MULTIDIMENSIONAL PARENTING PROFILES AND PROBLEMATIC DIGITAL MEDIATION IN FAMILIES OF PRESCHOOL CHILDREN: A PERSON-CENTERED ANALYSIS
Abstract
Parenting is often examined through variable-centered associations, although families may combine responsive, controlling, permissive, disengaged, and overprotective practices. This study identified multidimensional parenting profiles and examined their association with problematic digital mediation in families of preschool children. A cross-sectional secondary analysis was conducted with 195 family records containing complete scores on five dimensions of the Parenting Practices and Styles Questionnaire for Early Childhood Education. One- to five-profile Gaussian mixture models with diagonal covariance matrices were estimated. Model selection integrated information criteria, entropy, average posterior probability, class size, silhouette, bootstrap stability, and substantive interpretability. A three-profile solution provided the most defensible balance: formative-protective (43.6%), formative with vulnerable regulation (49.2%), and cumulative multi-risk (7.2%). Classification quality was adequate (entropy = .857; average posterior probability = .935), and agreement with a three-cluster k-means solution was high (ARI = .851). Profiles differed substantially in problematic digital mediation, H(2) = 37.68, p < .001, ε² = .186, with the cumulative multi-risk profile showing the highest score. No differences were found in reported screen duration or communication with teachers. The coexistence of positive and problematic practices challenges mutually exclusive parenting typologies and suggests that the relational function of screen use may distinguish family profiles better than duration alone. Tiered, profile-informed family guidance is recommended.
How to Cite
References
- 1. American Academy of Pediatrics Council on Communications and Media. (2016). Media and young minds. Pediatrics, 138(5), e20162591. https://doi.org/10.1542/peds.2016-2591
- 2. Bakk, Z., Tekle, F. B., & Vermunt, J. K. (2013). Estimating the association between latent class membership and external variables using bias-adjusted three-step approaches. Sociological Methodology, 43(1), 272–311. https://doi.org/10.1177/0081175012470644
- 3. Bakk, Z., & Vermunt, J. K. (2016). Robustness of stepwise latent class modeling with continuous distal outcomes. Structural Equation Modeling, 23(1), 20–31. https://doi.org/10.1080/10705511.2014.955104
- 4. Bergman, L. R., & Magnusson, D. (1997). A person-oriented approach in research on developmental psychopathology. Development and Psychopathology, 9(2), 291–319. https://doi.org/10.1017/S095457949700206X
- 5. Berlin, K. S., Williams, N. A., & Parra, G. R. (2014). An introduction to latent variable mixture modeling (Part 1): Overview and cross-sectional latent class and latent profile analyses. Journal of Pediatric Psychology, 39(2), 174–187. https://doi.org/10.1093/jpepsy/jst084
- 6. Borden, L. A., Herman, K. C., Stormont, M., Goel, N., Darney, D., Reinke, W. M., & Webster-Stratton, C. (2014). Latent profile analysis of observed parenting behaviors in a clinic sample. Journal of Abnormal Child Psychology, 42(5), 731–742. https://doi.org/10.1007/s10802-013-9815-z
- 7. Celeux, G., & Soromenho, G. (1996). An entropy criterion for assessing the number of clusters in a mixture model. Journal of Classification, 13, 195–212. https://doi.org/10.1007/BF01246098
- 8. Clark, L. S. (2011). Parental mediation theory for the digital age. Communication Theory, 21(4), 323–343. https://doi.org/10.1111/j.1468-2885.2011.01391.x
- 9. Darling, N., & Steinberg, L. (1993). Parenting style as context: An integrative model. Psychological Bulletin, 113(3), 487–496. https://doi.org/10.1037/0033-2909.113.3.487
- 10. Ferguson, S. L., Moore, E. W. G., & Hull, D. M. (2020). Finding latent groups in observed data: A primer on latent profile analysis in Mplus for applied researchers. International Journal of Behavioral Development, 44(5), 458–468. https://doi.org/10.1177/0165025419881721
- 11. Hamp, A., Radesky, J. S., Weeks, H. M., Miller, A. L., & Kaciroti, N. (2025). Novel profiles of family media use: A latent profile analysis. JMIR Pediatrics and Parenting, 8, e59215. https://doi.org/10.2196/59215
- 12. Hubert, L., & Arabie, P. (1985). Comparing partitions. Journal of Classification, 2, 193–218. https://doi.org/10.1007/BF01908075
- 13. Jiow, H. J., & Tay, A. (2026). ‘You cannot let the device control you!’ Parental mediation of preschoolers’ digital media consumption. Atlantic Journal of Communication. Advance online publication. https://doi.org/10.1080/15456870.2026.2680042
- 14. Konok, V., Bunford, N., & Miklósi, Á. (2020). Associations between child mobile use and digital parenting style in Hungarian families. Journal of Children and Media, 14(1), 91–109. https://doi.org/10.1080/17482798.2019.1684332
- 15. Lauricella, A. R., Wartella, E., & Rideout, V. J. (2015). Young children’s screen time: The complex role of parent and child factors. Journal of Applied Developmental Psychology, 36, 11–17. https://doi.org/10.1016/j.appdev.2014.12.001
- 16. Lee, H., & Park, I. Y. (2026). Latent profiles of parenting styles and internalising and externalising behaviour problems and smartphone dependency among children in foster care. Child & Family Social Work. Advance online publication. https://doi.org/10.1111/cfs.70127
- 17. Livingstone, S., & Helsper, E. J. (2008). Parental mediation of children’s Internet use. Journal of Broadcasting & Electronic Media, 52(4), 581–599. https://doi.org/10.1080/08838150802437396
- 18. Lubke, G. H., & Neale, M. C. (2006). Distinguishing between latent classes and continuous factors: Resolution by maximum likelihood? Multivariate Behavioral Research, 41(4), 499–532. https://doi.org/10.1207/s15327906mbr4104_4
- 19. Madigan, S., Browne, D., Racine, N., Mori, C., & Tough, S. (2019). Association between screen time and children’s performance on a developmental screening test. JAMA Pediatrics, 173(3), 244–250. https://doi.org/10.1001/jamapediatrics.2018.5056
- 20. McDaniel, B. T., & Radesky, J. S. (2018). Technoference: Parent distraction with technology and associations with child behavior problems. Child Development, 89(1), 100–109. https://doi.org/10.1111/cdev.12822
- 21. Modecki, K. L., Goldberg, R. E., Wisniewski, P., & Orben, A. (2022). What is digital parenting? A systematic review of past measurement and blueprint for the future. Perspectives on Psychological Science, 17(6), 1673–1691. https://doi.org/10.1177/17456916211072458
- 22. Morin, A. J. S., Meyer, J. P., Creusier, J., & Biétry, F. (2016). Multiple-group analysis of similarity in latent profile solutions. Organizational Research Methods, 19(2), 231–254. https://doi.org/10.1177/1094428115621148
- 23. Navarro, J. L., & Jensen, M. (2026). Styles of digital parental mediation: A multi-group person-centered approach. Journal of Child and Family Studies, 35, 481–501. https://doi.org/10.1007/s10826-025-03229-2
- 24. Nikken, P., & Opree, S. J. (2018). Guiding young children’s digital media use: SES-differences in mediation concerns and competence. Journal of Child and Family Studies, 27, 1844–1857. https://doi.org/10.1007/s10826-018-1018-3
- 25. Nikken, P., & Schols, M. (2015). How and why parents guide the media use of young children. Journal of Child and Family Studies, 24, 3423–3435. https://doi.org/10.1007/s10826-015-0144-4
- 26. Nylund, K. L., Asparouhov, T., & Muthén, B. O. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: A Monte Carlo simulation study. Structural Equation Modeling, 14(4), 535–569. https://doi.org/10.1080/10705510701575396
- 27. Nylund-Gibson, K., & Choi, A. Y. (2018). Ten frequently asked questions about latent class analysis. Translational Issues in Psychological Science, 4(4), 440–461. https://doi.org/10.1037/tps0000176
- 28. Ochoa, W., & Reich, S. M. (2020). Parents’ beliefs about the benefits and detriments of mobile screen technologies for their young children’s learning: A focus on diverse Latine mothers and fathers. Frontiers in Psychology, 11, 570712. https://doi.org/10.3389/fpsyg.2020.570712
- 29. Olivari, M. G., Tagliabue, S., & Confalonieri, E. (2013). Parenting Style and Dimensions Questionnaire: A review of reliability and validity. Marriage & Family Review, 49(6), 465–490. https://doi.org/10.1080/01494929.2013.770812
- 30. Owen, M. T., Pacheco, D., Dyer, N., Barnes, J. C., Von Hatten, L., & Caughy, M. O. (2023). Stability of parenting profiles in early childhood for African American children in households experiencing poverty. Early Childhood Research Quarterly, 65, 295–305. https://doi.org/10.1016/j.ecresq.2023.07.006
- 31. Parent, J., & Forehand, R. (2017). The Multidimensional Assessment of Parenting Scale (MAPS): Development and psychometric properties. Journal of Child and Family Studies, 26, 2136–2151. https://doi.org/10.1007/s10826-017-0741-5
- 32. Pinquart, M. (2017). Associations of parenting dimensions and styles with externalizing problems of children and adolescents: An updated meta-analysis. Developmental Psychology, 53(5), 873–932. https://doi.org/10.1037/dev0000295
- 33. Power, T. G. (2013). Parenting dimensions and styles: A brief history and recommendations for future research. Childhood Obesity, 9(S1), S14–S21. https://doi.org/10.1089/chi.2013.0034
- 34. Pyne, B., Asmara, O., & Morawska, A. (2025). The impact of modifiable parenting factors on the screen use of children five years or younger: A systematic review. Clinical Child and Family Psychology Review, 28, 458–490. https://doi.org/10.1007/s10567-025-00523-9
- 35. Radesky, J. S., Weeks, H. M., Ball, R., Schaller, A., Yeo, S., Durnez, J., Tamayo-Rios, M., Epstein, M., Kirkorian, H., Coyne, S., & Barr, R. (2020). Young children’s use of smartphones and tablets. Pediatrics, 146(1), e20193518. https://doi.org/10.1542/peds.2019-3518
- 36. Ren, L., Li, Y., Li, X., Li, J., Li, L., & Fan, J. (2025). Reconsidering the typology of parenting styles and its association with preschoolers’ development in Chinese families. Child Development, 96(4), 1326–1342. https://doi.org/10.1111/cdev.14236
- 37. Rousseeuw, P. J. (1987). Silhouettes: A graphical aid to the interpretation and validation of cluster analysis. Journal of Computational and Applied Mathematics, 20, 53–65. https://doi.org/10.1016/0377-0427(87)90125-7
- 38. Sanders, M. R., Morawska, A., Haslam, D. M., Filus, A., & Fletcher, R. (2014). Parenting and Family Adjustment Scales (PAFAS): Validation of a brief parent-report measure for use in assessment of parenting skills and family relationships. Child Psychiatry & Human Development, 45, 255–272. https://doi.org/10.1007/s10578-013-0397-3
- 39. Smetana, J. G. (2017). Current research on parenting styles, dimensions, and beliefs. Current Opinion in Psychology, 15, 19–25. https://doi.org/10.1016/j.copsyc.2017.02.012
- 40. Spurk, D., Hirschi, A., Wang, M., Valero, D., & Kauffeld, S. (2020). Latent profile analysis: A review and ‘how to’ guide of its application within vocational behavior research. Journal of Vocational Behavior, 120, 103445. https://doi.org/10.1016/j.jvb.2020.103445
- 41. Stiglic, N., & Viner, R. M. (2019). Effects of screentime on the health and well-being of children and adolescents: A systematic review of reviews. BMJ Open, 9, e023191. https://doi.org/10.1136/bmjopen-2018-023191
- 42. Swider-Cios, E., Vermeij, A., & Sitskoorn, M. M. (2023). Young children and screen-based media: The impact on cognitive and socioemotional development and the importance of parental mediation. Cognitive Development, 66, 101319. https://doi.org/10.1016/j.cogdev.2023.101319
- 43. Tein, J.-Y., Coxe, S., & Cham, H. (2013). Statistical power to detect the correct number of classes in latent profile analysis. Structural Equation Modeling, 20(4), 640–657. https://doi.org/10.1080/10705511.2013.824781
- 44. Valkenburg, P. M., Piotrowski, J. T., Hermanns, J., & de Leeuw, R. (2013). Developing and validating the perceived parental media mediation scale: A self-determination perspective. Human Communication Research, 39(4), 445–469. https://doi.org/10.1111/hcre.12010
- 45. Wang, J., Liu, R.-D., Ding, Y., Hong, W., & Liu, J. (2024). How parental mediation and parental phubbing affect preschool children’s screen media use: A response surface analysis. Cyberpsychology, Behavior, and Social Networking, 27(9), 651–657. https://doi.org/10.1089/cyber.2023.0638
- 46. Warren, R. (2001). In words and deeds: Parental involvement and mediation of children’s television viewing. Journal of Family Communication, 1(4), 211–231. https://doi.org/10.1207/S15327698JFC0104_01
- 47. Xu, M., Sun, H., Liu, A., Zhao, X., Zhang, Y., & Guan, H. (2025). Maternal parenting behavioural profiles and developmental outcomes in early years: A latent profile analysis in rural China. Journal of Global Health, 15, 04042. https://doi.org/10.7189/jogh.15.04042
- 48. Zhu, D., Guo, S., Zheng, M., & Dang, J. (2025). Understanding early childhood behavioral problems through parenting style–temperament typologies: A latent profile analysis. Frontiers in Psychology, 16, 1620464. https://doi.org/10.3389/fpsyg.2025.1620464