IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v10y2023i1d10.1057_s41599-023-01809-5.html
   My bibliography  Save this article

Heterogeneous human capital, spatial spillovers and regional innovation: evidence from the Yangtze River Economic Belt, China

Author

Listed:
  • Fenghua Wen

    (Central University of Finance and Economics)

  • Shan Yang

    (Central University of Finance and Economics)

  • Daohan Huang

    (Beijing University of Civil Engineering and Architecture)

Abstract

Investing in human capital can assist in achieving technological innovations, while the spatial spillover effects of human capital on urban innovation in urban agglomeration are largely ignored. Using the panel data of 108 cities in China’s Yangtze River Economic Belt (YREB) during 2011–2020, this paper explores the interactions between human capital and urban innovation with a two-way fixed effects Spatial Durbin Model framework, which incorporates the interpretation of spatial spillover effects. The results show that urban innovation in the YREB has spatial heterogeneity in the structure, which is reflected in its diffusion from the downstream cities on the eastern coast to the upstream cities in the western region. Then, the low-level human capital inhibits the development of local innovation, while intermediate and high-level human capital improves local innovation. Furthermore, the spatial spillover effect shows an opposite trend. The impact of human capital on urban innovation is not significant in the downstream cities, such as Shanghai and Nanjing. Finally, three policy directions are proposed to optimize the human capital structure of the YREB, which are, strengthening investment in human capital and technological innovation, enhancing the talent spillover effect, and improving basic education.

Suggested Citation

  • Fenghua Wen & Shan Yang & Daohan Huang, 2023. "Heterogeneous human capital, spatial spillovers and regional innovation: evidence from the Yangtze River Economic Belt, China," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-13, December.
  • Handle: RePEc:pal:palcom:v:10:y:2023:i:1:d:10.1057_s41599-023-01809-5
    DOI: 10.1057/s41599-023-01809-5
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-023-01809-5
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1057/s41599-023-01809-5?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. Muhamad, Suriyani & Che Sulaiman, Nor Fatimah & Saputra, Jumadil, 2018. "The Role of Human Capital and Innovation Capacity on Economic Growth in ASEAN-3," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 52(1), pages 257-268.
    2. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    3. Ferreira, João J. & Fernandes, Cristina I. & Guo, Ying & Rammal, Hussain G., 2022. "Knowledge worker mobility and knowledge management in MNEs: A bibliometric analysis and research agenda," Journal of Business Research, Elsevier, vol. 142(C), pages 464-475.
    4. Mourad Dakhli & Dirk De Clercq, 2004. "Human capital, social capital, and innovation: a multi-country study," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 16(2), pages 107-128, March.
    5. Agrawal, Ajay & Kapur, Devesh & McHale, John & Oettl, Alexander, 2011. "Brain drain or brain bank? The impact of skilled emigration on poor-country innovation," Journal of Urban Economics, Elsevier, vol. 69(1), pages 43-55, January.
    6. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    7. Pedro Teixeira, 2014. "Gary Becker’s early work on human capital – collaborations and distinctiveness," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-20, December.
    8. Petrakis, P. E. & Stamatakis, D., 2002. "Growth and educational levels: a comparative analysis," Economics of Education Review, Elsevier, vol. 21(5), pages 513-521, October.
    9. Chris Papageorgiou, 2003. "Distinguishing Between the Effects of Primary and Post‐primary Education on Economic Growth," Review of Development Economics, Wiley Blackwell, vol. 7(4), pages 622-635, November.
    10. Eckhardt Bode, 2004. "The spatial pattern of localized R&D spillovers: an empirical investigation for Germany," Journal of Economic Geography, Oxford University Press, vol. 4(1), pages 43-64, January.
    11. Lenihan, Helena & McGuirk, Helen & Murphy, Kevin R., 2019. "Driving innovation: Public policy and human capital," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    12. Filippopoulos, Nikolaos & Fotopoulos, Georgios, 2022. "Innovation in economically developed and lagging European regions: A configurational analysis," Research Policy, Elsevier, vol. 51(2).
    13. Claude Diebolt & Ralph Hippe, 2022. "The Long-Run Impact of Human Capital on Innovation and Economic Growth in the Regions of Europe," Frontiers in Economic History, in: Human Capital and Regional Development in Europe, chapter 0, pages 85-115, Springer.
    14. Ballot, Gerard & Fakhfakh, Fathi & Taymaz, Erol, 2001. "Firms' human capital, R&D and performance: a study on French and Swedish firms," Labour Economics, Elsevier, vol. 8(4), pages 443-462, September.
    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. Haodong Yang & Li Liu & Gaofeng Wang, 2024. "Does large-scale research infrastructure affect regional knowledge innovation, and how? A case study of the National Supercomputing Center in China," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-20, December.

    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. Stephan Brunow & Peter Nijkamp, 2013. "Firm Formation and Agglomeration under Monopolistic Competition," Tinbergen Institute Discussion Papers 13-134/VIII, Tinbergen Institute.
    2. Benos, Nikos & Karagiannis, Stelios, 2013. "Do Cross-Section Dependence and Parameter Heterogeneity Matter? Evidence on Human Capital and Productivity in Greece," MPRA Paper 53326, University Library of Munich, Germany.
    3. Drivas, Kyriakos & Economidou, Claire & Karamanis, Dimitrios & Sanders, Mark, 2020. "Mobility of highly skilled individuals and local innovation activity," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    4. Hean, Oudom, 2018. "The Effect of Metropolitan Technological Progress on the Non-metropolitan Labor Market: Evidence from U.S. Patent Counts," 2018 Annual Meeting, August 5-7, Washington, D.C. 274176, Agricultural and Applied Economics Association.
    5. Cabrer-Borras, Bernardi & Serrano-Domingo, Guadalupe, 2007. "Innovation and R&D spillover effects in Spanish regions: A spatial approach," Research Policy, Elsevier, vol. 36(9), pages 1357-1371, November.
    6. Pereira, João & St. Aubyn, Miguel, 2009. "What level of education matters most for growth?: Evidence from Portugal," Economics of Education Review, Elsevier, vol. 28(1), pages 67-73, February.
    7. Roberto Patuelli & Andrea Vaona & Christoph Grimpe, 2010. "The German East‐West Divide In Knowledge Production: An Application To Nanomaterial Patenting," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 101(5), pages 568-582, December.
    8. Annekatrin Niebuhr, 2010. "Migration and innovation: Does cultural diversity matter for regional R&D activity?," Papers in Regional Science, Wiley Blackwell, vol. 89(3), pages 563-585, August.
    9. Mario Maggioni & Teodora Uberti & Mario Nosvelli, 2014. "Does intentional mean hierarchical? Knowledge flows and innovative performance of European regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(2), pages 453-485, September.
    10. Mohamad Yunus, Norhanishah & Said, Rusmawati & Law, Siong Hook, 2014. "Do Cost of Training, Education Level and R&D Investment Matter towards Influencing Labour Productivity?," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 48(1), pages 133-142.
    11. Ernest Miguélez & Rosina Moreno, 2013. "Skilled labour mobility, networks and knowledge creation in regions: a panel data approach," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 51(1), pages 191-212, August.
    12. Benos, Nikos & Karagiannis, Stelios, 2016. "Do education quality and spillovers matter? Evidence on human capital and productivity in Greece," Economic Modelling, Elsevier, vol. 54(C), pages 563-573.
    13. RM. Serrano & R. Paci & S. Usai, 2003. "Spatial distribution of innovation activity. The case of European regions," Working Paper CRENoS 200310, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    14. Bahar Bayraktar-Sağlam, 2016. "The Stages of Human Capital and Economic Growth: Does the Direction of Causality Matter for the Rich and the Poor?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 127(1), pages 243-302, May.
    15. Eckey Hans-Friedrich & Kosfeld Reinhold & Türck Matthias, 2005. "Intra- und internationale Spillover-Effekte zwischen den EU-Regionen / Intra- and International Spillovers Across EU Regions," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 225(6), pages 600-621, December.
    16. Jalil, Abdul & Idrees, Muhammad, 2013. "Modeling the impact of education on the economic growth: Evidence from aggregated and disaggregated time series data of Pakistan," Economic Modelling, Elsevier, vol. 31(C), pages 383-388.
    17. Heijs, Joost, 2003. "Freerider behaviour and the public finance of R&D activities in enterprises: the case of the Spanish low interest credits for R&D," Research Policy, Elsevier, vol. 32(3), pages 445-461, March.
    18. Kumar, Sanjesh & Singh, Baljeet, 2019. "Barriers to the international diffusion of technological innovations," Economic Modelling, Elsevier, vol. 82(C), pages 74-86.
    19. Michael Fritsch & Viktor Slavtchev, 2007. "What determines the efficiency of regional innovation systems?," Jena Economics Research Papers 2007-006, Friedrich-Schiller-University Jena.
    20. Mohamed Amara & Khaled Thabet, 2019. "Firm and regional factors of productivity: a multilevel analysis of Tunisian manufacturing," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 63(1), pages 25-51, August.

    More about this item

    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:pal:palcom:v:10:y:2023:i:1:d:10.1057_s41599-023-01809-5. 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: https://www.nature.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.