Trajectories of digital flourishing in adolescence: The predictive roles of developmental changes and digital divide factors
Open accessAbstract
Digital flourishing refers to the positive perceptions of digital communication use in five dimensions: connectedness, positive social comparison, authentic self-presentation, civil participation, and self-control. This three-wave panel study among 1081 Slovenian adolescents (M age = 15.34 years, 53.8% boys, 80.7% ethnic majority) explored the trajectories of their digital flourishing dimensions over 1 year (2021–2022). Latent class growth analysis identified two classes. Adolescents in the first class reported high levels of digital flourishing, which remained stable over time, whereas those in the second class reported low levels of digital flourishing with decreased self-control over time. Autonomy-supportive restrictive, autonomy-supportive active, and controlling active parental mediation styles, together with high parental digital skills, predicted adolescents' belongingness to the (more digitally flourishing) first class.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Open-ended, autonomy-supportive conversations with children about digital media are linked to lower likelihood of problematic internet use.
“Autonomy-supportive (providing choices and consistency) and open-ended discussions with children about digital media are associated with reduced likelihood of problematic internet use for children.60”
From Digital Ecosystems, Children, and Adolescents: Technical Report (2026) · cites this paper as [60]
The Discussion (page not available in our copy) reports that adolescents whose parents used more autonomy-supportive mediation were more likely to belong to a higher-digital-flourishing group. It does not report a reduced likelihood of problematic internet use, which is a different outcome. (LLM, conf=0.86)
Experimental — accuracy not yet measuredParenting approaches that are specific to teen digital media use also play a role in shaping digital media outcomes.
“Parenting approaches that are specific to teen digital media use also play a role in shaping digital media outcomes.60”
From Digital Ecosystems, Children, and Adolescents: Technical Report (2026) · cites this paper as [60]
Autonomy-supportive parenting is associated with digital flourishing for teens.
“Autonomy-supportive parenting is also associated with digital flourishing for teens60”
From Digital Ecosystems, Children, and Adolescents: Technical Report (2026) · cites this paper as [60]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003) · Journal of Applied Psychology · doi:10.1037/0021-9010.88.5.879 · Cited by 82,194 · see citing works
The "what" and "why" of goal pursuits: Human needs and the self-determination of behavior
Deci, E. L., & Ryan, R. M. (2000) · Psychological Inquiry · doi:10.1207/s15327965pli1104_01 · Cited by 34,210 · see citing works
(2010) · Intellectum (Universidad de La Sabana) · doi:10.1111/j.1467- · Cited by 16,131 · see citing works
Data Analysis Using Regression and Multilevel/Hierarchical Models
Gelman, A., & Hill, J. (2006) · doi:10.1017/cbo9780511790942 · Cited by 13,597 · see citing works
Auxiliary Variables in Mixture Modeling: Three-Step Approaches Using M plus
Asparouhov, T., & Muthén, B. (2014) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705511.2014.915181 · Cited by 3,634 · see citing works
Eccles, J. S., Midgley, C., Wigfield, A., Buchanan, C. M., Reuman, D., Flanagan, C., & Iver, D. M. (1993) · American Psychologist · doi:10.1037//0003-066x.48.2.90 · Cited by 3,487 · see citing works
An Introduction to Latent Class Growth Analysis and Growth Mixture Modeling
Jung, T., & Wickrama, K. A. S. (2007) · Social and Personality Psychology Compass · doi:10.1111/j.1751-9004.2007.00054.x · Cited by 3,228 · see citing works
Robins, R. W., Hendin, H. M., & Trzesniewski, K. H. (2001) · Personality and Social Psychology Bulletin · doi:10.1177/0146167201272002 · Cited by 3,041 · see citing works
Thanks coefficient alpha, we’ll take it from here.
McNeish, D. (2018) · Psychological Methods · doi:10.1037/met0000144 · Cited by 2,533 · see citing works
Latent class analysis: a guide to best practice
Weller, B. E., Bowen, N. K., & Faubert, S. J. (2020) · Journal of Black Psychology · doi:10.1177/0095798420930932 · Cited by 2,223 · see citing works
Scheerder, A., van Deursen, A., & van Dijk, J. (2017) · Telematics and Informatics · doi:10.1016/j.tele.2017.07.007 · Cited by 1,471 · see citing works
The Differential Susceptibility to Media Effects Model
Valkenburg, P. M., & Peter, J. (2013) · Journal of Communication · doi:10.1111/jcom.12024 · Cited by 1,340 · see citing works
A Primer on Maximum Likelihood Algorithms Available for Use With Missing Data
Enders, C. K. (2001) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem0801_7 · Cited by 1,027 · see citing works
The Third-Level Digital Divide: Who Benefits Most from Being Online?
van Deursen, A. J. A. M., & Helsper, E. J. (2015) · Communication and Information Technologies Annual · doi:10.1108/s2050-206020150000010002 · Cited by 1,022 · see citing works
Development Through the Lifespan
Karpov, Y. V. (2003) · Cambridge University Press eBooks · doi:10.1017/cbo9780511840975.009 · Cited by 636 · see citing works
Meier, A., & Reinecke, L. (2021) · Communication Research · doi:10.1177/0093650220958224 · Cited by 534 · see citing works
Digital Wellbeing as a Dynamic Construct
Vanden Abeele, M. M. P. (2021) · Communication Theory · doi:10.1093/ct/qtaa024 · Cited by 516 · see citing works
Otero González, A. (2011) · RUNA. Repositorio Institucional del Sergas (Servicio Gallego de Salud (SERGAS)) · doi:10.1111/j.1751 · Cited by 325 · see citing works
Valkenburg, P. M., Piotrowski, J. T., Hermanns, J. M. A., & de Leeuw, R. N. H. (2013) · Human Communication Research · doi:10.1111/hcre.12010 · Cited by 314 · see citing works
Yau, J. C., & Reich, S. M. (2019) · Journal of Research on Adolescence · doi:10.1111/jora.12376 · Cited by 299 · see citing works
Livingstone, S., Mascheroni, G., Dreier, M., Stéphane, C., & Lagae, K. (2015) · London School of Economics and Political Science Research Online (London School of Economics and Political Science) · Cited by 294 · see citing works
Digital youth: the role of media in development
(2011) · Choice Reviews Online · doi:10.5860/choice.48-5768 · Cited by 277 · see citing works
The media and the social construction of the environment
Hansen, A. (1991) · Media Culture & Society · doi:10.1177/016344391013004002 · Cited by 269 · see citing works
Subrahmanyam, K., & Smahel, D. (2011) · Advancing Responsible Adolescent Development · doi:10.1007/978-1-4419-6278-2 · Cited by 257 · see citing works
Ratelle, C. F., & Duchesne, S. (2014) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2014.09.003 · Cited by 228 · see citing works
Motivational dynamics of children's academic help-seeking and concealment.
Marchand, G. C., & Skinner, E. A. (2007) · Journal of Educational Psychology · doi:10.1037/0022-0663.99.1.65 · Cited by 188 · see citing works
Kliewer, W. L., Parrish, K. A., Taylor, K. W., Jackson, K., Walker, J. M., & Shivy, V. A. (2006) · Child Development · doi:10.1111/j.1467-8624.2006.00893.x · Cited by 185 · see citing works
Somarriba Arechavala, N., Espina, P. Z., & Pastor, A. T. L. (2022) · Buleria (Universidad de León) · doi:10.1007/s10902 · Cited by 155 · see citing works
Applying an affordances approach and a developmental lens to approach adolescent social media use
Moreno, M. A., & Uhls, Y. T. (2019) · DIGITAL HEALTH · doi:10.1177/2055207619826678 · Cited by 142 · see citing works
Alt, D., & Raichel, N. (2020) · International Journal of Educational Research · doi:10.1016/j.ijer.2020.101561 · Cited by 130 · see citing works
Nelissen, S., & den Bulck, J. V. (2017) · Information Communication & Society · doi:10.1080/1369118x.2017.1281993 · Cited by 123 · see citing works
Ren, W., Zhu, X., & Yang, J. (2021) · Computers & Education · doi:10.1016/j.compedu.2021.104382 · Cited by 110 · see citing works
George, M. J., Jensen, M. R., Russell, M. A., Gassman-Pines, A., Copeland, W. E., Hoyle, R. H., & Odgers, C. L. (2020) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2019.12.002 · Cited by 104 · see citing works
Meeus, A., Eggermont, S., & Beullens, K. (2018) · Human Communication Research · doi:10.1093/hcr/hqy015 · Cited by 57 · see citing works
Schreurs, L., Meier, A., & Vandenbosch, L. (2022) · Current Psychology · doi:10.1007/s12144-022-03893-3 · Cited by 55 · see citing works
Self-citationEhrenreich, S. E., George, M. J., Burnell, K., & Underwood, M. K. (2021) · Journal of Research on Adolescence · doi:10.1111/jora.12643 · Cited by 53 · see citing works
The course of problematic social media use in young adolescents: A latent class growth analysis
Boer, M., Stevens, G. W. J. M., Finkenauer, C., & van den Eijnden, R. J. J. M. (2021) · Child Development · doi:10.1111/cdev.13712 · Cited by 50 · see citing works
Wardenaar, K. J. (2020) · doi:10.31234/osf.io/m58wx · Cited by 48 · see citing works
How social well-being is affected by digital inequalities
Büchi, M., Festic, N., & Latzer, M. (2018) · International journal of communication · doi:10.5167/uzh-167385 · Cited by 47 · see citing works
Introduction to Positive Media Psychology
Raney, A. A., Janicke‐Bowles, S. H., Oliver, M. B., & Dale, K. R. (2020) · Routledge eBooks · doi:10.4324/9780429353482 · Cited by 45 · see citing works
Self-citationKatz, V. S., Moran, M. B., & Ognyanova, K. (2019) · Information, Communication & Society · doi:10.1080/1369118x.2017.1379551 · Cited by 42 · see citing works
Janicke‐Bowles, S. H., Buckley, T. M., Rey, R. T., Wozniak, T. R., Meier, A., & Lomanowska, A. M. (2023) · Journal of Happiness Studies · doi:10.1007/s10902-023-00619-5 · Cited by 40 · see citing works
Self-citationThe Routledge Companion to Digital Media and Children
Green, L., Holloway, D., Stevenson, K., Leaver, T., & Haddon, L. (2020) · Routledge eBooks · doi:10.4324/9781351004107 · Cited by 39 · see citing works
Developing and validating the digital skills scale for school children (DSS-SC)
Li, X., & Hu, R. (2020) · Information Communication & Society · doi:10.1080/1369118x.2020.1864002 · Cited by 38 · see citing works
Rosič, J., Janicke‐Bowles, S. H., Carbone, L., Lobe, B., & Vandenbosch, L. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.975557 · Cited by 38 · see citing works
Self-citationErnala, S. K., Burke, M., Leavitt, A., & Ellison, N. B. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3517569 · Cited by 36 · see citing works
Adolescent technology engagement: It is more complicated than a lack of self‐control
Shapka, J. D. (2019) · Human Behavior and Emerging Technologies · doi:10.1002/hbe2.144 · Cited by 31 · see citing works
Erreygers, S., Vandebosch, H., Vranješ, I., Baillien, E., & Witte, H. D. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.12.027 · Cited by 27 · see citing works
Internet-using children and digital inequality: A comparison between majority and minority Europeans
d’Haenens, L., & Ogan, C. (2013) · Communications · doi:10.1515/commun-2013-0003 · Cited by 22 · see citing works
The other side of the screen: The impact of perspective‐taking on adolescents’ online communication
Bowman‐Smith, C. K., Sosa‐Hernandez, L., & Nilsen, E. S. (2021) · Journal of Adolescence · doi:10.1016/j.adolescence.2021.08.006 · Cited by 21 · see citing works
Digital Inequalities Amongst Digital Natives
Helsper, E. J. (2020) · Routledge eBooks · doi:10.4324/9781351004107-41 · Cited by 14 · see citing works
Janicke‐Bowles, S. H. (2023) · Communication Studies · doi:10.1080/10510974.2023.2289688 · Cited by 10 · see citing works
Self-citationSchreurs, L., & Vandenbosch, L. (2023) · Mass Communication & Society · doi:10.1080/15205436.2022.2159432 · Cited by 8 · see citing works
Self-citationZilka, G. C. (2018) · Global media journal Australia · Cited by 5 · see citing works
Digital Engagement, Social Inequalities and Adolescent Well-BeingPreprint
Bohnert, M., & Gracia, P. (2022) · doi:10.31235/osf.io/ks3tj · Cited by 5 · see citing works
Macháčková, H., Jaron Bedrosova, M., Tolochko, P., Mužík, M., Waechter, N., & Boomgaarden, H. G. (2023) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.5281/zenodo.8304511 · Cited by 3 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- [32]32. Muthén, L. K., & Muthén, B. O. (2017). Mplus user's guide (8th ed.).
- [35]35. Primožič, M. (2020). Psihološki vidiki prekomerne uporabe mobilnih telefonov pri učencih drugega triletja osnovne šole. [Master's thesis, Univerza v Ljubljani]. http://pefprints.pef.uni-lj.si/id/eprint/6314
- [45]45. Steinberg, L. (2005). Cognitive and affective development in adolescence. Trends in Cognitive Sciences, 9, 69-74. https://doi.org/10.2016/j.tics.2004.12.005 · DOI
Cited by
Sorted by citations
Digital Ecosystems, Children, and Adolescents: Policy Statement
Munzer, T. G., Parga-Belinkie, J., Milkovich, L. M., Tomopoulos, S., Ajumobi, T., Cross, C., Gerwin, R. L., Madigan, S. L., Psych, R., Radesky, J. S., et al. (2026) · PEDIATRICS · doi:10.1542/peds.2025-075320 · Cited by 68 · see citing works
Teens, Tech, and Talk: Adolescents’ Use of and Emotional Reactions to Snapchat’s My AI Chatbot
Vanhoffelen, G., Vandenbosch, L., & Schreurs, L. (2025) · Behavioral Sciences · doi:10.3390/bs15081037 · Cited by 40 · see citing works
Self-citationDigital Ecosystems, Children, and Adolescents: Technical Report
Munzer, T., Milkovich, L. M., Madigan, S., Tomopoulos, S., Parga-Belinkie, J., Ajumobi, T., Cross, C., Gerwin, R., Council on Communications and Media, Radesky, J., et al. (2026) · Pediatrics · doi:10.1542/peds.2025-075321 · Cited by 14 · see citing works
Rosič, J., Schreurs, L., & Vandenbosch, L. (2025) · Journal of Computer-Mediated Communication · doi:10.1093/jcmc/zmaf005 · Cited by 9 · see citing works
Self-citationBjørnerud, E., Steindal, S. A., Hofmann, B., Winger, A., Riiser, K., Chen, W., & Holmen, H. (2025) · BMC Palliative Care · doi:10.1186/s12904-025-01774-7 · Cited by 4 · see citing works
Kouhsari, M., Chen, J., & Shirzad, K. (2025) · Computers & Education · doi:10.1016/j.compedu.2025.105506 · Cited by 3 · see citing works
Alfabetización en intimidad digital: una competencia clave para el desarrollo juvenil
Vandenbosch, L. (2025) · Contratexto · doi:10.26439/contratexto2025.n43.7921 · Cited by 2 · see citing works
Self-citationZarco-Alpuente, A., Fernández, V., Rosič, J., Janicke-Bowles, S., Escrivá-Martínez, T., & Samper-García, P. (2026) · Psicothema · doi:10.70478/psicothema.2026.38.03 · Cited by 1 · see citing works
Self-citationWang, X., Zhang, P., & Guoliang, Y. U. (2026) · Journal of Happiness Studies · doi:10.1007/s10902-026-01025-3 · Cited by 1 · see citing works
Charlery, I. (2025) · SN Social Sciences · doi:10.1007/s43545-025-01169-8
Owner of a Lonely Mind: Loneliness and Theory of Mind in Adolescents
Bosacki, S. (2025) · Springer eBooks · doi:10.1007/978-3-032-02959-1_27
Blanco-Ruíz, M., Pastor, E. M., Gonzalez, A. J., & Rosič, J. (2026) · Doxa Comunicación Revista interdisciplinar de estudios de comunicación y ciencias sociales · doi:10.31921/doxacom.n42a3511
Self-citationLee, E., Yeon, S. J., Jeon, J. Y., Spence, J. C., & Tremblay, M. S. (2026) · Gender Issues · doi:10.1007/s12147-026-09438-3
- Authors
- Rosič, J., Schreurs, L., Janicke-Bowles, S. H., & Vandenbosch, L.
- Affiliations
- KU Leuven (BE)
- Research Foundation - Flanders (BE)
- School of Communication Research, Chapman University , Orange, California ,
- Corresponding author
- Rosič, Jasmina
- Venue
- Child Development
- Publisher
- Oxford University Press (OUP)
- Published
- 2024-09-01
- Volume
- 95
- Issue
- 5
- Pages
- 1586-1602
- ISSN
- 0009-3920 (ISSN-L)
- 1467-8624
- OpenAlex
- W4394784507
- Cited by
- 13
- References
- 56
- Citations by year
- 2026: 6 · 2025: 7
- FWCI
- 9.35
- Type
- journal article
- Language
- en
- Open access
- green
- lirias.kuleuven.be
- Licence
- Locations
- Child Development (publishedVersion)
- PubMed (publishedVersion)
- Lirias (submittedVersion, other-oa)
- Lirias (KU Leuven) (submittedVersion, other-oa)
- Chapman University Digital Commons (Chapman University) (submittedVersion)
- Document Server@UHasselt (UHasselt) (submittedVersion)
- OSF Preprints (OSF Preprints) (submittedVersion, cc-by-sa)
- Funders
- HORIZON EUROPE European Research Council (852317)
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Education › Child Development and Digital Technology
- Social Sciences › Safety Research › Youth Development and Social Support
- Keywords
- adolescents, developmental trajectories, digital divide, self-control, social comparison, self-presentation, civil participation, sense of belonging, autonomy support, restrictive parenting, controlling parenting
- MeSH terms
- Self-Control, Adolescent, Adolescent Behavior, Female, Humans, Male, Slovenia, Personal Autonomy, Adolescent Development, Digital Divide
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review