Novel Profiles of Family Media Use: Latent Profile Analysis
Abstract BackgroundOver the past 3 decades, digital and screen media have evolved from broadcast, stationary platforms to a complex environment of interactive, omnipresent, mobile media. Thus, clinical guidance centered around unidimensional concepts such as “screen time” must...
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| Language: | English |
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JMIR Publications
2025-03-01
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| Series: | JMIR Pediatrics and Parenting |
| Online Access: | https://pediatrics.jmir.org/2025/1/e59215 |
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| author | Nicole Hamp Jenny Radesky Heidi M Weeks Alison L Miller Niko Kaciroti |
| author_facet | Nicole Hamp Jenny Radesky Heidi M Weeks Alison L Miller Niko Kaciroti |
| author_sort | Nicole Hamp |
| collection | DOAJ |
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Abstract
BackgroundOver the past 3 decades, digital and screen media have evolved from broadcast, stationary platforms to a complex environment of interactive, omnipresent, mobile media. Thus, clinical guidance centered around unidimensional concepts such as “screen time” must be modernized to help families navigate the intricate digital ecosystems of readily available entertainment and information.
ObjectiveThis study aimed to identify and examine distinct latent profiles of media use in families with young children. We hypothesized that latent profile analysis (LPA) would identify different media use profiles characterized by more heavy, reactive, individual, and permissive media use and more intentional, regulated, or shared uses of media.
MethodsWe analyzed data from 398 preschool-aged children. English-speaking parents were recruited through community settings. Participants completed surveys regarding several aspects of family media use, such as child device use or activities, parent concerns and attitudes, limit setting and mediation, parent media use, and technology interference, examined in an LPA. The number of latent media profiles was determined using Bayesian Information Criteria. Parents also completed validated scales of parenting stress, depression symptoms, parenting style, child behavior, child sleep, and household disorganization. Multivariable logistic regression was used to examine parent, child, and household predictors of group membership.
ResultsThe LPA yielded 2 distinct groups that differed in the duration of media used by parents and children, to calm children or help them fall asleep. Statistically significant differences between groups included: families in group 1 (n=236, which we termed social-emotional drivers) had parents who preferred interactions via text or email to in-person (PPPPP
ConclusionsFindings suggest divergent family media use patterns that can be categorized into 2 main media user groups: those using media to buffer social situations or regulate emotions and those planning mobile device use around functional purposes and concerns around media exposure. Profiles were associated with household size and child sleep. More research is needed to examine the impact of social and emotional uses of media on child outcomes. |
| format | Article |
| id | doaj-art-1b8c647877ea47c8a73796c0ddec1345 |
| institution | DOAJ |
| issn | 2561-6722 |
| language | English |
| publishDate | 2025-03-01 |
| publisher | JMIR Publications |
| record_format | Article |
| series | JMIR Pediatrics and Parenting |
| spelling | doaj-art-1b8c647877ea47c8a73796c0ddec13452025-08-20T02:59:24ZengJMIR PublicationsJMIR Pediatrics and Parenting2561-67222025-03-018e59215e5921510.2196/59215Novel Profiles of Family Media Use: Latent Profile AnalysisNicole Hamphttp://orcid.org/0000-0001-7124-3040Jenny Radeskyhttp://orcid.org/0000-0002-7721-7350Heidi M Weekshttp://orcid.org/0000-0003-3467-7987Alison L Millerhttp://orcid.org/0000-0002-9866-0204Niko Kacirotihttp://orcid.org/0000-0001-8843-8231 Abstract BackgroundOver the past 3 decades, digital and screen media have evolved from broadcast, stationary platforms to a complex environment of interactive, omnipresent, mobile media. Thus, clinical guidance centered around unidimensional concepts such as “screen time” must be modernized to help families navigate the intricate digital ecosystems of readily available entertainment and information. ObjectiveThis study aimed to identify and examine distinct latent profiles of media use in families with young children. We hypothesized that latent profile analysis (LPA) would identify different media use profiles characterized by more heavy, reactive, individual, and permissive media use and more intentional, regulated, or shared uses of media. MethodsWe analyzed data from 398 preschool-aged children. English-speaking parents were recruited through community settings. Participants completed surveys regarding several aspects of family media use, such as child device use or activities, parent concerns and attitudes, limit setting and mediation, parent media use, and technology interference, examined in an LPA. The number of latent media profiles was determined using Bayesian Information Criteria. Parents also completed validated scales of parenting stress, depression symptoms, parenting style, child behavior, child sleep, and household disorganization. Multivariable logistic regression was used to examine parent, child, and household predictors of group membership. ResultsThe LPA yielded 2 distinct groups that differed in the duration of media used by parents and children, to calm children or help them fall asleep. Statistically significant differences between groups included: families in group 1 (n=236, which we termed social-emotional drivers) had parents who preferred interactions via text or email to in-person (PPPPP ConclusionsFindings suggest divergent family media use patterns that can be categorized into 2 main media user groups: those using media to buffer social situations or regulate emotions and those planning mobile device use around functional purposes and concerns around media exposure. Profiles were associated with household size and child sleep. More research is needed to examine the impact of social and emotional uses of media on child outcomes.https://pediatrics.jmir.org/2025/1/e59215 |
| spellingShingle | Nicole Hamp Jenny Radesky Heidi M Weeks Alison L Miller Niko Kaciroti Novel Profiles of Family Media Use: Latent Profile Analysis JMIR Pediatrics and Parenting |
| title | Novel Profiles of Family Media Use: Latent Profile Analysis |
| title_full | Novel Profiles of Family Media Use: Latent Profile Analysis |
| title_fullStr | Novel Profiles of Family Media Use: Latent Profile Analysis |
| title_full_unstemmed | Novel Profiles of Family Media Use: Latent Profile Analysis |
| title_short | Novel Profiles of Family Media Use: Latent Profile Analysis |
| title_sort | novel profiles of family media use latent profile analysis |
| url | https://pediatrics.jmir.org/2025/1/e59215 |
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