IDEAS home Printed from https://ideas.repec.org/a/spr/jknowl/v15y2024i2d10.1007_s13132-023-01389-4.html
   My bibliography  Save this article

Relationship Between Beijing-Tianjin-Hebei Urban Agglomeration Construction and Enterprise Innovation: Based on Geographic Regression Discontinuity Design

Author

Listed:
  • Zhao Kai

    (Qingdao University)

  • Huang Hua-hua

    (Huaqiao University)

  • Liu Xiao-man

    (Huaqiao University)

  • Wu Wan-shu

    (Qingdao University of Technology)

Abstract

The construction of the Beijing-Tianjin-Hebei urban agglomeration is the comprehensive product of the regional economic situation and administrative planning. This paper uses a quasi-experimental method, geographic regression discontinuity design (GRDD), to evaluate the actual effect of Beijing-Tianjin-Hebei urban agglomeration construction across administrative divisions on micro enterprise innovation, by taking the impact of “spatial layout” and “policy events” into account. The shortest distances from each enterprise’s location to the boundary of Beijing-Tianjin-Hebei urban agglomeration calculated by ArcGIS are considered the running variable, and the actual effect can be identified by the probability of receiving treatment jumps discontinuously at the known cutoff. It is found that the construction of Beijing-Tianjin-Hebei urban agglomeration can significantly improve the enterprise innovation, and this outcome is verified by rigorous robustness tests including the placebo test with pseudo-boundary/pseudo-time, the bandwidth sensitivity test, the parametric test with different functional forms, and the extreme value test. This study provides a beneficial supplement for China’s location-oriented policy evaluation and a solid micro-foundation for how to promote “high-quality development” in the new era.

Suggested Citation

  • Zhao Kai & Huang Hua-hua & Liu Xiao-man & Wu Wan-shu, 2024. "Relationship Between Beijing-Tianjin-Hebei Urban Agglomeration Construction and Enterprise Innovation: Based on Geographic Regression Discontinuity Design," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(2), pages 5382-5406, June.
    • Handle: RePEc:spr:jknowl:v:15:y:2024:i:2:d:10.1007_s13132-023-01389-4
    DOI: 10.1007/s13132-023-01389-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13132-023-01389-4
    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/s13132-023-01389-4?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. Wan, Guanghua & Zhang, Yan, 2018. "The direct and indirect effects of infrastructure on firm productivity: Evidence from Chinese manufacturing," China Economic Review, Elsevier, vol. 49(C), pages 143-153.
    2. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation of Elementary Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 577-599.
    3. Card, David & Krueger, Alan B, 1994. "Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania," American Economic Review, American Economic Association, vol. 84(4), pages 772-793, September.
    4. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    5. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    6. Kiman Kim & Sang Ok Choi & Sooyeon Lee, 2021. "The Effect of a Financial Support on Firm Innovation Collaboration and Output: Does Policy Work on the Diverse Nature of Firm Innovation?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 645-675, June.
    7. Richard Florida & Tim Gulden & Charlotta Mellander, 2008. "The rise of the mega-region," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 1(3), pages 459-476.
    8. Henderson, J. Vernon, 2003. "Marshall's scale economies," Journal of Urban Economics, Elsevier, vol. 53(1), pages 1-28, January.
    9. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 933-959.
    10. Sudipto Banerjee, 2005. "On Geodetic Distance Computations in Spatial Modeling," Biometrics, The International Biometric Society, vol. 61(2), pages 617-625, June.
    11. Robert Lang & Paul Knox, 2009. "The New Metropolis: Rethinking Megalopolis," Regional Studies, Taylor & Francis Journals, vol. 43(6), pages 789-802.
    12. Keele, Luke J. & Titiunik, Rocío, 2015. "Geographic Boundaries as Regression Discontinuities," Political Analysis, Cambridge University Press, vol. 23(1), pages 127-155, January.
    13. Bastiaan De Goei & Martijn Burger & Frank Van Oort & Michael Kitson, 2010. "Functional Polycentrism and Urban Network Development in the Greater South East, United Kingdom: Evidence from Commuting Patterns, 1981-2001," Regional Studies, Taylor & Francis Journals, vol. 44(9), pages 1149-1170.
    14. Gerben Panne, 2004. "Agglomeration externalities: Marshall versus Jacobs," Journal of Evolutionary Economics, Springer, vol. 14(5), pages 593-604, December.
    15. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    16. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    17. Xingling Huang & Guoping Li & Jianguo Liu, 2020. "The Impact of Spatial Structure on Economic Efficiency of Beijing-Tianjin-Hebei Megalopolis in China," Complexity, Hindawi, vol. 2020, pages 1-18, July.
    18. Posner, Daniel N., 2004. "The Political Salience of Cultural Difference: Why Chewas and Tumbukas Are Allies in Zambia and Adversaries in Malawi," American Political Science Review, Cambridge University Press, vol. 98(4), pages 529-545, November.
    19. Feng Lan & Chengcai Jiao & Guoying Deng & Huili Da, 2021. "Urban agglomeration, housing price, and space–time spillover effect—Empirical evidences based on data from hundreds of cities in China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(4), pages 898-919, June.
    Full references (including those not matched with items on IDEAS)

    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. Mauricio Villamizar‐Villegas & Freddy A. Pinzon‐Puerto & Maria Alejandra Ruiz‐Sanchez, 2022. "A comprehensive history of regression discontinuity designs: An empirical survey of the last 60 years," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1130-1178, September.
    2. Blaise Melly & Rafael Lalive, 2020. "Estimation, Inference, and Interpretation in the Regression Discontinuity Design," Diskussionsschriften dp2016, Universitaet Bern, Departement Volkswirtschaft.
    3. Yiqi Liu & Yuan Qi, 2023. "Using Forests in Multivariate Regression Discontinuity Designs," Papers 2303.11721, arXiv.org, revised Jul 2024.
    4. Yoichi Arai & Yu‐Chin Hsu & Toru Kitagawa & Ismael Mourifié & Yuanyuan Wan, 2022. "Testing identifying assumptions in fuzzy regression discontinuity designs," Quantitative Economics, Econometric Society, vol. 13(1), pages 1-28, January.
    5. Jin-young Choi & Myoung-jae Lee, 2017. "Regression discontinuity: review with extensions," Statistical Papers, Springer, vol. 58(4), pages 1217-1246, December.
    6. Gurmu, Shiferaw & Sjoquist, David L. & Wheeler, Laura, 2021. "The effectiveness of job creation tax credits," Regional Science and Urban Economics, Elsevier, vol. 90(C).
    7. Matias D. Cattaneo & Rocío Titiunik, 2022. "Regression Discontinuity Designs," Annual Review of Economics, Annual Reviews, vol. 14(1), pages 821-851, August.
    8. Deng, Taotao & Hu, Yukun & Ma, Mulan, 2019. "Regional policy and tourism: A quasi-natural experiment," Annals of Tourism Research, Elsevier, vol. 74(C), pages 1-16.
    9. Guido Imbens & Stefan Wager, 2019. "Optimized Regression Discontinuity Designs," The Review of Economics and Statistics, MIT Press, vol. 101(2), pages 264-278, May.
    10. Ivan A Canay & Vishal Kamat, 2018. "Approximate Permutation Tests and Induced Order Statistics in the Regression Discontinuity Design," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(3), pages 1577-1608.
    11. Christopher S. Carpenter & Carlos Dobkin & Casey Warman, 2016. "The Mechanisms of Alcohol Control," Journal of Human Resources, University of Wisconsin Press, vol. 51(2), pages 328-356.
    12. Quaresima Federico & Santolini Raffaella & Fiorillo Fabio, 2020. "Political affiliation in post-parliamentary careers in Italian public enterprises," German Economic Review, De Gruyter, vol. 21(1), pages 35-64, April.
    13. Prakash, Nishith & Rockmore, Marc & Uppal, Yogesh, 2019. "Do criminally accused politicians affect economic outcomes? Evidence from India," Journal of Development Economics, Elsevier, vol. 141(C).
    14. Berger, Melissa & Fellner-Röhling, Gerlinde & Sausgruber, Rupert & Traxler, Christian, 2016. "Higher taxes, more evasion? Evidence from border differentials in TV license fees," Journal of Public Economics, Elsevier, vol. 135(C), pages 74-86.
    15. Joaquín Artés & Ignacio Jurado, 2018. "Government fragmentation and fiscal deficits: a regression discontinuity approach," Public Choice, Springer, vol. 175(3), pages 367-391, June.
    16. Hansen, Benjamin & Miller, Keaton & Weber, Caroline, 2020. "Federalism, partial prohibition, and cross-border sales: Evidence from recreational marijuana," Journal of Public Economics, Elsevier, vol. 187(C).
    17. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    18. Gurgand, Marc & Lorenceau, Adrien & Mélonio, Thomas, 2023. "Student loans: Credit constraints and higher education in South Africa," Journal of Development Economics, Elsevier, vol. 161(C).
    19. Kaniel, Ron & Parham, Robert, 2017. "WSJ Category Kings – The impact of media attention on consumer and mutual fund investment decisions," Journal of Financial Economics, Elsevier, vol. 123(2), pages 337-356.
    20. Crespo Cristian, 2020. "Beyond Manipulation: Administrative Sorting in Regression Discontinuity Designs," Journal of Causal Inference, De Gruyter, vol. 8(1), pages 164-181, January.

    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:jknowl:v:15:y:2024:i:2:d:10.1007_s13132-023-01389-4. 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.