Skip to main content

Advertisement

Log in

Children’s Problematic Use of the Internet in Biological and Social Context: A One-Year Longitudinal Study

  • Original Paper
  • Published:
Journal of Child and Family Studies Aims and scope Submit manuscript

Abstract

Contemporary psychological theories point to the value of considering both biological and environmental factors in understanding child behavior, including the child’s interactions with modern day digital technology. We adopted a bioecological perspective and examined the child’s level of hyperactivity/inattention (ADHD) symptoms, general parenting practices and Internet-related parenting practices in relation to the child’s problematic use of the Internet (PUI). Parent-child dyads of 691 school-aged children (8–10 years old at the first measurement time) from Latvia (n = 236), Lithuania (n = 207) and Taiwan (n = 248) completed questionnaires at two time points with a one-year interval. Children reported on their Internet use and parental restrictions, as did the child’s parents. The parents also reported on the child’s level of ADHD symptoms, as well as their general and Internet-related parenting practices. Upon adjusting for child’s age, gender, smartphone ownership and country, ADHD symptoms at Time 1 were positive predictors of PUI at Time 2, whereas Time 1 warm parenting and child-reported Internet use rules at home were negative predictors of PUI at Time 2. Cross-lagged analysis of PUI, ADHD symptoms, warm parenting and child-reported rules indicated cross-lagged bidirectional longitudinal associations. Implications for PUI preventive measures are discussed.

Highlights

  • Warm parenting practices were linked to lower children’s problematic use of the Internet (PUI).

  • Children’s attention-deficit/hyperactivity (ADHD) symptoms were associated with higher PUI.

  • Child reported Internet-use rules at home were linked to lower PUI ratings.

  • Cross-lagged analysis of parenting practices, children’s ADHD symptoms and PUI ratings showed bidirectional associations.

  • Both biological and social factors should be considered in relation to children’s PUI.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

References

  • Balan, R., Dobrean, A., Roman, G., & Balazsi, R. (2016). Indirect effects of parenting practices on internalizing problems among adolescents: The role of expressive suppression. Journal of Child and Family Studies, 26(1), 1–8. https://doi.org/10.1007/s10826-016-0532-4.

    Article  Google Scholar 

  • Balhara, Y., P, S., Singh, S., Doric, A., Stevanovic, D., Knez, R., Chowdhury, M., R, R., Kafali, H., Sharma, Y., Vally, P., Vu, Z., T, V., Arya, S., Mahendru, A., Ransing, R., Erzin, G., Le, H., L, T., & C, H. (2020). Can daily internet use time screen for problematic internet use among college students? A receiver operator characteristic curve-based multi-country study. Neurology, Psychiatry and Brain Research, 38, 43–48. https://doi.org/10.1016/j.npbr.2020.09.002.

    Article  Google Scholar 

  • Barkley, R. A. (2016). Recent longitudinal studies of childhood attention-deficit/hyperactivity disorder: Important themes and questions for further research. Journal of Abnormal Psychology, 125(2), 248–255. https://doi.org/10.1037/abn0000125.

    Article  PubMed  Google Scholar 

  • Block, J. H. (1981). The Child-Rearing Practices Report (CRPR): A set of Q items for the description of parental socialization attitudes and values. Institute of Human Development, University of California.

  • Brand, M., Young, K. S., Laiera, C., Wölfling, K., & Potenza, M. N. (2016). Integrating psychological and neurobiological considerations regarding the development and maintenance of specific Internet-use disorders: An Interaction of Person-Affect-Cognition-Execution (I-PACE) model. Neuroscience and Biobehavioral Reviews, 71, 252–266. https://doi.org/10.1016/j.neubiorev.2016.08.033.

    Article  PubMed  Google Scholar 

  • Bronfenbrenner, U., & Morris, P. (2006). The bioecological model of human development. In W. Damon & R. M. Lerner (Eds.), Handbook of child development, volume 1: Theoretical models of human development (6th ed., pp. 793–828). Wiley.

  • Browne, M. W., & Cudeck, R. (1993). Alternative ways of assessing model fit. In K. A. Bollen and J. S. Long (Eds.), Testing structural equation models (pp. 136–162). Sage.

  • Chen, Y. L., Chen, S. H., & Gau, S. F. S. (2015). ADHD and autistic traits, family function, parenting style, and social adjustment for internet addiction among children and adolescents in Taiwan: A longitudinal study. Research in Developmental Disabilities, 39, 20–31. https://doi.org/10.1016/j.ridd.2014.12.025.

    Article  PubMed  Google Scholar 

  • Ciarrochi, J., Parker, P., Sahdra, B., Marshall, S., Jackson, C., Gloster, A. T., & Heaven, P. (2016). The development of compulsive internet use and mental health: A four-year study of adolescence. Developmental Psychology, 52(2), 272–283. https://doi.org/10.1037/dev0000070.

    Article  PubMed  Google Scholar 

  • D’Arienzo, M. C., Boursier, V., & Griffiths, M. D. (2019). Addiction to social media and attachment styles: a systematic literature review. International Journal of Mental Health and Addiction, 17(4), 1094–1118. https://doi.org/10.1007/s11469-019-00082-5.

    Article  Google Scholar 

  • Dhir, A., Chen, S., & Nieminen, M. (2015a). Psychometric validation of the Chinese Compulsive Internet Use Scale (CIUS) with Taiwanese high school adolescents. Psychiatric Quarterly 86(4). https://doi.org/10.1007/s11126-015-9351-9.

  • Domoff, S. E., Borgen, A. L., & Radesky, J. S. (2020). Interactional theory of childhood problematic media use. Human Behavior and Emerging Technologies, 2(4), 343–353. https://doi.org/10.1002/hbe2.217.

    Article  PubMed  PubMed Central  Google Scholar 

  • Donald, J. N., Ciarrochi, J., & Sahdra, B. K. (2020). The consequences of compulsion: A 4-year longitudinal study of compulsive internet use and emotion regulation difficulties. Emotion. https://doi.org/10.1037/emo0000769.

  • Ekbia, H., & Nardi, B. (2012). Inverse instrumentality: How technologies objectify patients and players. Materiality and organizing: Social interaction in a technological world, 157–176.

  • Frith, C. D., & Frith, U. (2006). The neural basis of mentalizing. Neuron, 50(4), 531–534. https://doi.org/10.1016/j.neuron.2006.05.001.

    Article  PubMed  Google Scholar 

  • Goodman, R. (1997). The Strengths and Difficulties Questionnaire: A research note. Journal of Child Psychology and Psychiatry, 38, 581–586.

    Article  PubMed  Google Scholar 

  • Hofstede, G. (2021). National culture. https://hi.hofstede-insights.com/national-culture.

  • Holloway, D., Green, L. & Livingstone, S. (2013). Zero to eight: Young children and their Internet use. LSE and EU Kids Online, pp. 10–13.

  • Hsieh, Y., Shen, P., C, A., Wei, T., Feng, H. S., Huang, J. Y., C Y, S., & Hwa, H. L. (2018). Internet addiction: A closer look at multidimensional parenting practices and child mental health. Cyberpsychology, Behavior, and Social Networking, 21(12), 768–773. https://doi.org/10.1089/cyber.2018.0435.

    Article  Google Scholar 

  • Hu, L.-t., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6(1), 1–55. https://doi.org/10.1080/10705519909540118.

    Article  Google Scholar 

  • Huang, C. Y., & Lamb, M. E. (2014). Are Chinese children more compliant? Examination of the cultural difference in observed maternal control and child compliance. Journal of Cross-Cultural Psychology, 45(4), 507–533. https://doi.org/10.1177/0022022113513652.

    Article  Google Scholar 

  • Kaess, M., Durkee, T., Brunner, R., Carli, V., Parzer, P., Wasserman, C., Sarchiapone, M., Hoven, C., Apter, A., Balazs, J., Balint, M., Bobes, J., Cohen, R., Cosman, D., Cotter, P., Fischer, G., Floderus, B., Iosue, M., Haring, C., & Wasserman, D. (2014). Pathological Internet use among European adolescents: Psychopathology and self-destructive behaviours. European Child & Adolescent Psychiatry, 23(11), 1093–1102. https://doi.org/10.1007/s00787-014-0562-7.

    Article  Google Scholar 

  • Kalmus, V., Blinka, L., & Ólafsson, K. (2015). Does it matter what mama says: Evaluating the role of parental mediation in European adolescents’ excessive Internet use. Children & Society, 29(2), 122–133. https://doi.org/10.1111/chso.12020.

    Article  Google Scholar 

  • Karaer, Y., & Akdemir, D. (2019). Parenting styles, perceived social support and emotion regulation in adolescents with internet addiction. Comprehensive Psychiatry, 92, 22–27. https://doi.org/10.1016/j.comppsych.2019.03.003.

    Article  PubMed  Google Scholar 

  • Katz, I., Lemish, D., Cohen, R., & Arden, A. (2019). When parents are inconsistent: Parenting style and adolescents’ involvement in cyberbullying. Journal of Adolescence, 74, 1–12. https://doi.org/10.1016/j.adolescence.2019.04.006.

    Article  PubMed  Google Scholar 

  • Kline, R. B. (2015). Principles and practice of structural equation modeling. Guilford publications.

  • Ko, C. H., Yen, J. Y., Yen, C. F., Lin, H. C., & Yang, M. J. (2007). Factors predictive for incidence and remission of internet addiction in young adolescents: A prospective study. Cyberpsychology and Behavior, 10, 545–551.

    Article  PubMed  Google Scholar 

  • Lesinskiene, S., Girdzijauskiene, S., Gintiliene, G., Butkiene, D., Puras, D., Goodman, R., & Heiervang, E. (2018). Epidemiological study of child and adolescent psychiatric disorders in Lithuania. BMC Public Health, 18, 548–556. https://doi.org/10.1186/s12889-018-5436-3.

    Article  PubMed  PubMed Central  Google Scholar 

  • Lieven, A. (1993). The Baltic revolution. Yale University Press.

  • Lin, C. H., Lin, S. L., & Wu, C. P. (2009). The effects of parental monitoring and leisure boredom on adolescents’ Internet addiction. Adolescence, 44, 993–1004.

    PubMed  Google Scholar 

  • Liu, S. K., Chien, Y. L., Shang, C. Y., Lin, C. H., Liu, Y. C., & Gau, S. S. F. (2013). Psychometric properties of the Chinese version of Strength and Difficulties Questionnaire. Comprehensive Psychiatry, 54, 720–730.

    Article  PubMed  Google Scholar 

  • Līvena, K. (2014). Bērnu labklājība un uzvedība saistībā ar audzināšanas pieejām un stresa līmeni mātēm ar standarta un nestandarta darba laiku [Children’s well-being and behavior in relation to parenting practices and mother’s stress level in standard and non-standard work situations]. Master’s thesis, University of Latvia.

  • Livingstone, S. (2021). Children’s risks and opportunities in a digital world: A global perspective. [Conference presentation], International Congress of Psychology 2020, Prague, Czech Republic.

  • Livingstone, S., Haddon, L., Görzig, A., & Ólafsson, K. (2011). Risks and safety on the Internet: The perspective of European children. EU Kids Online, LSE: Full findings. London, England.

  • Lukavská, K., Vacek, J., & Gabrhelík, R. (2020). The effects of parental control and warmth on problematic internet use in adolescents: A prospective cohort study. Journal of Behavioral Addictions, 9(3), 664–675. https://doi.org/10.1556/2006.2020.00068.

    Article  PubMed  PubMed Central  Google Scholar 

  • Luo, R., Tamis-LeMonda, C. S., & Song, L. (2013). Chinese parents’ goals and practices in early childhood. Early Childhood Research Quarterly, 28(4), 843–857. https://doi.org/10.1016/j.ecresq.2013.08.001.

    Article  Google Scholar 

  • Meerkerk, G. J., Van Den Eijnden, R. J. J. M., Vermulst, A. A., & Garretsen, H. F. L. (2009). The Compulsive Internet Use Scale (CIUS): Some psychometric properties. Cyberpsychology & Behavior, 12, 1–6. https://doi.org/10.1089/cpb.2008.0181.

    Article  Google Scholar 

  • Metcalfe, J., Eich, T. S., & Castel, A. D. (2010). Metacognition of agency across the lifespan. Cognition, 116, 267–282. https://doi.org/10.1016/j.cognition.2010.05.009.

    Article  PubMed  Google Scholar 

  • Miltuze, A., Sebre, B. S., & Martinsone, B. (2020). Consistent and appropriate parental restrictions mitigating against children’s compulsive internet use: A one‑year longitudinal study. Technology, Knowledge and Learning, https://doi.org/10.1007/s10758-020-09472-4.

  • Moretta, T., Buodo, G., Demetrovics, Z., & Potenza, M. N. (2022). Tracing 20 years of research on problematic use of the internet and social media: Theoretical models, assessment tools, and an agenda for future work. Comprehensive Psychiatry, 112, 152286 https://doi.org/10.1016/j.comppsych.2021.1522.

    Article  PubMed  Google Scholar 

  • Muthén, L. K., & Muthén, B. (2006). Mplus user’s guide (Version 4). Muthén & Muthén.

  • Pakalniškienė, V., Jusienė, R., Sebre, S. B., Wu, J. C.-L., & Laurinaitytė, I. (2020). Children’s Internet use profiles in relation to behavioral problems in Lithuania, Latvia, and Taiwan. International Journal of Environmental Research and Public Health, 17(22), 8490 https://doi.org/10.3390/ijerph17228490.

    Article  PubMed  PubMed Central  Google Scholar 

  • Paulus, F. W., Ohmann, S., von Gontard, A., & Popow, C. (2018). Internet gaming disorder in children and adolescents: a systematic review. Developmental Medicine and Child Neurology, 60(7), 645–659. https://doi.org/10.1111/dmcn.13754. PMID: 29633243.

    Article  PubMed  Google Scholar 

  • Realo, A., Allik, J., Lönnqvist, J.-E., Verkasalo, M., Kwiatkowska, A., Kööts, L., Kütt, M., Barkauskiene, R., Laurinavicius, A., Karpinski, K., Kolyshko, A., Sebre, S., & Renge, V. (2009). Mechanisms of the national character stereotype: How people in six neighbouring countries of Russia describe themselves and the typical Russian. European Journal of Personality, 23(3), 229–249. https://doi.org/10.1002/per.719.

    Article  Google Scholar 

  • Restrepo, A., Scheininger, T., Clucas, J., Alexander, L., Salum, G. A., Georgiades, K., Paksarian, D., Merikangas, K. R., & Milham, M. P. (2020). Problematic internet use in children and adolescents: Associations with psychiatric disorders and impairment. BMC Psychiatry, 20(1), 252 https://doi.org/10.1186/s12888-020-02640-x.

    Article  PubMed  PubMed Central  Google Scholar 

  • Rothbart, M. K., & Bates, J. E. (1998). Temperament. In W. Damon & N. Eisenberg (Ed.), Handbook of child psychology: Social, emotional, and personality development (pp. 105–176). John Wiley & Sons, Inc.

  • Schafer, J. L., & Graham, J. W. (2002). Missing data: Our view of the state of the art. Psychological Methods, 7(2), 147–177. https://doi.org/10.1037/1082-989x.7.2.147.

    Article  PubMed  Google Scholar 

  • Sebre, S., Jusiene, R., Dapkevice, E., Skreitule-Pikse, I., & Bieliauskaite, R. (2015). Parenting dimensions in relation to preschoolers’ behavior problems in Latvia and Lithuania. International Journal of Behavioral Development, 39(5), 458–466. https://doi.org/10.1177/0165025414548774.

    Article  Google Scholar 

  • Sebre, S. B., Miltuze, A., & Limonovs, M. (2020). Integrating adolescent problematic internet use risk factors: Hyperactivity, inconsistent parenting, and maladaptive cognitions. Journal of Child and Family Studies, 29, 2000–2009.

    Article  Google Scholar 

  • Shelton, K. K., Frick, P. J., & Wootton, J. (1996). Assessment of parenting practices in families of elementary school-age children. Journal of Clinical Child Psychology, 25, 317–329.

    Article  Google Scholar 

  • Sun, Y., & Zhang, Y. (2021). A review of theories and models applied in studies of social media addiction and implications for future research. Addictive Behavior, 114, 106699 https://doi.org/10.1016/j.addbeh.2020.106699.

    Article  Google Scholar 

  • Van den Eijnden, R. J. J. M., Skijkerman, R., Verlmulst, Ad. A., van Rooij, A. J., & Rutger, C. M. E. E. (2010). Compulsive internet use among adolescents: Bidirectional parent–child relationships. Journal of Abnormal Child Psychology, 38(1), 77–89. https://doi.org/10.1007/s10802-009-9347-8.

    Article  PubMed  Google Scholar 

  • Wang, B.-Q., Yao, N.-Q., Zhou, X., Liu, J., & Lv, Z.-T. (2017). The association between attention deficit/ hyperactivity disorder and internet addiction: a systematic review and meta-analysis. BMC Psychiatry, 17(1), 260 https://doi.org/10.1186/s12888-017-1408-x.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wąsiński, A., & Tomczyk, L. (2015). Factors reducing the risk of internet addiction in young people in their home environment. Children and Youth Services Review, 57, 68–74. https://doi.org/10.1016/j.childyouth.2015.07.022.

    Article  Google Scholar 

  • Werling, A. M., Kuzhippallil, S., Emery, S., Walitza, S., & Drechsler, R. (2022) Problematic use of digital media in children and adolescents with a diagnosis of attention-deficit/hyperactivity disorder compared to controls. A meta-analysis. Journal of Behavioral Addictions, 13. https://doi.org/10.1556/2006.2022.00007.

  • Wichstrøm, L., Stenseng, F., Belsky, J., von Soest, T., & Hygen, B. W. (2019). Symptoms of internet gaming disorder in youth: Predictors and comorbidity. J Abnorm Child Psychol, 47(1), 71–83. https://doi.org/10.1007/s10802-018-0422-x.

    Article  PubMed  Google Scholar 

  • Wu, C. S. T., Wong, H. T., Yu, K. F., Fok, K. W., Yeung, S. M., Lam, C. H., & Liu, K. M. (2016). Parenting approaches, family functionality, and internet addiction among Hong Kong adolescents. BMC Pediatrics, 16(1), 30 1-0.

    Article  Google Scholar 

  • Wu, J. C. L., Sebre, S. B., Jusiene, R., Pakalniškiene, V., Miltuze, A., & Li, Y. F. (2021). Personal and family sociodemographic correlates of types of online activities in school‑aged children: A multicountry study. Child Indicators Research, https://doi.org/10.1007/s12187-021-09805-4.

  • Young, K. S. (1998). Internet addiction: The emergence of a new clinical disorder. Cyber Psychology and Behavior, 1, 237–244.

    Article  Google Scholar 

Download references

Acknowledgements

Data collection and analysis was funded by the Taiwan–Latvia–Lithuania scientific cooperation project, supported by the Ministry of Education and Science of the Republic of Latvia (LV-LT-TW/2018/2), the Ministry of Education and Science of the Republic of Lithuania (S-LLT-18-3), and the Ministry of Science and Technology in Taiwan (MOST 107–2923-H-152–001-MY3).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Sandra B. Sebre.

Ethics declarations

Conflict of Interest

The authors declare no competing interests.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Sebre, S.B., Pakalniškiene, V., Jusiene, R. et al. Children’s Problematic Use of the Internet in Biological and Social Context: A One-Year Longitudinal Study. J Child Fam Stud 33, 746–758 (2024). https://doi.org/10.1007/s10826-022-02527-3

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10826-022-02527-3

Keywords

Navigation