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VISUALIZING THE COMPLEX PROBLEM OF CHILDREN'S DIGITAL WELLBEING IN SOUTH KOREA: A SYSTEMS THINKING APPROACH

Published online by Cambridge University Press:  19 June 2023

Shannen Patricia Widjaja  and
Joon Sang Baek
Shannen Patricia Widjaja*
Affiliation:
Yonsei University
Joon Sang Baek
Affiliation:
Yonsei University
*
Widjaja, Shannen Patricia, Yonsei University, Korea, Republic of (South Korea), [email protected]

Abstract

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Considering the prevalence of digital interaction within the Generation Alpha, this study focuses on the digital wellbeing of elementary school-aged children in South Korea. By taking into account the multi-faceted nature, this study frames the issue that exists within children's digital wellbeing as a complex problem and aims to have a better comprehensive understanding of the system using a designerly and systems thinking approach. Thus, this study conducts a Systematic literature review and thematic analysis to get grasp of the current situation which then is translated using a systems thinking-based visualization tool to convey the causal relationships that exist within the system. Therefore, the outcome of this study presents a concept map that consolidates the findings to communicate a holistic perspective of children's digital wellbeing which can be used in design activities and decision-making processes which contribute to future design solutions and conversations.

Keywords

Digital WellbeingComplexitySocial responsibilityVisualisationSocietal consequences
Type
Article
Information
Proceedings of the Design Society , Volume 3: ICED23 , July 2023 , pp. 3841 - 3850
Creative Commons
Creative Common License - CCCreative Common License - BYCreative Common License - NCCreative Common License - ND
This is an Open Access article, distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives licence (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is unaltered and is properly cited. The written permission of Cambridge University Press must be obtained for commercial re-use or in order to create a derivative work.
Copyright
The Author(s), 2023. Published by Cambridge University Press

References

Ahn, S., Kang, B., Lee, K. (2017), “Structural Relationships Among Children's Duration of Media Use, Behavior Problems, and School Adjustment”, Korean Journal of Child Studies, Vol. 38 No. 2, pp.191–204.CrossRefGoogle Scholar
Alafaireet, P., Bouras, A., Houghton, H. L., Lavoie, B. J., Lavoie, J. P., Cressman, B., & Modi, S. (2015), “Applying concept mapping to solving in-patient mental health recidivism”, Missouri medicine, Vol. 112 No. 1, pp. 63–66.Google ScholarPubMed
An, S. and Kang, H. (2019), “Korean children's understanding of social media advergames: An exploratory study of ad recognition and skeptical attitudes toward advertising”, Journal of Consumer Behaviour, Vol. 18 No. 5, pp. 387–398. https://doi.org/10.1002/cb.1778.CrossRefGoogle Scholar
Blizzard, J. L. and Klotz, L. E. (2012), “A framework for sustainable whole systems design”, Design Studies, Vol. 33 No. 5, pp. 456–479.CrossRefGoogle Scholar
Büchi, M. (2021), “Digital well-being theory and research”, New Media and Society. https://doi.org/10.1177/14614448211056851CrossRefGoogle Scholar
Büchi, M., Festic, N. and Latzer, M. (2019), “Digital Overuse and Subjective Well-Being in a Digitized Society”, Social Media + Society, Vol. 5 No. 4. https://doi.org/10.1177/2056305119886031CrossRefGoogle Scholar
Burke, J.G., O'Campo, P., Peak, G.L., Gielen, A.C., McDonnell, K.A., Trochim, W.M.K. (2005), “An Introduction to Concept Mapping as a Participatory Public Health Research Method”, Qualitative Health Research, Vol. 15 No.10, pp.1392–1410. https://dx.doi.org/10.1177/1049732305278876CrossRefGoogle ScholarPubMed
Burmeister, K. (2009), Komplexes Problemlösen im Kontext angewandter Eignungsdiagnostik, Universität Greifswald.Google Scholar
Cárdenas, C., Sosa, R., Moysen, R., & Martinez, V.G. (2010), “Sustaining sustainable design through systemic thinking”, International Journal of Engineering Education, Vol. 26 No. 2, pp. 287–292Google Scholar
Cecchinato, M. E., Rooksby, J., Hiniker, A., Munson, S., Lukoff, K., Ciolfi, L., Thieme, A. and Harrison, D. (2019), “Designing for Digital Wellbeing: A research & practice agenda”, Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems [Preprint]. https://doi.org/10.1145/3290607.3298998.Google Scholar
Cho, Y. (2021), “Mediating Effects of Online-Based Leisure Between Parenting Attitudes and Children's Smartphone Dependency”, Korean Journal of Child Studies, Vol. 42 No. 6, pp. 695–706. 10.5723/kjcs.2021.42.6.6CrossRefGoogle Scholar
Choi, Y., Lee, D. Y., Lee, S., Park, E. J., Yoo, H. J., & Shin, Y. (2021), “Association Between Screen Overuse and Behavioral and Emotional Problems in Elementary School Children”. Journal of child & adolescent psychiatry, Vol. 32 No. 4, 154–160. https://doi.org/10.5765/jkacap.210015Google ScholarPubMed
Clegg, C. W. (2000) “Sociotechnical principles for system design”, Applied Ergonomics, Vol 31 No. 5, pp. 463–477.CrossRefGoogle ScholarPubMed
da Costa Junior, J., Diehl, J. C. and Snelders, D. (2019) “A framework for a systems design approach to complex societal problems”, Design Science, Vol. 5. https://dx.doi.org/10.1017/dsj.2018.16.CrossRefGoogle Scholar
Daellenbach, H. (2001), “Hard OR, soft OR, problem structuring methods, critical systems thinking: a primer”, In Proceedings of the ORSNZ Conference.Google Scholar
Dörner, D., Kreuzig, H.W., Reither, F., and Stäudel, T. (1983), Lohhausen: Vom Umgang mit Unbestimmtheit und Komplexität, Huber.Google Scholar
Duke, É. and Montag, C. (2017), “Smartphone addiction and beyond: Initial insights on an emerging research topic and its relationship to internet addiction”, Internet Addiction, pp. 359–372. https://doi.org/10.1007/978-3-319-46276-9_21.CrossRefGoogle Scholar
Eoh, Y., Lee, E. and Park, S.H. (2022), “The relationship between children's school adaptation, academic achievement, happiness, and problematic smartphone usage: A multiple informant moderated mediating model”, Applied Research in Quality of Life [Preprint]. https://doi.org/10.1007/s11482-022-10080-w.CrossRefGoogle Scholar
Fischer, A., Greiff, S. and Funke, J. (2012), “The process of solving complex problems”, Journal of Problem Solving, Vol. 4 No. 1, pp.19–42.Google Scholar
Forlizzi, J. (2012) “The product service ecology: using a systems approach in design”, In Proceedings of the 2nd conference on Relating Systems Thinking and Design (RSD2), pp. 1–27.Google Scholar
Funke, J. (2001), “Dynamic systems as tools for analysing human judgement”, Thinking and Reasoning, Vol. 7 No. 1, pp. 69–89. https://dx.doi.org/10.1080/13546780042000046.CrossRefGoogle Scholar
Funke, J. (2003), Problemlösendes Denken. Kohlhammer.CrossRefGoogle Scholar
Funke, J. (2012), “Complex problem solving”, In: N. M. Seel (Ed.), Encyclopedia of the sciences of learning, pp. 682–685, Springer.Google Scholar
Han, H. and Chang, Y. (2020), “The Effect of Family Leisure and Family Rituals on the Mobile Internet Use and Smartphone Overdependence of Children”, Korean Journal of Family Welfare, Vol. 25 No.2, pp.141–161.CrossRefGoogle Scholar
Henderson, L. W. and Knight, T. (2012), “Integrating the Hedonic and Eudemonic Perspectives to More Comprehensively Understand Wellbeing and Pathways to Wellbeing”, International Journal of Wellbeing, Vol. 2, pp. 196–221. http://dx.doi.org/10.5502/ijw.v2i3.3CrossRefGoogle Scholar
Hong, N. H. (2021), “Media Literacy and Childhood from the Vulnerable in Media Use to Prosumers of Deviance”, Korean Journal of Communication & Information, Vol. 107, pp. 149–180. https://dx.doi.org/10.46407/kjci.2021.06.107.149CrossRefGoogle Scholar
Hong, Y. (2022), “Effects of The Purpose of Smart Device Usage and Executive Function Difficulties on the Types of Changes in Elementary School Children's Smart Device Dependency”, Korean Journal of Child Care and Education Policy, Vol. 16 No. 1, 1–25.Google Scholar
Jackson, M. C. (2003), Systems Thinking: Creative Holism for Managers. John Wiley & Sons.Google Scholar
Jackson, M. C. and Keys, P. (1984), “Towards a system of systems methodologies”, Journal of the Operational Research Society, Vol. 35 No. 6, pp. 473–486.CrossRefGoogle Scholar
Jeong, H., Yim, H. W., Lee, S., Lee, H. K., Potenza, M. N., Jo, S., and Son, H. J. (2019), “Reciprocal relationship between depression and Internet gaming disorder in children: A 12-month follow-up of the iCURE study using cross-lagged path analysis”, Journal of Behavioral Addictions, Vol. 8 No. 4, pp. 725–732. https://doi.org/10.1556/2006.8.2019.74CrossRefGoogle ScholarPubMed
Jo, J. and Bang, K.S. (2022), “The effect of peer relationship enhancement programs on the prevention of smartphone addiction among late school-age children in South Korea”, Journal of Pediatric Nursing, Vol. 63. https://doi.org/10.1016/j.pedn.2021.09.025.CrossRefGoogle ScholarPubMed
Jones, P. H. (2014), “Systemic Design Principles for Complex Social Systems”, In: Metcalf, G. (eds) Social Systems and Design. Translational Systems Sciences, vol 1. Springer, Tokyo. https://doi.org/10.1007/978-4-431-54478-4_4Google Scholar
Ju, S. 2019, “The Effects of Personal Factors, Parent Factors, and Peer Factors on Smart-phone Excessive Use by Children in Local Child Center”, The Journal of Humanities and Social science, Vol. 10 No. 4, pp. 1651–1662. http://dx.doi.org/10.22143/HSS21.10.4.118Google Scholar
Kan, H. W. (2022), Nearly 1 in 4 Koreans diagnosed with smartphone overdependence. [Online] The Korea Herald. Available at: https://www.koreaherald.com/view.php?ud=20220324000637 (Accessed: November 1, 2022).Google Scholar
Kim, D., and Jahng, K. E. (2021), “The Effect of Children's Negative Automatic Thoughts on Their Problematic Smartphone Use: The Moderating Effect of Weekend Family Rituals”, Korean Journal of Child Studies, Vol. 42 No. 5, pp.601–614.CrossRefGoogle Scholar
Kim, H. and Jung, H. (2021), “Development and Application of YouTube Literacy Education Program'', Global Creative Leader: Education & Learning, Vol. 11 No. 2, pp. 31–55. https://dx.doi.org/10.34226/gcl.2021.11.2.31Google Scholar
Kim, H. S. and Choi, J. Y. (2020), “Effects of Internet-Use Controlling Parenting Behaviors and Warm/Rational Parenting Style on Children's and Adolescents’ Internet Addiction: Moderation of Child Gender”, Korean Journal of Child Psychotherapy, Vol. 15 No. 1, pp. 23–36.CrossRefGoogle Scholar
Kim, S. E. and Kang, H. K. (2022), “Influences of playfulness on smartphone dependency among upper grades of Korean elementary schoolers”, International Journal of Environmental Research and Public Health, Vol. 19 No. 12, p. 7185. https://doi.org/10.3390/ijerph19127185.CrossRefGoogle ScholarPubMed
Kim, S. and Kim, T. H. (2019), “The Effect of Group Art Therapy on the Delay of Gratification of Children with Smartphone Addiction”, Forum For Youth Culture, No. 58, pp. 31–60. doi:http://dx.doi.org/10.17854/ffyc.2019.04.58.31Google Scholar
Kim, S. Y., Han, S., Park, E. J., Yoo, H. J., Park, D., Suh, S., & Shin, Y. M. (2020), “The relationship between smartphone overuse and sleep in younger children: a prospective cohort study”, Journal of clinical sleep medicine, Vol. 16 No. 7, pp. 1133–1139. https://doi.org/10.5664/jcsm.8446Google ScholarPubMed
Kim, Y. M. and Park, Y. J. (2021), “The Influence of Happiness Self-esteem on Media Addiction in Elementary School Children: The Mediation Effect of School Adjustment”, Journal of Korea Academia-Industrial Cooperation Society, Vol. 22 No.7, pp.480–487. doi:https://doi.org/10.5762/KAIS.2021.22.7.480Google Scholar
Kim, Y. H. (2022), “Temperament types at age 3 and smartphone overdependence at age 10”, Frontiers in Psychology, Vol. 13. https://doi.org/10.3389/fpsyg.2022.833948.Google ScholarPubMed
King, D. L., Delfabbro, P. H., Doh, Y. Y., Wu, A. M. S., Kuss, D. J., Pallesen, S., Mentzoni, R., Carragher, N., & Sakuma, H. (2018), “Policy and Prevention Approaches for Disordered and Hazardous Gaming and Internet Use: an International Perspective”. Prevention science : the official journal of the Society for Prevention Research, Vol. 19 No. 2, pp. 233–249. https://doi.org/10.1007/s11121-017-0813-1CrossRefGoogle ScholarPubMed
Kirsh, D. (2010), “Thinking with external representations”, AI & society, Vol. 25, pp.441–454.CrossRefGoogle Scholar
Lanaj, K., Johnson, R.E. and Barnes, C.M. (2014), “Beginning the workday yet already depleted? Consequences of late-night smartphone use and sleep”. Organizational Behavior and Human Decision Processes, Vol. 124 No. 1, pp.11–23.CrossRefGoogle Scholar
Lee, J. P. and Lee, Y. S. (2021), “Structural equation model of elementary school students’ quality of life related to smart devices usage based on precede model”, International Journal of Environmental Research and Public Health, Vol. 18 No. 8, p. 4301. https://doi.org/10.3390/ijerph18084301.CrossRefGoogle ScholarPubMed
Lee, K. (2020), “Causal Longitudinal Analysis between Media Usage Time Trajectories and School Adaptation Trajectories for Low Grade Elementary School Children”, Journal of Parent Education, Vol. 12 No. 1, pp. 105–124. 10.36431/JPE.12.1.6.CrossRefGoogle Scholar
Lee, K. and Park, H.-Y. (2022), “Analysis of the Difference on Elementary Students’ School Adaptation and Academic Performance by Dependence on Smart Devices”, Journal of the Korea Society of Computer and Information, Vol. 27 No. 4, pp. 213–221. 10.9708/JKSCI.2022.27.04.213.Google Scholar
Lee, S. and Kim, M. (2021a), “The Effects of Changes in Media Usage Time on Media Device Addiction and School Adaptation of Children”, Education Review, No. 47, pp. 212–235. https://dx.doi.org/10.23119/er.2021..47.212Google Scholar
Lee, E. J., and Kim, H. S. (2021b), “Effect of Maternal Factors on Problematic Smartphone Use among Elementary School Children”, International journal of environmental research and public health, Vol. 18 No. 17. https://doi.org/10.3390/ijerph18179182Google ScholarPubMed
Lee, S., Kim, S., Suh, S., Han, H., Jung, J., Yang, S. and Shin, Y. (2022), “Relationship between screen time among children and lower economic status during elementary school closures due to the coronavirus disease 2019 pandemic”, BMC Public Health, Vol. 22 No. 160. https://doi.org/10.1186/s12889-022-12559-5CrossRefGoogle Scholar
Lee, S. and Mun, I. B. (2022), “How does perceived parental rejection influence cyberbullying by children? A serial mediation model of children's depression and smartphone addiction”, The Social Science Journal. 10.1080/03623319.2022.2070826Google Scholar
Leischow, S. J., Best, A., Trochim, W. M., Clark, P. I., Gallagher, R. S., Marcus, S. E., and Matthews, E. (2008), “Systems thinking to improve the public's health”, American journal of preventive medicine, Vol. 35. https://doi.org/10.1016/j.amepre.2008.05.014CrossRefGoogle ScholarPubMed
Lim, S. I. and Jeong, S. (2022), “The relationship between Korean parents’ smartphone addiction and that of their children: The mediating effects of children's depression and social withdrawal”, International Journal of Environmental Research and Public Health, Vol. 19 No. 9, p. 5593. https://doi.org/10.3390/ijerph19095593.CrossRefGoogle ScholarPubMed
McDaniel, B.T. and Drouin, M. (2019), “Daily technology interruptions and emotional and relational well-being”, Computers in Human Behavior, Vol. 99, pp.1–8.CrossRefGoogle ScholarPubMed
Mischel, W. (1974), “Processes in delay of gratification”, Advances in experimental social psychology, Vol. 7, pp. 249–292.CrossRefGoogle Scholar
Moher, D., Liberati, A., Tetzlaff, J., Altman, D.G. and Group, Prisma. (2010), “Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement”, International journal of surgery, Vol. 8 No. 5, pp.336–341.CrossRefGoogle ScholarPubMed
Monge Roffarello, A. and De Russis, L. (2021), “Coping with digital wellbeing in a multi-device world”, Proceedings of the 2021 CHI conference on human factors in computing systems, pp. 1–14.Google Scholar
Moon, J. H., Kim, K. W. & Moon, N. J. (2016), “Smartphone use is a risk factor for pediatric dry eye disease according to region and age: a case control study”, BMC Ophthalmol, Vol. 16 No. 188. https://doi.org/10.1186/s12886-016-0364-4CrossRefGoogle Scholar
Nam, C. 남창우 (2021). “guknae·oe yu·adong dijiteol gyoyuk donghyanggwa dijiteol gyoyuk baljeon bangan tamsaek 국내·외 유·아동 디지털 교육 동향과 디지털 교육 발전 방안 탐색”, Korea Institute of Child Care and Education, Vol. 69, pp. 23–29.Google Scholar
Nam, S. J. and Hwang, H. (2019), “Consumers' needs for public education and corporate participation regarding child internet addiction: based on the risk perception attitude framework”, Journal of Consumer Affairs, Vol. 53 No. 3, pp.1220–1233.CrossRefGoogle Scholar
Oh, S. C., Kim, Y. K. and Park, J. H. (2020), Latent Profile Analysis of Smart Device Usage Pattern in Children: Smart Device Addiction According to Its Usage Pattern, Korean Journal of Child Studies, Vol. 41 No. 1, pp. 47–60. https://dx.doi.org/10.5723/kjcs.2020.41.1.47CrossRefGoogle Scholar
Oh, Y., Kim, H. and Joung, Y.S., (2021), “Problematic internet use in children according to maternal depression trajectories: A population-based cohort study with 9-year follow-up”, Journal of Psychiatric Research, Vol. 141, pp.364–369.CrossRefGoogle ScholarPubMed
Öllinger, M., Hammon, S., von Grundherr, M., & Funke, J. (2015), “Does visualization enhance complex problem solving? The effect of causal mapping on performance in the computer-based microworld Tailorshop”, Educational Technology Research and Development, Vol. 63 No. 4, pp. 621–637. https://doi.org/10.1007/s11423-015-9393-6CrossRefGoogle Scholar
Park, B., and Noh, J. (2019), “Effects of parenting behaviors and children's happiness on media device addiction”, Korean Journal of Child Studies, Vol. 40 No. 3, pp.87–103.CrossRefGoogle Scholar
Park, M., Jeong, S.H., Huh, K., Park, Y. S., Park, E. and Jang, S. (2022), “Association between smartphone addiction risk, sleep quality, and sleep duration among Korean school-age children: a population-based panel study”, Sleep Biol Rhythms, Vol. 20, pp. 371–380. https://doi.org/10.1007/s41105-022-00377-6CrossRefGoogle ScholarPubMed
Rittel, H.W. and Webber, M.M. (1973), “Dilemmas in a general theory of planning”, Policy sciences, Vol. 4 No. 2, pp.155–169.CrossRefGoogle Scholar
Schnauber-Stockmann, A., Meier, A., Reinecke, L. (2018), “Procrastination out of Habit? The Role of Impulsive Versus Reflective Media Selection in Procrastinatory Media Use”, Media Psychology, Vol. 21 No. 4, pp. 640–668. 10.1080/15213269.2018.1476156CrossRefGoogle Scholar
Song, H. (2022), “Longitudinal Investigations of Autoregressive Cross-Lagged Path Models Among Internet Use, Executive Function Problems, and Maternal Control in Young Korean Children”, Frontiers in psychiatry, Vol. 13, p. 846995. https://doi.org/10.3389/fpsyt.2022.846995CrossRefGoogle ScholarPubMed
Son, H. G., Cho, H. J. and Jeong, K. H. (2021), “The effects of Korean parents’ smartphone addiction on Korean children's smartphone addiction: Moderating effects of children's gender and age”, International Journal of Environmental Research and Public Health, Vol. 18 No. 13, p. 6685.CrossRefGoogle ScholarPubMed
Tripto, J., Assaraf, O.B., and Amit, M. (2013), “Mapping What They Know: Concept Maps as an Effective Tool for Assessing Students’ Systems Thinking”, American Journal of Operations Research.CrossRefGoogle Scholar
Trochim, W.M.K. and Cabrera, D. (2005), “The complexity of concept mapping for policy analysis”, Emergence: Complexity & Organization, Vol. 7 No. 1, pp. 11–22.Google Scholar
Trochim, W.M., Cabrera, D.A., Milstein, B., Gallagher, R.S. and Leischow, S.J. (2006), “Practical challenges of systems thinking and modeling in public health”, American journal of public health, Vol. 96 No. 3, pp.538–546.CrossRefGoogle ScholarPubMed
Valasek, C. J. (2022), “Disciplining the Akratic user: Constructing digital (un)wellness”, Mobile Media and Communication, Vol. 10 No. 2, pp. 235–250. https://doi.org/10.1177/20501579211038796CrossRefGoogle Scholar
vanden Abeele, M. M. P. (2021), “Digital Wellbeing as a Dynamic Construct”, Communication Theory, Vol. 31 No. 4, pp. 932–955. https://doi.org/10.1093/ct/qtaa024CrossRefGoogle Scholar
vanden Abeele, M. M. P. and Nguyen, M. H. (2022), “Digital well-being in an age of mobile connectivity: An introduction to the Special Issue”, Mobile Media and Communication, Vol. 10 No. 2, pp. 174–189. https://doi.org/10.1177/20501579221080899CrossRefGoogle Scholar
Verbeek, P. P. (2005), What Things Do: Philosophical Reflections on Technology, Agency, and Design, Penn State University Press.Google Scholar
Williams, M. and Moser, T. (2019), “The art of coding and thematic exploration in qualitative research”, International Management Review, Vol. 15 No. 1, pp.45–55.Google Scholar
Yang, K., Seo, S. H. and Ok, H. J. (2021), “Parents’ perceptions and guidance behavior on media use of children aged 3-9 years old : Focusing on differences in parents’ media education experience”, Journal of Reading Research, No. 59, pp. 107–136. https://dx.doi.org/10.17095/JRR.2021.59.3CrossRefGoogle Scholar
Yoo¸, K.-H. and Choi¸, H.-J. (2021), “Effects of parental pressure and autonomy support on academic enthusiasm, in the fourth grade of elementary school: The Mediating Effect of Smartphone Dependence”, The Korean Journal of Child Education, Vol. 30 No. 3, pp. 109–129.Google Scholar
Yoon, J.-Y., Jeong, K.-H. and Cho, H.J. (2021), “The effects of children's smartphone addiction on sleep duration: The moderating effects of gender and age”, International Journal of Environmental Research and Public Health, Vol. 18 No. 11, p. 5943. https://doi.org/10.3390/ijerph18115943.CrossRefGoogle ScholarPubMed
Yue, A., Pang, N., Torres, F. and Mambra, S. (2021). Developing an Indicator Framework for Digital Wellbeing: Perspectives from Digital Citizenship, NUSCTIC Working Paper Series No. 1. Available at: https://ctic.nus.edu.sg/resources/CTIC-WP01(2021).pdfGoogle Scholar
Zhang, J. (1997), “The nature of external representations in problem solving”, Cognitive Science, Vol. 21 No. 2, pp. 179–217. https://dx.doi.org/10.1207/s15516709cog2102_3.CrossRefGoogle Scholar