Latent Profiles of Early Language Development in a Large Finnish-Speaking Sample of the FinnBrain Birth Cohort Study

dc.contributor.authorSaloranta, Essi
dc.contributor.authorYada, Akie
dc.contributor.authorMccauley, Stewart
dc.contributor.authorYli-Savola, Aura
dc.contributor.authorSavo, Satu
dc.contributor.authorRenvall, Kati
dc.contributor.authorEskola, Eeva
dc.contributor.authorFernandes, Michelle
dc.contributor.authorKorja, Riikka
dc.contributor.authorKarlsson, Hasse
dc.contributor.authorKarlsson, Linnea
dc.contributor.authorMainela-Arnold, Elina
dc.contributor.organizationfi=psykiatria|en=Psychiatry|
dc.contributor.organization-code1.2.246.10.2458963.20.46679761984
dc.converis.publication-id500012983
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/500012983
dc.date.accessioned2026-01-21T12:32:39Z
dc.date.available2026-01-21T12:32:39Z
dc.description.abstract<p><strong>Purpose: </strong>Research on early language development has primarily used two categories to group at-risk children, differing by the age at which risk is identified. Late talkers are toddlers with late onset of language development, some of whom may catch up with peers. Developmental language disorder is used to refer to children above the age of 4 years. To this day, the longitudinal relationship between the two categories remains unclear. In this study, we explored early language trajectories in a large birth cohort using exploratory methodology to gain better understanding of the types and prevalence of language trajectories from 14 months to 5 years of age, with particular interest in risk trajectories that cluster statistically.</p><p><strong>Method: </strong>We conducted latent profile analysis (LPA) on seven language variables collected between 1 and 5 years of age (<em>N</em> = 1,281). Multinomial logistic regression procedure was used to identify child and family characteristics that predicted profile memberships.</p><p><strong>Results: </strong>The LPA yielded three profiles of language development described as <em>persistent low</em>, <em>stable average</em>, and <em>stable high.</em> Female sex, longer duration of pregnancy, and higher maternal socioeconomic status increased the odds of belonging to the stable high-language profile, whereas male sex and not being first born increased the odds of belonging to persistent low language profile.</p><p><strong>Conclusions: </strong>Contrary to previous research, we did not observe increasing or decreasing profiles, suggesting that toddler language difficulties tend to persist at age 5 years, at least in this birth cohort. This suggests commencing language intervention early instead of the wait-and-see approach.</p><p><strong>Supplemental material: </strong>https://doi.org/10.23641/asha.29441471.</p>
dc.format.pagerange4005
dc.identifier.eissn1558-9102
dc.identifier.jour-issn1092-4388
dc.identifier.olddbid212637
dc.identifier.oldhandle10024/195655
dc.identifier.urihttps://www.utupub.fi/handle/11111/52836
dc.identifier.urlhttps://doi.org/10.1044/2025_jslhr-24-00767
dc.identifier.urnURN:NBN:fi-fe202601217020
dc.language.isoen
dc.okm.affiliatedauthorSaloranta, Essi
dc.okm.affiliatedauthorYada, Akie
dc.okm.affiliatedauthorYli-Savola, Aura
dc.okm.affiliatedauthorSavo, Satu
dc.okm.affiliatedauthorRenvall, Kati
dc.okm.affiliatedauthorEskola, Eeva
dc.okm.affiliatedauthorKorja, Riikka
dc.okm.affiliatedauthorKarlsson, Hasse
dc.okm.affiliatedauthorKarlsson, Linnea
dc.okm.affiliatedauthorMainela-Arnold, Elina
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline515 Psychologyen_GB
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherAmerican Speech Language Hearing Association
dc.publisher.countryUnited Statesen_GB
dc.publisher.countryYhdysvallat (USA)fi_FI
dc.publisher.country-codeUS
dc.relation.doi10.1044/2025_JSLHR-24-00767
dc.relation.ispartofjournalJournal of Speech, Language, and Hearing Research
dc.relation.issue8
dc.relation.volume68
dc.source.identifierhttps://www.utupub.fi/handle/10024/195655
dc.titleLatent Profiles of Early Language Development in a Large Finnish-Speaking Sample of the FinnBrain Birth Cohort Study
dc.year.issued2025

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