IDEAS home Printed from https://ideas.repec.org/a/eee/regeco/v91y2021ics0166046220303069.html
   My bibliography  Save this article

Agglomeration of human capital: Evidence from city choice of online job seekers in China

Author

Listed:
  • Su, Yaqin
  • Hua, Yue
  • Deng, Lanfang

Abstract

Micro-level evidence on the migration decision and locational choice of high-skill workers remain scarce in developing economies. This paper studies whether high-skill individuals in China are attracted by cities’ human capital when choosing workplaces. Using over 50,000 resumes of online job seekers from a leading recruitment website, and by estimating a conditional logit model, we find that human capital at the city level plays a prominent role in determining the preferred workplace of high-skill workers. We further show that a city’s human capital is particularly attractive to better-educated individuals, new college graduates, and job seekers who intend to relocate to another city of higher economic hierarchy. We also discuss the role of agglomeration economies and spatial sorting in shaping the agglomerative behaviors of high-skill workers.

Suggested Citation

  • Su, Yaqin & Hua, Yue & Deng, Lanfang, 2021. "Agglomeration of human capital: Evidence from city choice of online job seekers in China," Regional Science and Urban Economics, Elsevier, vol. 91(C).
  • Handle: RePEc:eee:regeco:v:91:y:2021:i:c:s0166046220303069
    DOI: 10.1016/j.regsciurbeco.2020.103621
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0166046220303069
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.regsciurbeco.2020.103621?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. Fu, Shihe, 2007. "Smart Cafe Cities: Testing human capital externalities in the Boston metropolitan area," Journal of Urban Economics, Elsevier, vol. 61(1), pages 86-111, January.
    2. Berry, Christopher R. & Glaeser, Edward L., 2005. "Divergence of Human Capital Levels across Cities," Working Paper Series rwp05-057, Harvard University, John F. Kennedy School of Government.
    3. Thisse, Jacques-François & Fujita, Masahisa, 2002. "Agglomeration and Market Interaction," CEPR Discussion Papers 3362, C.E.P.R. Discussion Papers.
    4. Alberto Dalmazzo & Guido de Blasio, 2011. "Amenities and skill‐biased agglomeration effects: Some results on Italian cities," Papers in Regional Science, Wiley Blackwell, vol. 90(3), pages 503-527, August.
    5. Clément Bosquet & Pierre-Philippe Combes, 2015. "Do large departments make academics more productive? Sorting and agglomeration economies in research," THEMA Working Papers 2015-16, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
    6. Au, Chun-Chung & Henderson, J. Vernon, 2006. "How migration restrictions limit agglomeration and productivity in China," Journal of Development Economics, Elsevier, vol. 80(2), pages 350-388, August.
    7. Jesse M. Shapiro, 2006. "Smart Cities: Quality of Life, Productivity, and the Growth Effects of Human Capital," The Review of Economics and Statistics, MIT Press, vol. 88(2), pages 324-335, May.
    8. Dahl, Michael S. & Sorenson, Olav, 2010. "The migration of technical workers," Journal of Urban Economics, Elsevier, vol. 67(1), pages 33-45, January.
    9. Bosquet, Clément & Combes, Pierre-Philippe, 2013. "Do large departments make academics more productive? agglomeration and peer effects in research," LSE Research Online Documents on Economics 58306, London School of Economics and Political Science, LSE Library.
    10. Robert E. Lucas, 2009. "Ideas and Growth," Economica, London School of Economics and Political Science, vol. 76(301), pages 1-19, February.
    11. Duranton, Gilles & Puga, Diego, 2004. "Micro-foundations of urban agglomeration economies," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 48, pages 2063-2117, Elsevier.
    12. Ina Ganguli, 2015. "Immigration and Ideas: What Did Russian Scientists "Bring" to the United States?," Journal of Labor Economics, University of Chicago Press, vol. 33(S1), pages 257-288.
    13. Fu, Yuming & Gabriel, Stuart A., 2012. "Labor migration, human capital agglomeration and regional development in China," Regional Science and Urban Economics, Elsevier, vol. 42(3), pages 473-484.
    14. Bosquet, Clément & Combes, Pierre-Philippe, 2017. "Sorting and agglomeration economies in French economics departments," Journal of Urban Economics, Elsevier, vol. 101(C), pages 27-44.
    15. Glaeser, Edward L., 1999. "Learning in Cities," Journal of Urban Economics, Elsevier, vol. 46(2), pages 254-277, September.
    16. repec:hal:spmain:info:hdl:2441/4jn6cjcel9913942jpruv3pju6 is not listed on IDEAS
    17. Ronald L. Whisler & Brigitte S. Waldorf & Gordon F. Mulligan & David A. Plane, 2008. "Quality of Life and the Migration of the College‐Educated: A Life‐Course Approach," Growth and Change, Wiley Blackwell, vol. 39(1), pages 58-94, March.
    18. Bayer, Patrick & Keohane, Nathaniel & Timmins, Christopher, 2009. "Migration and hedonic valuation: The case of air quality," Journal of Environmental Economics and Management, Elsevier, vol. 58(1), pages 1-14, July.
    19. Mark Ferguson & Kamar Ali & M. Rose Olfert & Mark Partridge, 2007. "Voting with Their Feet: Jobs versus Amenities," Growth and Change, Wiley Blackwell, vol. 38(1), pages 77-110, March.
    20. Gan, Li & Li, Qi, 2016. "Efficiency of thin and thick markets," Journal of Econometrics, Elsevier, vol. 192(1), pages 40-54.
    21. Su, Yaqin & Tesfazion, Petros & Zhao, Zhong, 2018. "Where are the migrants from? Inter- vs. intra-provincial rural-urban migration in China," China Economic Review, Elsevier, vol. 47(C), pages 142-155.
    22. Ioannides, Yannis M. & Zabel, Jeffrey E., 2008. "Interactions, neighborhood selection and housing demand," Journal of Urban Economics, Elsevier, vol. 63(1), pages 229-252, January.
    23. Giannetti, Mariassunta, 2003. "On the mechanics of migration decisions: skill complementarities and endogenous price differentials," Journal of Development Economics, Elsevier, vol. 71(2), pages 329-349, August.
    24. Yaqin Su & Yue Hua & Xiaobo Liang, 2019. "Toward Job or Amenity?: Evaluating the Locational Choice of Internal Migrants in China," International Regional Science Review, , vol. 42(5-6), pages 400-430, September.
    25. Alessandra Faggian & Philip McCann, 2006. "Human capital flows and regional knowledge assets: a simultaneous equation approach," Oxford Economic Papers, Oxford University Press, vol. 58(3), pages 475-500, July.
    26. 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.
    27. Glaeser, Edward L & Mare, David C, 2001. "Cities and Skills," Journal of Labor Economics, University of Chicago Press, vol. 19(2), pages 316-342, April.
    28. Ina Ganguli & Jeffrey Lin & Nicholas Reynolds, 2020. "The Paper Trail of Knowledge Spillovers: Evidence from Patent Interferences," American Economic Journal: Applied Economics, American Economic Association, vol. 12(2), pages 278-302, April.
    29. Diego Puga, 2010. "The Magnitude And Causes Of Agglomeration Economies," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 203-219, February.
    30. Dora L. Costa & Matthew E. Kahn, 2000. "Power Couples: Changes in the Locational Choice of the College Educated, 1940–1990," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1287-1315.
    31. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2008. "Spatial wage disparities: Sorting matters!," Journal of Urban Economics, Elsevier, vol. 63(2), pages 723-742, March.
    32. W. Mark Brown & Darren M. Scott, 2012. "Human Capital Location Choice: Accounting For Amenities And Thick Labor Markets," Journal of Regional Science, Wiley Blackwell, vol. 52(5), pages 787-808, December.
    33. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2003. "A Unified Framework for Estimating Preferences for Schools and Neighborhoods," Working Papers 872, Economic Growth Center, Yale University.
    34. Allen J. Scott, 2010. "Jobs or amenities? Destination choices of migrant engineers in the USA," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 43-63, March.
    35. Rosenthal, Stuart S. & Strange, William C., 2008. "The attenuation of human capital spillovers," Journal of Urban Economics, Elsevier, vol. 64(2), pages 373-389, September.
    36. Lina Ahlin & Martin Andersson & Per Thulin, 2018. "Human capital sorting: The “when” and “who” of the sorting of educated workers to urban regions," Journal of Regional Science, Wiley Blackwell, vol. 58(3), pages 581-610, June.
    37. Jipeng Zhang & Ru Wang & Chong Lu, 2019. "A quantitative analysis of Hukou reform in Chinese cities: 2000–2016," Growth and Change, Wiley Blackwell, vol. 50(1), pages 201-221, March.
    38. Ernest Miguélez & Rosina Moreno, 2014. "What Attracts Knowledge Workers? The Role Of Space And Social Networks," Journal of Regional Science, Wiley Blackwell, vol. 54(1), pages 33-60, January.
    39. Guimaraes, Paulo & Figueiredo, Octavio & Woodward, Douglas, 2000. "Agglomeration and the Location of Foreign Direct Investment in Portugal," Journal of Urban Economics, Elsevier, vol. 47(1), pages 115-135, January.
    40. Christopher R. Berry & Edward L. Glaeser, 2005. "The divergence of human capital levels across cities," Papers in Regional Science, Wiley Blackwell, vol. 84(3), pages 407-444, August.
    41. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels across Cities," Harvard Institute of Economic Research Working Papers 2091, Harvard - Institute of Economic Research.
    42. Giovanni Peri, 2001. "Young People, Skills and Cities," CESifo Working Paper Series 610, CESifo.
    43. Chen, Yong & Rosenthal, Stuart S., 2008. "Local amenities and life-cycle migration: Do people move for jobs or fun?," Journal of Urban Economics, Elsevier, vol. 64(3), pages 519-537, November.
    44. Su, Yaqin & Liu, Zhiqiang, 2016. "The impact of foreign direct investment and human capital on economic growth: Evidence from Chinese cities," China Economic Review, Elsevier, vol. 37(C), pages 97-109.
    45. John V. Winters, 2011. "Why Are Smart Cities Growing? Who Moves And Who Stays," Journal of Regional Science, Wiley Blackwell, vol. 51(2), pages 253-270, May.
    46. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels Across Cities," NBER Working Papers 11617, National Bureau of Economic Research, Inc.
    47. Saul Hoffman & Greg Duncan, 1988. "Multinomial and conditional logit discrete-choice models in demography," Demography, Springer;Population Association of America (PAA), vol. 25(3), pages 415-427, August.
    48. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    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. Tianshu Li & Zhigang Chen, 2022. "The impact of transportation development on land price differences between cities: Widening or narrowing?—A case study based on the provincial level of Mainland China," Growth and Change, Wiley Blackwell, vol. 53(2), pages 910-932, June.

    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. John V. Winters, 2013. "Human capital externalities and employment differences across metropolitan areas of the USA," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 799-822, September.
    2. Winters, John V., 2014. "The Production and Stock of College Graduates for U.S. States," IZA Discussion Papers 8730, Institute of Labor Economics (IZA).
    3. Arthur Grimes & Shaan Badenhorst & David C. Maré & Jacques Poot, 2020. "Hometown wh?nau or big city millennials? The economic geography of graduate destination choices in New Zealand," Working Papers 20_04, Motu Economic and Public Policy Research.
    4. Mikaela Backman & Pia Nilsson, 2018. "The role of cultural heritage in attracting skilled individuals," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 42(1), pages 111-138, February.
    5. Michael R. Betz & Mark D. Partridge & Belal Fallah, 2016. "Smart cities and attracting knowledge workers: Which cities attract highly-educated workers in the 21st century?," Papers in Regional Science, Wiley Blackwell, vol. 95(4), pages 819-841, November.
    6. Fu, Yuming & Gabriel, Stuart A., 2012. "Labor migration, human capital agglomeration and regional development in China," Regional Science and Urban Economics, Elsevier, vol. 42(3), pages 473-484.
    7. Clément Gorin, 2016. "Patterns and determinants of inventors' mobility across European urban areas," Working Papers halshs-01313086, HAL.
    8. De la Roca, Jorge, 2017. "Selection in initial and return migration: Evidence from moves across Spanish cities," Journal of Urban Economics, Elsevier, vol. 100(C), pages 33-53.
    9. Moretti, Enrico, 2011. "Local Labor Markets," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 14, pages 1237-1313, Elsevier.
    10. Edward L. Glaeser & Matthew G. Resseger, 2010. "The Complementarity Between Cities And Skills," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 221-244, February.
    11. John V. Winters, 2018. "Do higher college graduation rates increase local education levels?," Papers in Regional Science, Wiley Blackwell, vol. 97(3), pages 617-638, August.
    12. John Winters, 2012. "Differences in employment outcomes for college town stayers and leavers," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 1(1), pages 1-17, December.
    13. Brian Fabrègue & Léo J. Portal & Christopher Cockshaw, 2023. "Using smart people to build smarter: How smart cities attract and retain highly skilled workers to drive innovation (Belgium, Denmark, the Netherlands, Poland)," Smart Cities and Regional Development (SCRD) Journal, Smart-EDU Hub, vol. 7(1), pages 9-30, March.
    14. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent & Roux, Sébastien, 2012. "Sorting and local wage and skill distributions in France," Regional Science and Urban Economics, Elsevier, vol. 42(6), pages 913-930.
    15. Arntz, Melanie & Brüll, Eduard & Lipowski, Cäcilia, 2021. "Do preferences for urban amenities really differ by skill?," ZEW Discussion Papers 21-045, ZEW - Leibniz Centre for European Economic Research.
    16. Viktor A. Venhorst, 2017. "Human capital spillovers in Dutch cities: consumption or productivity?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 59(3), pages 793-817, November.
    17. Gilles Duranton & Diego Puga, 2020. "The Economics of Urban Density," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 3-26, Summer.
    18. Hyun-kyung Lee & Hong-bae Kim, 2019. "Regional preferences for the living environment and mobility of researchers and general workers: the case of Korea," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 62(1), pages 169-186, February.
    19. Winters, John V., 2014. "STEM graduates, human capital externalities, and wages in the U.S," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 190-198.
    20. Guangliang Yang & Lixing Li & Shihe Fu, 2020. "Do rural migrants benefit from labor market agglomeration economies? Evidence from Chinese cities," Growth and Change, Wiley Blackwell, vol. 51(3), pages 910-931, September.

    More about this item

    Keywords

    Human capital; City choice; Conditional logit model; Agglomeration economies; Spatial sorting;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population

    Statistics

    Access and download statistics

    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:regeco:v:91:y:2021:i:c:s0166046220303069. 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/locate/regec .

    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.