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Individual differences in boys’ and girls’ timing and tempo of puberty: Modeling development with nonlinear growth models
Open accessAbstract
Pubertal development is a nonlinear process progressing from prepubescent beginnings through biological, physical, and psychological changes to full sexual maturity. To tether theoretical concepts of puberty with sophisticated longitudinal, analytical models capable of articulating pubertal development more accurately, we used nonlinear mixed-effects models to describe both the timing and tempo of pubertal development in the sample of 364 White boys and 373 White girls measured across 6 years as part of the National Institute of Child Health and Human Development Study of Early Child Care and Youth Development. Individual differences in timing and tempo were extracted with models of logistic growth. Differential relations emerged for how boys' and girls' timing and tempo of development were related to physical characteristics (body mass index, height, and weight) and psychological outcomes (internalizing problems, externalizing problems, and risky sexual behavior). Timing and tempo are associated in boys but not girls. Pubertal timing and tempo are particularly important for predicting psychological outcomes in girls but only sparsely related to boys' psychological outcomes. Results highlight the importance of considering the nonlinear nature of puberty and expand the repertoire of possibilities for examining important aspects of how and when pubertal processes contribute to development.
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“For example, in girls, earlier pubertal timing and more rapid pubertal tempo (relative to same-age, same-sex peers) is associated with higher rates of depressive disorders in particular, as well as substance use disorders, eating disorders, and antisocial behavior.(30–32)”
From Puberty Initiates Cascading Relationships Between Neurodevelopmental, Social, and Internalizing Processes Across Adolescence (2021) · cites this paper as [30]
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Metadata
- Authors
- Marceau, K., Ram, N., Houts, R. M., Grimm, K. J., & Susman, E. J.
- Affiliations
- Duke University (US)
- University of California, Davis (US)
- Pennsylvania State University (US)
- Venue
- Developmental Psychology
- Published
- 2011-09
- Volume
- 47
- Issue
- 5
- Pages
- 1389-1409
- ISSN
- 0012-1649 (ISSN-L)
- 1939-0599
- PMC
- PMC3928626
- OpenAlex
- W1967329472
- Cited by
- 389
- References
- 82
- Citations by year
- 2026: 31 · 2025: 36 · 2024: 18 · 2023: 39 · 2022: 29 · 2021: 23 · 2020: 74 · 2019: 32 · 2018: 27 · 2017: 7 · 2016: 10 · 2015: 17 · 2014: 22 · 2013: 12 · 2012: 7
- FWCI
- 15.51
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Developmental Psychology (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (cooperative agreement 5U10HD025460-18; 5U10HD025447-18; 5U10HD025420-19; 5U10HD025456-18; 5U10HD025445-19; 5U01HD033343-14; 5U10HD025451-19; 5U10HD025430-18; 5U10HD025449-18; 5U10HD027040-18; 5U10HD025455-18)
- National Institute of Mental Health (MH077874-04)
- National Institute on Aging (RC1-AG035645)
- National Science Foundation (DRL-0815787)
- Topics
- Health Sciences › Medicine › Reproductive Medicine › Hypothalamic control of reproductive hormones
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Adolescent Sexual and Reproductive Health
- Keywords
- pubertal timing, pubertal tempo, pubertal development, individual differences, sex differences, nonlinear growth models, logistic growth, body mass index, internalizing problems, externalizing problems, sexual risk behavior, longitudinal development
- MeSH terms
- Adolescent, Psychology, Adolescent, Anthropometry, Child, Female, Humans, Individuality, Longitudinal Studies, Male, Models, Biological, Predictive Value of Tests, Puberty, Sexual Behavior, Sex Characteristics, Logistic Models, Nonlinear Dynamics, Adolescent Development
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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