IDEAS home Printed from https://ideas.repec.org/a/spr/soinre/v133y2017i3d10.1007_s11205-016-1390-6.html
   My bibliography  Save this article

Area Social Deprivation and Public Health: Analyzing the Spatial Non-stationary Associations Using Geographically Weighed Regression

Author

Listed:
  • Shiliang Su

    (Wuhan University
    Wuhan University
    Wuhan University)

  • Yue Gong

    (Wuhan University)

  • Bingqing Tan

    (Wuhan University)

  • Jianhua Pi

    (Wuhan University)

  • Min Weng

    (Wuhan University
    Wuhan University)

  • Zhongliang Cai

    (Wuhan University
    Wuhan University
    Wuhan University)

Abstract

The prevalence of non-communicable chronic diseases (NCDs) worldwide poses an alarming threat to public health. Recent literature has embraced the opinion that incorporating the social factors should advance the understanding of NCDs prevalence. In this context, examining the NCDs prevalence in association with area social deprivation should provide critical implications for coping with public health risks. However, few empirical studies have examined this specific issue, especially in the developing countries. Using the principal component analysis, an area social deprivation index (ASDI) is established for the Shenzhen city (China) by integrating ten indicators from four dimensions: education, housing, socially disadvantaged population, and economically disadvantaged population. The geographically weighted regression (GWR) is employed to analyze the associations between ASDI and the incidence rate of three prevalent NCDs at district scale. Spatial non-stationary relationships are identified for the three diseases. More specifically, prevalence of the three diseases is all positively correlated with the ASDI. Strength of the associations presents the geography that it generally decreases from the central city to the suburb. These findings suggest that greater possibility of NCDs prevalence would be expected in districts with higher social deprivation. Besides, the impact of social deprivation on NCDs prevalence is much stronger in the central city. The spatial stationarity can facilitate the formulation of location-specific preventive measurements. This paper is believed to provide an innovative insight for social indicators research.

Suggested Citation

  • Shiliang Su & Yue Gong & Bingqing Tan & Jianhua Pi & Min Weng & Zhongliang Cai, 2017. "Area Social Deprivation and Public Health: Analyzing the Spatial Non-stationary Associations Using Geographically Weighed Regression," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 133(3), pages 819-832, September.
    • Handle: RePEc:spr:soinre:v:133:y:2017:i:3:d:10.1007_s11205-016-1390-6
    DOI: 10.1007/s11205-016-1390-6
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11205-016-1390-6
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s11205-016-1390-6?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. Laraia, Barbara A. & Karter, Andrew J. & Warton, E. Margaret & Schillinger, Dean & Moffet, Howard H. & Adler, Nancy, 2012. "Place matters: Neighborhood deprivation and cardiometabolic risk factors in the Diabetes Study of Northern California (DISTANCE)," Social Science & Medicine, Elsevier, vol. 74(7), pages 1082-1090.
    2. D'Ambrosio, Conchita & Rodrigues, Rute Imanishi, 2008. "Deprivation in the São Paulo Districts: Evidence from 2000," World Development, Elsevier, vol. 36(6), pages 1094-1112, June.
    3. David Wheeler & Catherine Calder, 2007. "An assessment of coefficient accuracy in linear regression models with spatially varying coefficients," Journal of Geographical Systems, Springer, vol. 9(2), pages 145-166, June.
    4. Isabel Günther & Youdi Schipper, 2013. "Pumps, Germs And Storage: The Impact Of Improved Water Containers On Water Quality And Health," Health Economics, John Wiley & Sons, Ltd., vol. 22(7), pages 757-774, July.
    5. Verhaeghe, Pieter-Paul & Tampubolon, Gindo, 2012. "Individual social capital, neighbourhood deprivation, and self-rated health in England," Social Science & Medicine, Elsevier, vol. 75(2), pages 349-357.
    6. Michael Noble & Helen Barnes & Gemma Wright & Benjamin Roberts, 2010. "Small Area Indices of Multiple Deprivation in South Africa," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 95(2), pages 281-297, January.
    7. David C Taylor-Robinson & Rosalind Smyth & Peter J Diggle & Margaret Whitehead, 2013. "A Longitudinal Study of the Impact of Social Deprivation and Disease Severity on Employment Status in the UK Cystic Fibrosis Population," PLOS ONE, Public Library of Science, vol. 8(8), pages 1-8, August.
    8. Havard, Sabrina & Deguen, Séverine & Bodin, Julie & Louis, Karine & Laurent, Olivier & Bard, Denis, 2008. "A small-area index of socioeconomic deprivation to capture health inequalities in France," Social Science & Medicine, Elsevier, vol. 67(12), pages 2007-2016, December.
    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. Chao Xu & Dagmar Haase & Meirong Su & Yutao Wang & Stephan Pauleit, 2020. "Assessment of landscape changes under different urban dynamics based on a multiple-scenario modeling approach," Environment and Planning B, , vol. 47(8), pages 1361-1379, October.
    2. Enrico Ivaldi & Paolo Parra Saiani & Juan José Primosich & Carolina Bruzzi, 2020. "Health and Deprivation: A New Approach Applied to 32 Argentinian Urban Areas," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 151(1), pages 155-179, August.
    3. Guie Li & Zhongliang Cai & Ji Liu & Xiaojian Liu & Shiliang Su & Xinran Huang & Bozhao Li, 2019. "Multidimensional Poverty in Rural China: Indicators, Spatiotemporal Patterns and Applications," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 144(3), pages 1099-1134, August.
    4. Wang, Qian & Lan, Zili, 2019. "Park green spaces, public health and social inequalities: Understanding the interrelationships for policy implications," Land Use Policy, Elsevier, vol. 83(C), pages 66-74.
    5. Brain, Isabel & Prieto, Joaquin, 2021. "Understanding changes in the geography of opportunity over time: the case of Santiago, Chile," LSE Research Online Documents on Economics 109915, London School of Economics and Political Science, LSE Library.
    6. Heyuan You & Deshao Zhou & Shenyan Wu & Xiaowei Hu & Chenmeng Bie, 2020. "Social Deprivation and Rural Public Health in China: Exploring the Relationship Using Spatial Regression," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(3), pages 843-864, February.
    7. Zhixi Xu & Zhongliang Cai & Shufan Wu & Xinran Huang & Ji Liu & Junying Sun & Shiliang Su & Min Weng, 2019. "Identifying the Geographic Indicators of Poverty Using Geographically Weighted Regression: A Case Study from Qiandongnan Miao and Dong Autonomous Prefecture, Guizhou, China," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 142(3), pages 947-970, April.
    8. Shukui Tan & Yi Zhao & Wenke Huang, 2019. "Neighborhood Social Disadvantage and Bicycling Behavior: A Big Data-Spatial Approach Based on Social Indicators," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(3), pages 985-999, October.

    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. Min Weng & Jianhua Pi & Bingqing Tan & Shiliang Su & Zhongliang Cai, 2017. "Area Deprivation and Liver Cancer Prevalence in Shenzhen, China: A Spatial Approach Based on Social Indicators," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 133(1), pages 317-332, August.
    2. Stefano Landi & Enrico Ivaldi & Angela Testi, 2018. "Measuring Change Over Time in Socio-economic Deprivation and Health in an Urban Context: The Case Study of Genoa," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 139(2), pages 745-785, September.
    3. Lumbwe Chola & Olufunke Alaba, 2013. "Association of Neighbourhood and Individual Social Capital, Neighbourhood Economic Deprivation and Self-Rated Health in South Africa – a Multi-Level Analysis," PLOS ONE, Public Library of Science, vol. 8(7), pages 1-9, July.
    4. Jianhua Pi & Yifan Sun & Mengya Xu & Shiliang Su & Min Weng, 2018. "Neighborhood Social Determinants of Public Health: Analysis of Three Prevalent Non-communicable Chronic Diseases in Shenzhen, China," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(2), pages 683-698, January.
    5. Rodrigo Javier Durán & Miguel Ángel Condorí, 2019. "Deprivation Index for Small Areas Based on Census Data in Argentina," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(1), pages 331-363, January.
    6. Andrew E. Clark & Conchita D'Ambrosio, 2018. "Economic inequality and subjective well-being across the world," WIDER Working Paper Series wp-2018-170, World Institute for Development Economic Research (UNU-WIDER).
    7. Baomin Dong & Peter H Egger & Yibei Guo, 2020. "Is poverty the mother of crime? Evidence from homicide rates in China," PLOS ONE, Public Library of Science, vol. 15(5), pages 1-22, May.
    8. Masood Gheasi & Noriko Ishikawa & Karima Kourtit & Peter Nijkamp, 2019. "A meta-analysis of human health differences in urban and rural environments," Letters in Spatial and Resource Sciences, Springer, vol. 12(3), pages 167-186, December.
    9. Jennifer Trudeau & Anna-Maria Aksan & William F. Vásquez, 2018. "Water system unreliability and diarrhea incidence among children in Guatemala," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 63(2), pages 241-250, March.
    10. Okyere, Charles Yaw & Pangaribowo, Evita Hanie & Asante, Felix Ankomah & von Braun, Joachim, 2017. "The Impacts of Household Water Quality Testing and Information on Safe Water Behaviors: Evidence from a Randomized Experiment in Ghana," Discussion Papers 256216, University of Bonn, Center for Development Research (ZEF).
    11. Werner Maier & Christa Scheidt-Nave & Rolf Holle & Lars E Kroll & Thomas Lampert & Yong Du & Christin Heidemann & Andreas Mielck, 2014. "Area Level Deprivation Is an Independent Determinant of Prevalent Type 2 Diabetes and Obesity at the National Level in Germany. Results from the National Telephone Health Interview Surveys ‘German Hea," PLOS ONE, Public Library of Science, vol. 9(2), pages 1-11, February.
    12. Thorsen, Maggie & McGarvey, Ronald & Thorsen, Andreas, 2020. "Diabetes management at community health centers: Examining associations with patient and regional characteristics, efficiency, and staffing patterns," Social Science & Medicine, Elsevier, vol. 255(C).
    13. Arden Finn & Murray Leibbrandt & Ingrid Woolard, 2013. "What happened to multidimensional poverty in South Africa between 1993 and 2010?," SALDRU Working Papers 099, Southern Africa Labour and Development Research Unit, University of Cape Town.
    14. Inaba, Yoji & Wada, Yuri & Ichida, Yukinobu & Nishikawa, Masashi, 2015. "Which part of community social capital is related to life satisfaction and self-rated health? A multilevel analysis based on a nationwide mail survey in Japan," Social Science & Medicine, Elsevier, vol. 142(C), pages 169-182.
    15. verme Paolo, 2007. "Relative Deprivation in the Labour ‘Space," Department of Economics and Statistics Cognetti de Martiis. Working Papers 200701, University of Turin.
    16. Christos Agiakloglou & Cleon Tsimbos & Apostolos Tsimpanos, 2019. "Evidence of spurious results along with spatially autocorrelated errors in the context of geographically weighted regression for two independent SAR(1) processes," Empirical Economics, Springer, vol. 57(5), pages 1613-1631, November.
    17. Juhász, Attila & Nagy, Csilla & Páldy, Anna & Beale, Linda, 2010. "Development of a Deprivation Index and its relation to premature mortality due to diseases of the circulatory system in Hungary, 1998-2004," Social Science & Medicine, Elsevier, vol. 70(9), pages 1342-1349, May.
    18. David C Wheeler, 2009. "Simultaneous Coefficient Penalization and Model Selection in Geographically Weighted Regression: The Geographically Weighted Lasso," Environment and Planning A, , vol. 41(3), pages 722-742, March.
    19. A. Stewart Fotheringham & Taylor M. Oshan, 2016. "Geographically weighted regression and multicollinearity: dispelling the myth," Journal of Geographical Systems, Springer, vol. 18(4), pages 303-329, October.
    20. Wiki, Jesse & Kingham, Simon & Campbell, Malcolm, 2021. "A geospatial analysis of Type 2 Diabetes Mellitus and the food environment in urban New Zealand," Social Science & Medicine, Elsevier, vol. 288(C).

    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:spr:soinre:v:133:y:2017:i:3:d:10.1007_s11205-016-1390-6. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.