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Parent information seeking and sharing: Using unsupervised machine learning to identify common parenting issues

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  • Eldeeb, Nehal
  • Ren, Cheng
  • Shapiro, Valerie B.

Abstract

Extant research shows that evidence-based parenting programs can improve parents’ knowledge, skills, and self-efficacy, leading to reduced child abuse and neglect, and promoting children’s emotional, social, and cognitive competencies. However, the impact of these programs is limited by low participation rates. Despite this, parents are actively engaging with online parenting content. Analyzing online behavior to understand parents’ information needs might illuminate topics to incorporate into parenting programs to improve parent participation. This study adopts a bottom-up Human-centered Design (HCD) approach to explore parents’ topical preferences for engaging with parenting information. Specifically, this study explores the 1) nature and prevalence of topics parents discuss online, 2) differences between mother-centric and father-centric online forums, and 3) changes in online topics since the onset of the COVID-19 pandemic. Data collected from three prominent online parenting forums from February 2019 to July 2022 were analyzed using computational methods to uncover parenting topics across audiences and time periods. Findings revealed parent-centered topics such as postpartum depression/anxiety and work-family interface, and child-centered topics such as perinatal care. Both mother- and father-centric models identified early childcare topics, as well as notable gendered topics (e.g., breast/bottle feeding for the mother-centric group vs. financial considerations for the father-centric group). The time-oriented model highlighted increased challenges in parent mental health and child education/entertainment post-COVID. Findings suggest supplementing existing parenting interventions with services that focus on parental well-being and capacity, and considering both mixed audience and group-specific interventions to address the different needs of people identifying as mothers and fathers. This user-centered approach to program design has the potential to improve parent engagement in learning positive parenting practices to reduce child maltreatment and promote child well-being.

Suggested Citation

  • Eldeeb, Nehal & Ren, Cheng & Shapiro, Valerie B., 2025. "Parent information seeking and sharing: Using unsupervised machine learning to identify common parenting issues," Children and Youth Services Review, Elsevier, vol. 172(C).
    • Handle: RePEc:eee:cysrev:v:172:y:2025:i:c:s0190740925000933
    DOI: 10.1016/j.childyouth.2025.108210
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    1. Tingcan Ma & Ruinan Li & Guiyan Ou & Mingliang Yue, 2018. "Topic based research competitiveness evaluation," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(2), pages 789-803, November.
    2. Wil M. P. Aalst & Martin Bichler & Armin Heinzl, 2017. "Responsible Data Science," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 59(5), pages 311-313, October.
    3. Rui Zhou & Johnny Siu-Hang Li & Jeffrey Pai, 2018. "Evaluating effectiveness of rainfall index insurance," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 78(5), pages 611-625, August.
    4. Lee, Shawna J. & Ward, Kaitlin P. & Chang, Olivia D. & Downing, Kasey M., 2021. "Parenting activities and the transition to home-based education during the COVID-19 pandemic," Children and Youth Services Review, Elsevier, vol. 122(C).
    5. Asimit, Alexandru V. & Li, Jinzhu, 2018. "Systemic Risk: An Asymptotic Evaluation," ASTIN Bulletin, Cambridge University Press, vol. 48(2), pages 673-698, May.
    6. Bo Lu & Han Qiao & Yuzhe Zhao & Xianfei Yang & Guowei Hua & Xiaoxu Zhang, 2018. "Economic evaluation on container shipping route selection," International Journal of Manufacturing Technology and Management, Inderscience Enterprises Ltd, vol. 32(2), pages 85-101.
    7. Axford, Nick & Lehtonen, Minna & Kaoukji, Dwan & Tobin, Kate & Berry, Vashti, 2012. "Engaging parents in parenting programs: Lessons from research and practice," Children and Youth Services Review, Elsevier, vol. 34(10), pages 2061-2071.
    8. Om Prakash Mishra & Vikas Kumar & Dixit Garg, 2018. "Performance evaluation of JIT enabled SCM using ANP method," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 9(2), pages 547-558, April.
    9. Nyakach, Samwel & Owido, Seth F. O. & Onyando, Japheth O., 2018. "Evaluation of Plant Growth on Expanded Black Cotton Soil," Sustainable Agriculture Research, Canadian Center of Science and Education, vol. 7(2).
    10. Kenneth Rice & Julian P. T. Higgins & Thomas Lumley, 2018. "A re‐evaluation of fixed effect(s) meta‐analysis," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 181(1), pages 205-227, January.
    11. Dennis L Buchanan & Mark H. A. Davis, 2018. "Resource Evaluation," World Scientific Book Chapters, in: Metals and Energy Finance Application of Quantitative Finance Techniques to the Evaluation of Minerals, Coal and Petroleum Projects, chapter 7, pages 143-157, World Scientific Publishing Co. Pte. Ltd..
    12. Zeynep Arsel & David Crockett & Maura L Scott, 2022. "Diversity, Equity, and Inclusion (DEI) in the Journal of Consumer Research: A Curation and Research Agenda [When Feeling Younger Depends on Others: The Effects of Social Cues on Older Consumers]," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 48(5), pages 920-933.
    13. Martin Bichler & Armin Heinzl & Wil M. P. Aalst, 2017. "Business Analytics and Data Science: Once Again?," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 59(2), pages 77-79, April.
    14. Liang TAN & Peijin LI, 2018. "Evaluation on GE’s Core Competence," BRAND. Broad Research in Accounting, Negotiation, and Distribution, EduSoft Publishing, vol. 9(1), pages 13-25.
    15. Glasgow, R.E. & Lichtenstein, E. & Marcus, A.C., 2003. "Why Don't We See More Translation of Health Promotion Research to Practice? Rethinking the Efficacy-to-Effectiveness Transition," American Journal of Public Health, American Public Health Association, vol. 93(8), pages 1261-1267.
    16. ., 2021. "The coronavirus pandemic and international trade policy," Chapters, in: Navigating the Free Trade–Fair Trade Fault-Lines, chapter 0, pages 89-107, Edward Elgar Publishing.
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