Societal Challenges. Systems, 13(7), 501. https://doi.org/10.3390/systems13070501
Thorell, L. B., Autenrieth, M., Riccardi, A., Burén, J., & Nutley, S. B. (2024). Scrolling for fun or to cope? Associations between social media motives and social media disorder symptoms in adolescents and young adults. Frontiers in psychology, 15, 1437109. https://doi.org/10.3389/fpsyg.2024.1437109
TikTok Support. (2025). Streaks. Retrieved from https://support.tiktok.com/en/using-tiktok/messaging-and-notifications/streaks
Üsten, E., & Sieben, A. (2023). Don’t stop me now: Psychological effects of interrupting a moving pedestrian crowd and a video game. PloS One, 18(7), e0287583.
Van Essen, C. M., & Van Ouytsel, J. (2023). Snapchat streaks—How are these forms of gamified interactions associated with problematic smartphone use and fear of missing out among early adolescents?. Telematics and Informatics Reports, 11. https://doi.org/10.1016/j.teler.2023.100087
Verplanken, B., & Orbell, S. (2003). Reflections on past behavior: A self-report index of habit strength. Journal of Applied Social Psychology, 33, 1313-1330.
Vigil, S. (2023). TikTok Use, Flow, and Addictive Behaviors. McNair Summer Research Program. 8. https://digital.sandiego.edu/mcnair-summer/8
Wang, X., & Guo, Y. (2025). Do social motivations predict addiction to social media in young people? The role of flow and algorithm awareness. Anales de Psicología, 41(1), 76-84. Epub February 21, 2025. https://dx.doi.org/10.6018/analesps.610811
Watson, P., Gladwin, T. E., Verhoeven, A. A. C., & de Wit, S. (2023). Investigating habits in humans with a symmetrical outcome-revaluation task. Behavior research methods, 55(5), 2687–2705. https://doi.org/10.3758/s13428-022-01922-4
We Are Social, & Meltwater. (2025). Digital 2025: Indonesia. Retrieved from https://wearesocial.com/id/blog/2025/02/digital-2025/
Wood, W. (2024). Habits, Goals, and Effective Behavior Change. Current Directions in Psychological Science, 33(4), 226-232. https://doi.org/10.1177/09637214241246480
Wyckmans, F., Chatard, A., Saeremans, M., Kornreich, C., Jaafari, N., Fantini-Hauwel, C., & Noël, X. (2020). Habitual routines and automatic tendencies differential roles in alcohol misuse among undergraduates. Frontiers in Psychology, 11, Article 607866. https://doi.org/10.3389/fpsyg.2020.607866
Yamin, S. (2023). Olah Data Statistik: SMARTPLS3 SMARTPLS4 AMOS & STATA [Mudah & Praktis] (A. Rasyid, Ed.; 3rd ed.). PT Dewangga Energi Internasional.
Ytre-Arne, B., Syvertsen, T., Moe, H., & Karlsen, F. (2020). Temporal ambivalences in smartphone use: Conflicting flows, conflicting responsibilities. New Media & Society, 22(9), 1715-1732. https://doi.org/10.1177/1461444820913561
Zakki, N., Fathorrahman, & AS., F. (2025). The influence of price, brand experience, and speed delivery on consumer loyalty mediated by customer review and moderated by content creators on TikTok consumers in Sumenep City. Journal of Management and Business Studies, Vol.12 (1) 2025. https://doi.org/10.21107/jsmb.v12i1
Zhang, J., Marci, T., Marino, C., Canale, N., Vieno, A., Wang, J., & Chen, X. (2024). Factorial validity of the problematic social media use scale among Chinese adults. Addictive behaviors, 148, 107855. https://doi.org/10.1016/j.addbeh.2023.107855
Zhao, H., & Wagner, C. (2023). How TikTok leads users to flow experience: investigating the effects of technology affordances with user experience level and video length as moderators. Internet Research, 33(2), 820-849.
Zheng, C. (2023). Research on the flow experience and social influences of users of short online videos. A case study of DouYin. Sci Rep 13, 3312. https://doi.org/10.1038/s41598-023-30525-y
Zhou, R. (2024). Understanding the Impact of TikTok's Recommendation Algorithm on User Engagement. International Journal of Computer Science and Information Technology, 3 (2), 201-208. https://doi.org/10.62051/ijcsit.v3n2.24
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