IDEAS home Printed from https://ideas.repec.org/p/arx/papers/1806.04351.html
   My bibliography  Save this paper

Network Subgraphs of the heterogeneous Chinese credit system

Author

Listed:
  • Yingli Wang
  • Qingpeng Zhang
  • Xiaoguang Yang

Abstract

In this study, we investigate the evolution of Chinese guarantee networks from the angle of sub-patterns. First, we find that the mutual, 2-out-stars and triangle sub-patterns are motifs in 2- and 3-node subgraphs. Considering the heterogeneous financial characteristics of nodes, we find that small firms tend to form a mutual guarantee relationship and large firms are likely to be the guarantors in 2-out-stars sub-patterns.

Suggested Citation

  • Yingli Wang & Qingpeng Zhang & Xiaoguang Yang, 2018. "Network Subgraphs of the heterogeneous Chinese credit system," Papers 1806.04351, arXiv.org, revised Dec 2019.
    • Handle: RePEc:arx:papers:1806.04351
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/1806.04351
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Columba, Francesco & Gambacorta, Leonardo & Mistrulli, Paolo Emilio, 2010. "Mutual guarantee institutions and small business finance," Journal of Financial Stability, Elsevier, vol. 6(1), pages 45-54, April.
    2. S. Redner, 1998. "How popular is your paper? An empirical study of the citation distribution," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 4(2), pages 131-134, July.
    3. M. E. J. Newman & D. J. Watts, 1999. "Renormalization Group Analysis of the Small-World Network Model," Working Papers 99-04-029, Santa Fe Institute.
    4. Garry Robins & Malcolm Alexander, 2004. "Small Worlds Among Interlocking Directors: Network Structure and Distance in Bipartite Graphs," Computational and Mathematical Organization Theory, Springer, vol. 10(1), pages 69-94, May.
    5. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    6. Palepu, Krishna G., 1986. "Predicting takeover targets : A methodological and empirical analysis," Journal of Accounting and Economics, Elsevier, vol. 8(1), pages 3-35, March.
    7. Anjan V. Thakor, 2015. "The Financial Crisis of 2007–2009: Why Did It Happen and What Did We Learn?," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 4(2), pages 155-205.
    8. Joel A. C. Baum & Andrew V. Shipilov & Tim J. Rowley, 2003. "Where do small worlds come from?," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 12(4), pages 697-725, August.
    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. Yingli Wang & Qingpeng Zhang & Xiaoguang Yang, 2018. "Evolution of the Chinese Guarantee Network under Financial Crisis and Stimulus Program," Papers 1804.05667, arXiv.org, revised Jun 2020.
    2. Alexander Hölzl & Sebastian Lobe, 2016. "Predicting above-median and below-median growth rates," Review of Managerial Science, Springer, vol. 10(1), pages 105-133, January.
    3. García-Gallego, Ana & Mures-Quintana, María-Jesús, 2013. "La muestra de empresas en los modelos de predicción del fracaso: influencia en los resultados de clasificación || The Sample of Firms in Business Failure Prediction Models: Influence on Classification," Revista de Métodos Cuantitativos para la Economía y la Empresa = Journal of Quantitative Methods for Economics and Business Administration, Universidad Pablo de Olavide, Department of Quantitative Methods for Economics and Business Administration, vol. 15(1), pages 133-150, June.
    4. Elisa Ughetto & Andrea Vezzulli, 2011. "What role can mutual guarantee consortia play for financing innovation? A firm-level study for Italy," International Journal of Banking, Accounting and Finance, Inderscience Enterprises Ltd, vol. 3(4), pages 294-319.
    5. Skogsvik, Kenth, 2005. "On the Choice-Based Sample Bias in Probabilistic Business Failure Prediction," SSE/EFI Working Paper Series in Business Administration 2005:13, Stockholm School of Economics, revised 09 Jan 2006.
    6. Hunter, John & Isachenkova, Natalia, 2006. "Aggregate economy risk and company failure: An examination of UK quoted firms in the early 1990s," Journal of Policy Modeling, Elsevier, vol. 28(8), pages 911-919, November.
    7. Elizabeth A. M. Searing, 2021. "Resilience in Vulnerable Small and New Social Enterprises," Sustainability, MDPI, vol. 13(24), pages 1-21, December.
    8. Rodrigues, Bruno Dore & Stevenson, Maxwell J., 2013. "Takeover prediction using forecast combinations," International Journal of Forecasting, Elsevier, vol. 29(4), pages 628-641.
    9. Pindado, Julio & Rodrigues, Luis & de la Torre, Chabela, 2008. "Estimating financial distress likelihood," Journal of Business Research, Elsevier, vol. 61(9), pages 995-1003, September.
    10. John W. Pacey & Toan M. Pham, 1990. "The Predictiveness of Bankruptcy Models: Methodological Problems and Evidence," Australian Journal of Management, Australian School of Business, vol. 15(2), pages 315-337, December.
    11. Ron Boschma & Pierre-Alexandre Balland & Mathijs de Vaan, 2014. "The formation of economic networks: a proximity approach," Chapters, in: André Torre & Frédéric Wallet (ed.), Regional Development and Proximity Relations, chapter 7, pages 243-266, Edward Elgar Publishing.
    12. fernández, María t. Tascón & gutiérrez, Francisco J. Castaño, 2012. "Variables y Modelos Para La Identificación y Predicción Del Fracaso Empresarial: Revisión de La Investigación Empírica Reciente," Revista de Contabilidad - Spanish Accounting Review, Elsevier, vol. 15(1), pages 7-58.
    13. Liu, Jia & Lister, Roger & Pang, Dong, 2013. "Corporate evolution following initial public offerings in China: A life-course approach," International Review of Financial Analysis, Elsevier, vol. 27(C), pages 1-20.
    14. Maria Cristina Arcuri & Lorenzo Gai & Federica Ielasi, 2021. "Public Credit Guarantee Schemes in Supporting SMEs: An Evaluation of Effectiveness and Impacts," International Journal of Business and Management, Canadian Center of Science and Education, vol. 15(1), pages 174-174, July.
    15. Offenberg, David, 2010. "Agency Costs And The Size Discount: Evidence From Acquisitions," Journal of Economics, Finance and Administrative Science, Universidad ESAN, vol. 15(29), pages 73-93.
    16. Ronan Powell & Alfred Yawson, 2012. "Internal Restructuring and Firm Survival," International Review of Finance, International Review of Finance Ltd., vol. 12(4), pages 435-467, December.
    17. Barniv, Ran & Mehrez, Abraham & Kline, Douglas M., 2000. "Confidence intervals for controlling the probability of bankruptcy," Omega, Elsevier, vol. 28(5), pages 555-565, October.
    18. James R. Coakley & Carol E. Brown, 2000. "Artificial neural networks in accounting and finance: modeling issues," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 9(2), pages 119-144, June.
    19. WILLIAM HOPWOOD & JAMES C. McKEOWN & JANE F. MUTCHLER, 1994. "A Reexamination of Auditor versus Model Accuracy within the Context of the Going†Concern Opinion Decision," Contemporary Accounting Research, John Wiley & Sons, vol. 10(2), pages 409-431, March.
    20. Mak, Chun Yu, 2016. "Do market predictions affect its reaction to UK listed industrial firms' corporate refocusing announcements?," The British Accounting Review, Elsevier, vol. 48(4), pages 464-478.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:arx:papers:1806.04351. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    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.