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Original Article Individual- and neighborhood-level factors influencing diet quality: a multilevel analysis using Korea National Health and Nutrition Examination Survey data, 2010-2019
Dahyun Park1,2orcid , Min-Jeong Shin1,3orcid , S V Subramanian4,5orcid , Clara Yongjoo Park6orcid , Rockli Kim1,7orcid
Epidemiol Health 2025;47e2025043-0
DOI: https://doi.org/10.4178/epih.e2025043
Published online: August 4, 2025
1Interdisciplinary Program in Precision Public Health, Graduate School of Korea University, Seoul, Korea
2Multidisciplinary Research Center for Public Health in Complex System, Graduate School of Korea University, Seoul, Korea
3School of Biosystems and Biomedical Sciences, College of Health Science, Korea University, Seoul, Korea
4Harvard Center for Population and Development Studies, Cambridge, MA, USA
5Department of Social and Behavioral Sciences, Harvard T. H. Chan School of Public Health, Boston, MA, USA
6Department of Food and Nutrition, Chonnam National University, Gwangju, Korea
7Division of Health Policy and Management, Korea University College of Health Science, Seoul, Korea
Corresponding author:  Clara Yongjoo Park,
Email: parkcy@jnu.ac.kr
Rockli Kim,
Email: rocklikim@korea.ac.kr
Received: 12 March 2025   • Accepted: 8 July 2025
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OBJECTIVES
Although environmental factors influence lifestyle choices, few studies have examined how individual-level and neighborhood-level socio-demographic factors interact to affect diet quality in Korea. We investigated the associations between multilevel factors and diet quality among Korean adults and explored potential interactions by gender and age.
METHODS
We conducted a cross-sectional analysis of 42,035 adults from 1,671 towns using data from the Korea National Health and Nutrition Examination Survey (2010-2019) and the Population and Housing Census of Korea (2010-2019). Individual-level variables included gender, age, education, income, number of household members, smoking, drinking, physical activity, and subjective health status. Neighborhood-level variables included residential area, housing type, number of restaurants per capita, population size, and the proportion of low-income households and older adults. Associations with the Korean Healthy Eating Index (KHEI) were assessed using 2-level hierarchical models.
RESULTS
Of the total variance in KHEI, 5.2% was attributable to neighborhood-level differences. Individual-level factors explained 48.1% of variance at the neighborhood-level, while neighborhood-level factors accounted for an additional 12.4%. Individuals living in rural areas, non-apartment housing, neighborhoods with higher proportions of low-income households and older adults, or in areas with smaller populations, had lower KHEI scores than their counterparts. In random slope models with cross-level interaction terms, diet quality among adults aged 70 years and older varied significantly according to neighborhood- level characteristics.
CONCLUSIONS
Both individual-level and neighborhood-level factors influence diet quality in Korea, with older adults being especially vulnerable to neighborhood characteristics. Multilevel approaches are needed to identify at-risk populations and improve dietary outcomes.


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