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Updated: Jul 20, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Birth size, school performance and family social position: a study of 650,000 children
Karri Silventoinen1,2, Juha Luukkonen3, Mikko Myrskylä3,4,5,6
1Population Research Unit, Faculty of Social Sciences, University of Helsinki, Helsinki, Finland. karri.silventoinen@helsinki.fi.
Insights
Birth length is a stronger predictor of school performance than birth weight, especially in lower socioeconomic families. This highlights the importance of the intrauterine environment for cognitive development.
Area of Science:
- Pediatrics
- Developmental Psychology
- Public Health
Background:
- Low birth weight is linked to poorer cognitive function.
- Associations across the full birth weight spectrum and its components require further investigation.
- Family social position may modify these associations.
Purpose of the Study:
- To examine the relationship between birth weight, birth length, and birth ponderal index with school performance.
- To investigate how childhood family social position influences these associations.
- To determine which anthropometric measures are most predictive of later academic achievement.
Main Methods:
- Utilized Finnish national birth and school performance records (1987-1997, N=642,425).
- Employed population-averaged and within-siblings fixed-effects linear regression models.
- Analyzed associations across the full distribution of birth measurements.
Main Results:
- Birth length demonstrated a linear association with school performance, while birth weight showed a curvilinear relationship.
- Birth length explained more variation in school performance (0.08% in boys, 0.14% in girls) compared to birth weight.
- The association between birth length and school performance was more pronounced in lower socioeconomic families.
Conclusions:
- Birth length is a significant linear predictor of school performance in late adolescence.
- Birth length provides valuable insights into intrauterine environmental influences on cognitive outcomes.
- Interventions targeting the intrauterine environment may positively impact long-term academic achievement.
Background:
Low birth weight (BW) is associated with lower cognitive functioning, but less is known of these associations across the full range of the BW distribution and its components. We analyzed how BW, birth length (BL) and birth ponderal index (BPI, kg/m3) are associated with school performance and how childhood family social position modifies these associations.
Methods:
Medical birth records of all Finnish children born in 1987-1997 were linked to school performance records at 16 years of age (N = 642,425). We used population averaged and within-siblings fixed-effects linear regression models.
Results:
BL showed a linear and BW a curvilinear association with school performance whereas for BPI the association was weak. The strongest association was found for BL explaining 0.08% of the variation in school performance in boys and 0.14% in girls. Demographic, gestational and social factors partly explained these associations. Similar but weaker associations were found within sibships. The association of BL with school performance was stronger at lower levels of family social position.
Conclusion:
BL shows a linear association with school performance and can explain more school performance variation than BW. At the population level, BL can offer useful information on intrauterine environmental factors relevant for cognitive performance.
Impact:
Birth length is linearly associated with school performance in late adolescence and explains a larger proportion of school performance variation than birth weight. The association between birth length and school performance is stronger in families with lower socio-economic position. At the population level, birth length can offer information on the intrauterine environment relevant for later cognitive performance.
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