IDEAS home Printed from https://ideas.repec.org/a/spr/soinre/v143y2019i3d10.1007_s11205-018-2015-z.html
   My bibliography  Save this article

An Analysis of Well-Being Determinants at the City Level in China Using Big Data

Author

Listed:
  • Yukun Zhao

    (Tsinghua University)

  • Feng Yu

    (Xi’an Jiaotong University)

  • Bo Jing

    (Tsinghua University)

  • Xiaomeng Hu

    (Tsinghua University)

  • Ang Luo

    (Weibo Inc)

  • Kaiping Peng

    (Tsinghua University)

Abstract

Prior research shows mixed results on the relationship between well-being and economic growth, and the relationship between well-being and population size, yet consistent associations between well-being and green space. This paper aims to analyse the relationship between city residents’ well-being and three established indicators: economic growth (as measured by GDP per capita), population size, and green space. A Big Data approach based on the lexica used on social media was proposed to develop well-being indicators. Using the 2016 data of Weibo (i.e. the Chinese version of Twitter), this study finds that the relationship between residents’ well-being and GDP per capita and the relationship between residents’ well-being and population size both form inverted U-shaped curves. Specifically, for poor cities, levels of well-being increase as GDP per capita increases. But after peaking at around the median GDP per capita point, levels of well-being drop as the city’s economy continues to increase. Similarly, levels of well-being increase with population size for small cities, but decrease for those cities whose population sizes rank in the top quarter. In contrast, there is a positive relationship between well-being and the percentage of green space for all cities. Implications and future directions are discussed.

Suggested Citation

  • Yukun Zhao & Feng Yu & Bo Jing & Xiaomeng Hu & Ang Luo & Kaiping Peng, 2019. "An Analysis of Well-Being Determinants at the City Level in China Using Big Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(3), pages 973-994, June.
  • Handle: RePEc:spr:soinre:v:143:y:2019:i:3:d:10.1007_s11205-018-2015-z
    DOI: 10.1007/s11205-018-2015-z
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11205-018-2015-z
    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/s11205-018-2015-z?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. Easterlin, Richard A, 2001. "Income and Happiness: Towards an Unified Theory," Economic Journal, Royal Economic Society, vol. 111(473), pages 465-484, July.
    2. Adam Okulicz-Kozaryn, 2012. "Income and Well-being Across European Provinces," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 106(2), pages 371-392, April.
    3. Nicole Lawless & Richard Lucas, 2011. "Predictors of Regional Well-Being: A County Level Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 101(3), pages 341-357, May.
    4. Daniel Kahneman & Alan B. Krueger, 2006. "Developments in the Measurement of Subjective Well-Being," Journal of Economic Perspectives, American Economic Association, vol. 20(1), pages 3-24, Winter.
    5. van den Berg, Agnes E. & Maas, Jolanda & Verheij, Robert A. & Groenewegen, Peter P., 2010. "Green space as a buffer between stressful life events and health," Social Science & Medicine, Elsevier, vol. 70(8), pages 1203-1210, April.
    6. Christopher Barrington-Leigh & Alice Escande, 2018. "Measuring Progress and Well-Being: A Comparative Review of Indicators," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(3), pages 893-925, February.
    7. Carla Rampichini & Silvana Schifini d'Andrea, 1998. "A Hierarchical Ordinal Probit Model for the Analysis of Life Satisfaction in Italy," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 44(1), pages 41-69, May.
    8. J. Pretty & J. Peacock & R. Hine & M. Sellens & N. South & M. Griffin, 2007. "Green exercise in the UK countryside: Effects on health and psychological well-being, and implications for policy and planning," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 50(2), pages 211-231.
    9. Easterlin, Richard A., 1995. "Will raising the incomes of all increase the happiness of all?," Journal of Economic Behavior & Organization, Elsevier, vol. 27(1), pages 35-47, June.
    10. Enrico di Bella & Lucia Leporatti & Filomena Maggino, 2018. "Big Data and Social Indicators: Actual Trends and New Perspectives," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(3), pages 869-878, February.
    11. John Knight & Ramani Gunatilaka, 2010. "The Rural-Urban Divide in China: Income but Not Happiness?," Journal of Development Studies, Taylor & Francis Journals, vol. 46(3), pages 506-534.
    12. Easterlin, Richard A., 1974. "Does Economic Growth Improve the Human Lot? Some Empirical Evidence," MPRA Paper 111773, University Library of Munich, Germany.
    13. Sonja Lyubomirsky & Heidi Lepper, 1999. "A Measure of Subjective Happiness: Preliminary Reliability and Construct Validation," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 46(2), pages 137-155, February.
    14. Stefano Maria IACUS & Giuseppe PORRO & Silvia SALINI & Elena SILETTI, 2015. "Social Networks, Happiness and Health: From Sentiment Analysis to a Multidimensional Indicator of Subjective Well-Being," Departmental Working Papers 2015-20, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
    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. Francesca Greco & Alessandro Polli, 2021. "Security Perception and People Well-Being," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 153(2), pages 741-758, January.
    2. Tiziana CARPI & Airo HINO & Stefano Maria IACUS & Giuseppe PORRO, 2022. "A Japanese Subjective Well-Being Indicator Based on Twitter Data [‘Collective Smile: Measuring Societal Happiness from Geolocated Images’]," Social Science Japan Journal, University of Tokyo and Oxford University Press, vol. 25(2), pages 273-296.
    3. Hania Rahimi-Ardabili & Thomas Astell-Burt & Phi-Yen Nguyen & Juan Zhang & Yu Jiang & Guang-Hui Dong & Xiaoqi Feng, 2021. "Green Space and Health in Mainland China: A Systematic Review," IJERPH, MDPI, vol. 18(18), pages 1-22, September.

    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. Yamada, Katsunori & Sato, Masayuki, 2013. "Another avenue for anatomy of income comparisons: Evidence from hypothetical choice experiments," Journal of Economic Behavior & Organization, Elsevier, vol. 89(C), pages 35-57.
    2. Caporale, Guglielmo Maria & Georgellis, Yannis & Tsitsianis, Nicholas & Yin, Ya Ping, 2009. "Income and happiness across Europe: Do reference values matter?," Journal of Economic Psychology, Elsevier, vol. 30(1), pages 42-51, February.
    3. Bruno S. Frey & Alois Stutzer, 2009. "Should National Happiness be Maximized?," Chapters, in: Amitava Krishna Dutt & Benjamin Radcliff (ed.), Happiness, Economics and Politics, chapter 14, Edward Elgar Publishing.
    4. Bookwalter, Jeffrey & Fitch-Fleischmann, Benjamin & Dalenberg, Douglas, 2011. "Understanding life-satisfaction changes in post-apartheid South Africa," MPRA Paper 34579, University Library of Munich, Germany.
    5. Rauf Gönenç & Oliver Röhn & Christian Beer & Andreas Wörgötter, 2013. "Responding to Key Well-being Challenges in Austria," OECD Economics Department Working Papers 1080, OECD Publishing.
    6. Kenneth Smith, 2003. "Individual Welfare in the Soviet Union," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 64(1), pages 75-105, October.
    7. Li, Wenchao, 2021. "The “miseries” of sex imbalance: Evidence using subjective well-being data," Journal of Development Economics, Elsevier, vol. 151(C).
    8. Marc Hooghe & Bram Vanhoutte, 2011. "Subjective Well-Being and Social Capital in Belgian Communities. The Impact of Community Characteristics on Subjective Well-Being Indicators in Belgium," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 100(1), pages 17-36, January.
    9. Yasar, Rusen, 2018. "Subjective well-being and income: A compromise between Easterlin paradox and its critiques," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 12, pages 1-23.
    10. Gregor Gonza & Anže Burger, 2017. "Subjective Well-Being During the 2008 Economic Crisis: Identification of Mediating and Moderating Factors," Journal of Happiness Studies, Springer, vol. 18(6), pages 1763-1797, December.
    11. Sugata Marjit & Sattwik Santra & Koushik Kumar Hati, 2018. "Status Seeking Behavior of the Poor: A Study on India," CESifo Working Paper Series 7213, CESifo.
    12. Andrew E. Clark & Paul Frijters & Michael A. Shields, 2006. "Income and happiness: Evidence, explanations and economic implications," PSE Working Papers halshs-00590436, HAL.
    13. Byela Tibesigwa & Martine Visser & Brennan Hodkinson, 2016. "Effects of Objective and Subjective Income Comparisons on Subjective Wellbeing," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 128(1), pages 361-389, August.
    14. Bruno S. Frey & Alois Stutzer, 2006. "Should We Maximize National Happiness?," IEW - Working Papers 306, Institute for Empirical Research in Economics - University of Zurich.
    15. John V Winters & Yu Li, 2017. "Urbanisation, natural amenities and subjective well-being: Evidence from US counties," Urban Studies, Urban Studies Journal Limited, vol. 54(8), pages 1956-1973, June.
    16. Ravid, Oded & Malul, Miki & Zultan, Ro’i, 2017. "The effect of economic cycles on job satisfaction in a two-sector economy," Journal of Economic Behavior & Organization, Elsevier, vol. 138(C), pages 1-9.
    17. Yasar, Rusen, 2017. "Subjective well-being and income: A compromise between Easterlin paradox and its critiques," Economics Discussion Papers 2017-113, Kiel Institute for the World Economy (IfW Kiel).
    18. Zhilin Tang, 2014. "They Are Richer But Are They Happier? Subjective Well-Being of Chinese Citizens Across the Reform Era," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 117(1), pages 145-164, May.
    19. Emanuele Blasi & Maria Nucera & Clara Cicatiello & Silvio Franco, 2013. "Socio-demographic Components of Eudaimonic Well-Being: A Survey in an Italian Province," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 113(1), pages 451-470, August.
    20. Stutzer, Alois & Frey, Bruno S., 2010. "Recent Advances in the Economics of Individual Subjective Well-Being," IZA Discussion Papers 4850, Institute of Labor Economics (IZA).

    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:143:y:2019:i:3:d:10.1007_s11205-018-2015-z. 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.