IDEAS home Printed from https://ideas.repec.org/a/eee/socmed/v75y2012i6p1022-1031.html
   My bibliography  Save this article

The role of geographic scale in testing the income inequality hypothesis as an explanation of health disparities

Author

Listed:
  • Chen, Zhuo
  • Gotway Crawford, Carol A.

Abstract

This study re-examined the role of geographic scale in measuring income inequality and testing the income inequality hypothesis (IIH) as an explanation of health disparities. We merged Behavioral Risk Factor Surveillance System (BRFSS) 2000 data with income inequality indices constructed at different geographic scales to test the association between income inequality and four different health indicators, i.e., self-assessed health status as a morbidity measure, vaccination against influenza as a measure of use of preventive healthcare, having any kind of health insurance as a measure of access, and obesity as a modifiable health risk factor measure. Multilevel models are used in our regression of the health indicators on measures of income inequalities and control variables. Our analysis suggests that because income inequality is a contextual variable, income inequalities measured at different geographic scales have different interpretations and relate to societal characteristics at different levels. Therefore, a rejection of the IIH at one level does not necessarily negate the possibility that income inequality affects health at another level. Assessment across a variety of scales is needed to have a comprehensive picture of the IIH in any given study. Empirical results also show that whether the IIH holds could depend on the sex group examined and the health indicator used, which implies different mechanisms of IIH exist for different sex groups and health indicators, in addition to the geographic scale. The role of geographic scale should be more rigorously considered in social determinants of health research.

Suggested Citation

  • Chen, Zhuo & Gotway Crawford, Carol A., 2012. "The role of geographic scale in testing the income inequality hypothesis as an explanation of health disparities," Social Science & Medicine, Elsevier, vol. 75(6), pages 1022-1031.
  • Handle: RePEc:eee:socmed:v:75:y:2012:i:6:p:1022-1031
    DOI: 10.1016/j.socscimed.2012.04.032
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0277953612004005
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.socscimed.2012.04.032?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Gadalla, T.M. & Fuller-Thomson, E., 2008. "Examining the lag time between state-level income inequality and individual disabilities: A multilevel analysis," American Journal of Public Health, American Public Health Association, vol. 98(12), pages 2187-2190.
    2. Wilkinson, R.G., 1997. "Comment: income, inequality, and social cohesion," American Journal of Public Health, American Public Health Association, vol. 87(9), pages 1504-1506.
    3. Raphael, Dennis, 2007. "Public policies and the problematic USA population health profile," Health Policy, Elsevier, vol. 84(1), pages 101-111, November.
    4. Lopez, Russ, 2004. "Income inequality and self-rated health in US metropolitan areas: A multi-level analysis," Social Science & Medicine, Elsevier, vol. 59(12), pages 2409-2419, December.
    5. Li, Hongbin & Zhu, Yi, 2006. "Income, income inequality, and health: Evidence from China," Journal of Comparative Economics, Elsevier, vol. 34(4), pages 668-693, December.
    6. Chen, Zhuo & Meltzer, David, 2008. "Beefing up with the Chans: Evidence for the effects of relative income and income inequality on health from the China Health and Nutrition Survey," Social Science & Medicine, Elsevier, vol. 66(11), pages 2206-2217, June.
    7. Deaton, Angus & Lubotsky, Darren, 2003. "Mortality, inequality and race in American cities and states," Social Science & Medicine, Elsevier, vol. 56(6), pages 1139-1153, March.
    8. Judge, Ken & Mulligan, Jo-Ann & Benzeval, Michaela, 0. "Income inequality and population health," Social Science & Medicine, Elsevier, vol. 46(4-5), pages 567-579, February.
    9. Regidor, Enrique & Calle, M. Elisa & Navarro, Pedro & Domínguez, Vicente, 2003. "Trends in the association between average income, poverty and income inequality and life expectancy in Spain," Social Science & Medicine, Elsevier, vol. 56(5), pages 961-971, March.
    10. Wilkinson, Richard G & Pickett, Kate E., 2006. "Income inequality and population health: A review and explanation of the evidence," Social Science & Medicine, Elsevier, vol. 62(7), pages 1768-1784, April.
    11. Lambert, Peter J & Aronson, J Richard, 1993. "Inequality Decomposition Analysis and the Gini Coefficient Revisited," Economic Journal, Royal Economic Society, vol. 103(420), pages 1221-1227, September.
    12. Gold, R. & Connell, Frederick A. & Heagerty, Patrick & Bezruchka, Stephen & Davis, Robert & Cawthon, Mary Lawrence, 2004. "Income inequality and pregnancy spacing," Social Science & Medicine, Elsevier, vol. 59(6), pages 1117-1126, September.
    13. Kawachi, I. & Kennedy, B.P. & Lochner, K. & Prothrow-Stith, D., 1997. "Social capital, income inequality, and mortality," American Journal of Public Health, American Public Health Association, vol. 87(9), pages 1491-1498.
    14. Gotway C.A. & Young L.J., 2002. "Combining Incompatible Spatial Data," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 632-648, June.
    15. Ardington, Cally & Lam, David & Leibbrandt, Murray & Welch, Matthew, 2006. "The sensitivity to key data imputations of recent estimates of income poverty and inequality in South Africa," Economic Modelling, Elsevier, vol. 23(5), pages 822-835, September.
    16. Wen, Ming & Browning, Christopher R. & Cagney, Kathleen A., 2003. "Poverty, affluence, and income inequality: neighborhood economic structure and its implications for health," Social Science & Medicine, Elsevier, vol. 57(5), pages 843-860, September.
    17. Paula K. Lorgelly & Joanne Lindley, 2008. "What is the relationship between income inequality and health? Evidence from the BHPS," Health Economics, John Wiley & Sons, Ltd., vol. 17(2), pages 249-265, February.
    18. Jennifer M. Mellor & Jeffrey Milyo, 2002. "Income Inequality and Health Status in the United States: Evidence from the Current Population Survey," Journal of Human Resources, University of Wisconsin Press, vol. 37(3), pages 510-539.
    19. Kim, Daniel & Subramanian, S.V. & Gortmaker, Steven L. & Kawachi, Ichiro, 2006. "US state- and county-level social capital in relation to obesity and physical inactivity: A multilevel, multivariable analysis," Social Science & Medicine, Elsevier, vol. 63(4), pages 1045-1059, August.
    20. Ellison, George T. H., 2002. "Letting the Gini out of the bottle? Challenges facing the relative income hypothesis," Social Science & Medicine, Elsevier, vol. 54(4), pages 561-576, February.
    21. Blakely, Tony A. & Lochner, Kimberly & Kawachi, Ichiro, 2002. "Metropolitan area income inequality and self-rated health--a multi-level study," Social Science & Medicine, Elsevier, vol. 54(1), pages 65-77, January.
    22. Kim, Daniel & Kawachi, Ichiro & Hoorn, Stephen Vander & Ezzati, Majid, 2008. "Is inequality at the heart of it? Cross-country associations of income inequality with cardiovascular diseases and risk factors," Social Science & Medicine, Elsevier, vol. 66(8), pages 1719-1732, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Herian, Mitchel N. & Tay, Louis & Hamm, Joseph A. & Diener, Ed, 2014. "Social capital, ideology, and health in the United States," Social Science & Medicine, Elsevier, vol. 105(C), pages 30-37.
    2. Wang, Ruoxi & Chen, Zhuo & Zhou, Yongjie & Shen, Lining & Zhang, Zhiguo & Wu, Xiang, 2019. "Melancholy or mahjong? Diversity, frequency, type, and rural-urban divide of social participation and depression in middle- and old-aged Chinese: A fixed-effects analysis," Social Science & Medicine, Elsevier, vol. 238(C), pages 1-1.
    3. Du, Hongfei & King, Ronnel B. & Chi, Peilian, 2019. "Income inequality is detrimental to long-term well-being: A large-scale longitudinal investigation in China," Social Science & Medicine, Elsevier, vol. 232(C), pages 120-128.
    4. Clément, Matthieu & Levasseur, Pierre & Seetahul, Suneha & Piaser, Lucie, 2021. "Does inequality have a silver lining? Municipal income inequality and obesity in Mexico," Social Science & Medicine, Elsevier, vol. 272(C).
    5. Tommy Haugan & Sally Muggleton & Arnhild Myhr, 2021. "Psychological distress in late adolescence: The role of inequalities in family affluence and municipal socioeconomic characteristics in Norway," PLOS ONE, Public Library of Science, vol. 16(7), pages 1-25, July.
    6. Zeng, Di & You, Wen & Mills, Bradford & Alwang, Jeffrey & Royster, Michael & Anson-Dwamena, Rexford, 2015. "A closer look at the rural-urban health disparities: Insights from four major diseases in the Commonwealth of Virginia," Social Science & Medicine, Elsevier, vol. 140(C), pages 62-68.
    7. Wang, Chao & Feng, Chen & Bai, Caiquan, 2023. "Industrial policy and resident health: Historical evidence from China’s Third Front construction," Journal of Asian Economics, Elsevier, vol. 89(C).
    8. Saloni Dev & Daniel Kim, 2020. "State-Level Income Inequality and County-Level Social Capital in Relation to Individual-Level Depression in Middle-Aged Adults: A Lagged Multilevel Study," IJERPH, MDPI, vol. 17(15), pages 1-12, July.
    9. Tiffany S. Neman, 2020. "Does Your Neighborhood’s Income Distribution Matter? A Multi-scale Study of Financial Well-Being in the U.S," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 152(3), pages 951-970, December.
    10. Jon Erik Finnvold, 2019. "How Income Inequality and Immigrant Background Affect children’s Use of Mental Healthcare Services in Oslo, Norway," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 12(6), pages 1881-1896, December.
    11. Rözer, Jesper Jelle & Volker, Beate, 2016. "Does income inequality have lasting effects on health and trust?," Social Science & Medicine, Elsevier, vol. 149(C), pages 37-45.
    12. Pickett, Kate E. & Wilkinson, Richard G., 2015. "Income inequality and health: A causal review," Social Science & Medicine, Elsevier, vol. 128(C), pages 316-326.
    13. Liu, Qihong & Xie, Xin, 2024. "Product line competition: An empirical analysis of the Chinese airline industry," China Economic Review, Elsevier, vol. 83(C).
    14. Yuxin Wang & Wenlong Li & Jinping Xiong & Ying Li & Huaqing Wu, 2019. "Effect of Land Expropriation on Land-Lost Farmers’ Health: Empirical Evidence from Rural China," IJERPH, MDPI, vol. 16(16), pages 1-12, August.
    15. Thayer Alshaabi & David R Dewhurst & James P Bagrow & Peter S Dodds & Christopher M Danforth, 2021. "The sociospatial factors of death: Analyzing effects of geospatially-distributed variables in a Bayesian mortality model for Hong Kong," PLOS ONE, Public Library of Science, vol. 16(3), pages 1-20, March.
    16. Arndis Vilhjalmsdottir & Bart Clercq & Ragna B. Gardarsdottir & Jon Gunnar Bernburg & Inga Dora Sigfusdottir, 2019. "Decreasing income inequality and adolescent emotional distress: a population-based case study of Icelandic adolescents 2006–2016," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 64(2), pages 253-263, March.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wilkinson, Richard G & Pickett, Kate E., 2006. "Income inequality and population health: A review and explanation of the evidence," Social Science & Medicine, Elsevier, vol. 62(7), pages 1768-1784, April.
    2. Grönqvist, Hans & Johansson, Per & Niknami, Susan, 2012. "Income inequality and health: Lessons from a refugee residential assignment program," Journal of Health Economics, Elsevier, vol. 31(4), pages 617-629.
    3. Zheng, Hui, 2009. "Rising U.S. income inequality, gender and individual self-rated health, 1972-2004," Social Science & Medicine, Elsevier, vol. 69(9), pages 1333-1342, November.
    4. Petri Böckerman, 2013. "Top Income Shares and Mortality: Evidence from Advanced Countries," Journal of Income Distribution, Ad libros publications inc., vol. 22(1), pages 57-69, March.
    5. Owen O'Donnell & Eddy Van Doorslaer & Tom Van Ourti, 2013. "Health and Inequality," Tinbergen Institute Discussion Papers 13-170/V, Tinbergen Institute.
    6. Bakkeli, Nan Zou, 2016. "Income inequality and health in China: A panel data analysis," Social Science & Medicine, Elsevier, vol. 157(C), pages 39-47.
    7. Zheng, Hui, 2012. "Do people die from income inequality of a decade ago?," Social Science & Medicine, Elsevier, vol. 75(1), pages 36-45.
    8. Lhila, Aparna, 2009. "Does government provision of healthcare explain the relationship between income inequality and low birthweight?," Social Science & Medicine, Elsevier, vol. 69(8), pages 1236-1245, October.
    9. Godoy, Ricardo & Byron, Elizabeth & Reyes-García, Victoria & Vadez, Vincent & Leonard, William R. & Apaza, Lilian & Huanca, Tomás & Pérez, Eddy & Wilkie, David, 2005. "Income inequality and adult nutritional status: Anthropometric evidence from a pre-industrial society in the Bolivian Amazon," Social Science & Medicine, Elsevier, vol. 61(5), pages 907-919, September.
    10. Herzer, Dierk & Nunnenkamp, Peter, 2015. "Income inequality and health: Evidence from developed and developing countries," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 9, pages 1-56.
    11. Paula K. Lorgelly & Joanne Lindley, 2008. "What is the relationship between income inequality and health? Evidence from the BHPS," Health Economics, John Wiley & Sons, Ltd., vol. 17(2), pages 249-265, February.
    12. Hongpeng Guo & Yang Yang & Chulin Pan & Shuang Xu & Nan Yan & Qingyong Lei, 2022. "Study on the Impact of Income Gap on Health Level of Rural Residents in China," IJERPH, MDPI, vol. 19(13), pages 1-17, June.
    13. Karlsdotter, Kristina & Martín Martín, José J. & López del Amo González, M. Puerto, 2012. "Multilevel analysis of income, income inequalities and health in Spain," Social Science & Medicine, Elsevier, vol. 74(7), pages 1099-1106.
    14. Rostila, Mikael & Kölegård, Maria L. & Fritzell, Johan, 2012. "Income inequality and self-rated health in Stockholm, Sweden: A test of the ‘income inequality hypothesis’ on two levels of aggregation," Social Science & Medicine, Elsevier, vol. 74(7), pages 1091-1098.
    15. Yang, Tse-Chuan & Chen, Vivian Yi-Ju & Shoff, Carla & Matthews, Stephen A., 2012. "Using quantile regression to examine the effects of inequality across the mortality distribution in the U.S. counties," Social Science & Medicine, Elsevier, vol. 74(12), pages 1900-1910.
    16. Chen, Zhuo & Meltzer, David, 2008. "Beefing up with the Chans: Evidence for the effects of relative income and income inequality on health from the China Health and Nutrition Survey," Social Science & Medicine, Elsevier, vol. 66(11), pages 2206-2217, June.
    17. Karlsson, Martin & Nilsson, Therese & Lyttkens, Carl Hampus & Leeson, George, 2010. "Income inequality and health: Importance of a cross-country perspective," Social Science & Medicine, Elsevier, vol. 70(6), pages 875-885, March.
    18. Chang, Virginia W. & Christakis, Nicholas A., 2005. "Income inequality and weight status in US metropolitan areas," Social Science & Medicine, Elsevier, vol. 61(1), pages 83-96, July.
    19. Kang, Songman & Son, Hyelim & Song, B.K., 2023. "The effect of housing price inequality on mental health," Labour Economics, Elsevier, vol. 85(C).
    20. Nandi, Arijit & Galea, Sandro & Ahern, Jennifer & Bucciarelli, Angela & Vlahov, David & Tardiff, Kenneth, 2006. "What explains the association between neighborhood-level income inequality and the risk of fatal overdose in New York City?," Social Science & Medicine, Elsevier, vol. 63(3), pages 662-674, August.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:socmed:v:75:y:2012:i:6:p:1022-1031. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/315/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.