The influence of socioeconomic status on intelligence in school-age children in Xuyong County: a mediation analysis of nutrition literacy and dietary diversity
- PMID: 39987304
- DOI: 10.1007/s00394-025-03599-9
The influence of socioeconomic status on intelligence in school-age children in Xuyong County: a mediation analysis of nutrition literacy and dietary diversity
Abstract
Purpose: While children's nutrition in rural areas has garnered attention, the most studies focus on underweight, obesity and anemia, neglecting the importance of intelligence in children's current academic performance and future success. This study aimed to examine how food and nutrition literacy (FNLIT) and dietary diversity score (DDS) mediate the impact of socioeconomic status (SES) on the intelligence development, offering insights for improving childhood nutrition.
Methods: This cross-sectional study employed a stratified cluster random sampling method and included 1704 children aged between 8 and 16 years. Questionnaires was used to collect demographic data, FNLIT, DDS and Raven's Standard Progressive Matrices (SPM) scores. SES was constructed using principal component analysis. Linear regression analysis was used to explore the interrelationship between the variables.
Results: The mean scores for FNLIT, DDS, and SPM were 58.06 ± 7.00, 6.25 ± 1.64, and 37.60 ± 8.91, respectively. SES is positively correlated with SPM (B = 0.434, p < 0.01); FNLIT mediates the relationship between SES and SPM (B = 0.065, 95% CI: 0.035, 0.098). Among participants with DDS ≤ 6, DDS mediates the relationship between SES and SPM (B = 0.017, 95% CI: 0.0002, 0.044). For students with DDS ≤ 6, FNLIT + DDS has a positive mediated (B = 0.003, 95% CI: 0.0004, 0.007), while for primary students, it show a negative effect (B = - 0.003, 95% CI: - 0.008, - 0.001).
Conclusion: Both FNLIT and DDS have impacts on children intelligence. Nutrition education and dietary interventions should prioritize children with low SES and inadequate DDS to enhance intellectual development.
Keywords: Dietary diversity scores; Intelligence; Mediation analysis; Nutrition literacy; Socioeconomic status.
© 2025. Springer-Verlag GmbH Germany, part of Springer Nature.
Conflict of interest statement
Declarations. Conflict of interest: On behalf of all authors, the corresponding author states that there is no conflict of interest. Ethical approval: Following the Declaration of Helsinki, ethical approval was granted by the Ethical Review Committee of the Affiliated Hospital, Southwestern Medical University (KY2024357). Verbal or informed consent from school leaders, parents, and participants was obtained, ensuring anonymity.
Similar articles
-
The association and mediation role of Food and Nutrition Literacy (FNLIT) with eating behaviors, academic achievement and overweight in 10-12 years old students: a structural equation modeling.Nutr J. 2022 Jul 1;21(1):45. doi: 10.1186/s12937-022-00796-8. Nutr J. 2022. PMID: 35778743 Free PMC article.
-
Low food and nutrition literacy (FNLIT): a barrier to dietary diversity and nutrient adequacy in school age children.BMC Res Notes. 2020 Jun 12;13(1):286. doi: 10.1186/s13104-020-05123-0. BMC Res Notes. 2020. PMID: 32532341 Free PMC article.
-
Association between dietary diversity, nutritional status, and academic performance of school-age children in Southeast Ethiopia using structural equation modelling.J Health Popul Nutr. 2024 Nov 18;43(1):188. doi: 10.1186/s41043-024-00687-0. J Health Popul Nutr. 2024. PMID: 39558416 Free PMC article.
-
Association of food security and other socio-economic factors with dietary diversity and nutritional statuses of children aged 6-59 months in rural Bangladesh.PLoS One. 2019 Aug 29;14(8):e0221929. doi: 10.1371/journal.pone.0221929. eCollection 2019. PLoS One. 2019. PMID: 31465509 Free PMC article.
-
[Simple obesity in children. A study on the role of nutritional factors].Med Wieku Rozwoj. 2006 Jan-Mar;10(1):3-191. Med Wieku Rozwoj. 2006. PMID: 16733288 Review. Polish.
References
-
- Khadem A, Nadery M, Noori S et al (2024) The relationship between food habits and physical activity and the IQ of primary school children. J Health Popul Nutr 43:29. https://doi.org/10.1186/s41043-024-00522-6 - DOI - PubMed - PMC
-
- Shi Y, Qu S (2022) The effect of cognitive ability on academic achievement: the mediating role of self-discipline and the moderating role of planning. Front Psychol 13:1014655. https://doi.org/10.3389/fpsyg.2022.1014655 - DOI - PubMed - PMC
-
- Gwelo NB, Sumankuuro J, Akintola O, Brieger WR (2023) Factors associated with underweight, overweight, stunting and wasting among primary school-going children participating in a school health initiative in South Africa. BMC Nutr 9:119. https://doi.org/10.1186/s40795-023-00778-x - DOI - PubMed - PMC
-
- Zsakai A, Annar D, Koronczai B et al (2023) A new monitoring system for nutritional status assessment in children at home. Sci Rep 13:4155. https://doi.org/10.1038/s41598-023-30998-x - DOI - PubMed - PMC
-
- Mahmudiono T, Segalita C, Rosenkranz RR (2019) Socio-ecological model of correlates of double burden of malnutrition in developing countries: a narrative review. IJERPH 16:3730. https://doi.org/10.3390/ijerph16193730 - DOI - PubMed - PMC
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical