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Analyzing the distribution of researchers in China: An approach using multiscale geographically weighted regression

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  • Hengyu Gu
  • Hanchen Yu
  • Mehak Sachdeva
  • Ye Liu

Abstract

We employ a Multiscale Geographically Weighted Regression (MGWR) model to examine the spatial variation of researchers in China in 2015 and its determinants. It is found that the distribution of researchers is driven by the economy in urban centers, public services, natural areas of recreation, urban consumption, and work‐related facilities. Results from the MGWR model conclusively identify significant spatial non‐stationarity in the determinants measuring scientific researchers' distribution. Other factors such as per capita GDP, the number of hospital beds per 10,000 inhabitants, and public financial expenditures influence the distribution of researchers more in the Western cities, and their effect decreases steadily from West to East. Air pollutants affect researchers negatively in the eastern part of the country, while the percentage of available green land is a strong driver in the central and western parts. The factor measuring the effect of the number of universities is seen to affect researchers more strongly in the northwestern and northeastern cities. Other findings further suggest that the economy and public services in cities have a consistent effect on the distribution of researchers across the country whereas, natural areas of recreation, work‐related facilities, and urban consumption have a significantly varying effect across cities.

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  • Hengyu Gu & Hanchen Yu & Mehak Sachdeva & Ye Liu, 2021. "Analyzing the distribution of researchers in China: An approach using multiscale geographically weighted regression," Growth and Change, Wiley Blackwell, vol. 52(1), pages 443-459, March.
  • Handle: RePEc:bla:growch:v:52:y:2021:i:1:p:443-459
    DOI: 10.1111/grow.12453
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    as
    1. Ye Liu & Jianfa Shen & Wei Xu & Guixin Wang, 2017. "From school to university to work: migration of highly educated youths in China," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 59(3), pages 651-676, November.
    2. Alessandra Faggian & Rachel S. Franklin, 2014. "Human Capital Redistribution in the USA: The Migration of the College-bound," Spatial Economic Analysis, Taylor & Francis Journals, vol. 9(4), pages 376-395, October.
    3. Todaro, Michael P, 1969. "A Model for Labor Migration and Urban Unemployment in Less Developed Countries," American Economic Review, American Economic Association, vol. 59(1), pages 138-148, March.
    4. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    5. Stark, Oded & Bloom, David E, 1985. "The New Economics of Labor Migration," American Economic Review, American Economic Association, vol. 75(2), pages 173-178, May.
    6. Pantelis Kazakis & Alessandra Faggian, 2017. "Mobility, education and labor market outcomes for U.S. graduates: Is selectivity important?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 59(3), pages 731-758, November.
    7. Yanwen Sheng & Jinli Zhao & Xuebo Zhang & Jinping Song & Yi Miao, 2019. "Innovation efficiency and spatial spillover in urban agglomerations: A case of the Beijing‐Tianjin‐Hebei, the Yangtze River Delta, and the Pearl River Delta," Growth and Change, Wiley Blackwell, vol. 50(4), pages 1280-1310, December.
    8. Bastian Heider, 2019. "What drives urban population growth and shrinkage in postsocialist East Germany?," Growth and Change, Wiley Blackwell, vol. 50(4), pages 1460-1486, December.
    9. Xin Lao & Hengyu Gu, 2020. "Unveiling various spatial patterns of determinants of hukou transfer intentions in China: A multi‐scale geographically weighted regression approach," Growth and Change, Wiley Blackwell, vol. 51(4), pages 1860-1876, December.
    10. A. Stewart Fotheringham & Wenbai Yang & Wei Kang, 2017. "Multiscale Geographically Weighted Regression (MGWR)," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 107(6), pages 1247-1265, November.
    11. Dean M. Hanink, 2010. "Perspectives on Regional Change: A Review Essay on Handbook of Regional Growth and Development Theories," Growth and Change, Wiley Blackwell, vol. 41(1), pages 3-27, March.
    12. Melanie Arntz, 2010. "What Attracts Human Capital? Understanding the Skill Composition of Interregional Job Matches in Germany," Regional Studies, Taylor & Francis Journals, vol. 44(4), pages 423-441.
    13. Cuiling Liu & Fahui Wang & Yaping Xu, 2019. "Habitation environment suitability and population density patterns in China: A regionalization approach," Growth and Change, Wiley Blackwell, vol. 50(1), pages 184-200, March.
    14. Blaise Cronin & Lokman Meho, 2006. "Using the h‐index to rank influential information scientistss," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 57(9), pages 1275-1278, July.
    15. Greenwood, Michael J. & Hunt, Gary L., 1989. "Jobs versus amenities in the analysis of metropolitan migration," Journal of Urban Economics, Elsevier, vol. 25(1), pages 1-16, January.
    16. Graves, Philip E., 1976. "A reexamination of migration, economic opportunity, and the quality of life," MPRA Paper 19918, University Library of Munich, Germany.
    17. Zuo Zhang & Yangxiong Xiao & Xiang Luo & Min Zhou, 2020. "Urban human activity density spatiotemporal variations and the relationship with geographical factors: An exploratory Baidu heatmaps‐based analysis of Wuhan, China," Growth and Change, Wiley Blackwell, vol. 51(1), pages 505-529, March.
    18. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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