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Intersecting Paths to Health: A Factor Analysis Approach to Socioeconomic and Environmental Determinants in Indiana

Author

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  • Siavash Ghorbany

    (Department of Civil and Environmental Engineering and Earth Sciences, College of Engineering, University of Notre Dame, Notre Dame, IN 46556, USA)

  • Ming Hu

    (Department of Civil and Environmental Engineering and Earth Sciences, College of Engineering, University of Notre Dame, Notre Dame, IN 46556, USA
    School of Architecture, University of Notre Dame, Notre Dame, IN 46556, USA)

  • Siyuan Yao

    (Department of Computer Science, College of Engineering, University of Notre Dame, Notre Dame, IN 46556, USA)

  • Chaoli Wang

    (Department of Computer Science, College of Engineering, University of Notre Dame, Notre Dame, IN 46556, USA)

  • Matthew Sisk

    (Lucy Family Institute for Data & Society, University of Notre Dame, Notre Dame, IN 46556, USA)

  • Quynh C. Nguyen

    (National Institute of Nursing Research, Bethesda, MD 20892, USA)

  • Kai Zhang

    (Department of Population and Community Health, College of Public Health, The University of Texas Health Science Center at Fort Worth, Fort Worth, TX 76107, USA)

Abstract

Public health is the basis of society’s well-being and the nation’s development. Despite the importance of this factor and huge investments in the health sector in the United States, public health is facing enormous challenges due to the unknown nature of the influential variables in this sector. This research aims to investigate the influential variables on public health from different sources including the demographic features, built environment, socioeconomic variables, and environmental factors impact on 30 major health issues. To achieve this goal, this study utilizes exploratory factor analysis and multiple regression methods on the data obtained from the state of Indiana. The results indicated that health issues and influential factors can be divided into five main factors. This study identifies Health Burdens and Socioeconomic Disparities as a key factor, encompassing a wide range of health issues and socioeconomic variables, highlighting a significant association between socioeconomic disparities, poor health outcomes, and environmental exposures. The analysis underscores the intricate relationship between socioeconomic status, health behaviors, chronic diseases, and environmental factors, suggesting that effective interventions must address healthcare access, quality, and broader determinants of health to improve outcomes in affected communities. The results of this study can be helpful to public health policymakers, urban planners, and future public health researchers.

Suggested Citation

  • Siavash Ghorbany & Ming Hu & Siyuan Yao & Chaoli Wang & Matthew Sisk & Quynh C. Nguyen & Kai Zhang, 2025. "Intersecting Paths to Health: A Factor Analysis Approach to Socioeconomic and Environmental Determinants in Indiana," IJERPH, MDPI, vol. 22(2), pages 1-23, February.
    • Handle: RePEc:gam:jijerp:v:22:y:2025:i:2:p:219-:d:1583426
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    References listed on IDEAS

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    1. Simranjot Mann & Sharon K. Byrne, 2023. "Period Poverty from a Public Health and Legislative Perspective," IJERPH, MDPI, vol. 20(23), pages 1-9, November.
    2. Lynn Phan & Weijun Yu & Jessica M. Keralis & Krishay Mukhija & Pallavi Dwivedi & Kimberly D. Brunisholz & Mehran Javanmardi & Tolga Tasdizen & Quynh C. Nguyen, 2020. "Google Street View Derived Built Environment Indicators and Associations with State-Level Obesity, Physical Activity, and Chronic Disease Mortality in the United States," IJERPH, MDPI, vol. 17(10), pages 1-10, May.
    3. Keele, Luke & Stevenson, Randolph T. & Elwert, Felix, 2020. "The causal interpretation of estimated associations in regression models," Political Science Research and Methods, Cambridge University Press, vol. 8(1), pages 1-13, January.
    4. Evelina Pappa & Nick Kontodimopoulos & Angelos Papadopoulos & Dimitris Niakas, 2009. "Assessing the socio-economic and demographic impact on health-related quality of life: evidence from Greece," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 54(4), pages 241-249, August.
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