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Credit risk and financial integration: An application of network analysis

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  • Bhattacharya, Mita
  • Inekwe, John Nkwoma
  • Valenzuela, Maria Rebecca

Abstract

Credit plays a significant role in the performance of the banking sector. This research relates financial integration to the credit risk of banks. We compute a measure of financial connectivity based on network statistics using syndicated loans. Using instrumental variable techniques for a panel of 39 countries over the periods of 1988 to 2014, we analyse the link between credit risk and financial integration. Our findings suggest that borrowing banks do not alleviate credit risk. Also, borrowing banks that are more active in the network also help to compound credit risk. However, the closeness centrality reveals a significant reduction in the credit risk of the borrowing banks. Our findings from individual countries reflect the significance of the country of operation of these banks in the international market.

Suggested Citation

  • Bhattacharya, Mita & Inekwe, John Nkwoma & Valenzuela, Maria Rebecca, 2020. "Credit risk and financial integration: An application of network analysis," International Review of Financial Analysis, Elsevier, vol. 72(C).
    • Handle: RePEc:eee:finana:v:72:y:2020:i:c:s1057521920302325
    DOI: 10.1016/j.irfa.2020.101588
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    as
    1. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    2. Portes, Richard & Rey, Helene, 2005. "The determinants of cross-border equity flows," Journal of International Economics, Elsevier, vol. 65(2), pages 269-296, March.
    3. Chowdhury, Biplob & Dungey, Mardi & Kangogo, Moses & Sayeed, Mohammad Abu & Volkov, Vladimir, 2019. "The changing network of financial market linkages: The Asian experience," International Review of Financial Analysis, Elsevier, vol. 64(C), pages 71-92.
    4. John Nkwoma Inekwe, 2020. "Bank credit risk, grain production and the Indian economy," Applied Economics, Taylor & Francis Journals, vol. 52(47), pages 5188-5202, October.
    5. Inekwe, John Nkwoma, 2020. "Liquidity connectedness and output synchronisation," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 66(C).
    6. Martin Cihak & Sonia Munoz & Ryan Scuzzarella, 2012. "The Bright and the Dark Side of Cross-Border Banking Linkages," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 62(3), pages 200-225, July.
    7. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    8. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    9. Hirotaka Miura, 2012. "Stata graph library for network analysis," Stata Journal, StataCorp LP, vol. 12(1), pages 94-129, March.
    10. Daron Acemoglu & Asuman Ozdaglar & Alireza Tahbaz-Salehi, 2015. "Systemic Risk and Stability in Financial Networks," American Economic Review, American Economic Association, vol. 105(2), pages 564-608, February.
    11. Chiesa, Gabriella, 2008. "Optimal credit risk transfer, monitored finance, and banks," Journal of Financial Intermediation, Elsevier, vol. 17(4), pages 464-477, October.
    12. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    13. Freixas, Xavier & Parigi, Bruno M & Rochet, Jean-Charles, 2000. "Systemic Risk, Interbank Relations, and Liquidity Provision by the Central Bank," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 32(3), pages 611-638, August.
    14. Bengt Holmstrom & Jean Tirole, 1997. "Financial Intermediation, Loanable Funds, and The Real Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 663-691.
    15. Emir Malikov & Diego Restrepo-Tobón & Subal Kumbhakar, 2015. "Estimation of banking technology under credit uncertainty," Empirical Economics, Springer, vol. 49(1), pages 185-211, August.
    16. Hale, Galina, 2012. "Bank relationships, business cycles, and financial crises," Journal of International Economics, Elsevier, vol. 88(2), pages 312-325.
    17. Bonfiglioli, Alessandra, 2008. "Financial integration, productivity and capital accumulation," Journal of International Economics, Elsevier, vol. 76(2), pages 337-355, December.
    18. Pierre-Olivier Gourinchas & Maurice Obstfeld, 2012. "Stories of the Twentieth Century for the Twenty-First," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(1), pages 226-265, January.
    19. Matthew Elliott & Benjamin Golub & Matthew O. Jackson, 2014. "Financial Networks and Contagion," American Economic Review, American Economic Association, vol. 104(10), pages 3115-3153, October.
    20. Anand, Kartik & Gai, Prasanna & Marsili, Matteo, 2012. "Rollover risk, network structure and systemic financial crises," Journal of Economic Dynamics and Control, Elsevier, vol. 36(8), pages 1088-1100.
    21. Battiston, Stefano & Delli Gatti, Domenico & Gallegati, Mauro & Greenwald, Bruce & Stiglitz, Joseph E., 2012. "Liaisons dangereuses: Increasing connectivity, risk sharing, and systemic risk," Journal of Economic Dynamics and Control, Elsevier, vol. 36(8), pages 1121-1141.
    22. Minoiu, Camelia & Reyes, Javier A., 2013. "A network analysis of global banking: 1978–2010," Journal of Financial Stability, Elsevier, vol. 9(2), pages 168-184.
    23. Bernardo Maggi & Marco Guida, 2011. "Modelling non-performing loans probability in the commercial banking system: efficiency and effectiveness related to credit risk in Italy," Empirical Economics, Springer, vol. 41(2), pages 269-291, October.
    24. P. Giudici & A. Spelta, 2016. "Graphical Network Models for International Financial Flows," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(1), pages 128-138, January.
    25. Cao, Charles & Petrasek, Lubomir, 2014. "Liquidity risk and institutional ownership," Journal of Financial Markets, Elsevier, vol. 21(C), pages 76-97.
    26. Cohen-Cole, Ethan & Patacchini, Eleonora & Zenou, Yves, 2015. "Static and dynamic networks in interbank markets," Network Science, Cambridge University Press, vol. 3(1), pages 98-123, March.
    27. John Nkwoma Inekwe & Yi Jin & Maria Rebecca Valenzuela, 2020. "Income inequality, financial flows and political institution: sub-Saharan African financial network," Empirical Economics, Springer, vol. 58(6), pages 2635-2665, June.
    28. Barinov, Alexander & Wu, Juan (Julie), 2014. "High short interest effect and aggregate volatility risk," Journal of Financial Markets, Elsevier, vol. 21(C), pages 98-122.
    29. Kartik Anand & Ben Craig & Goetz von Peter, 2015. "Filling in the blanks: network structure and interbank contagion," Quantitative Finance, Taylor & Francis Journals, vol. 15(4), pages 625-636, April.
    30. Baskaran, Thushyanthan & Blöchl, Florian & Brück, Tilman & Theis, Fabian J., 2011. "The Heckscher-Ohlin model and the network structure of international trade," International Review of Economics & Finance, Elsevier, vol. 20(2), pages 135-145, April.
    31. Goetz von Peter, 2007. "International banking centres: a network perspective," BIS Quarterly Review, Bank for International Settlements, December.
    32. Bech, Morten L. & Atalay, Enghin, 2010. "The topology of the federal funds market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(22), pages 5223-5246.
    33. Mr. Jorge A Chan-Lau & Ms. Srobona Mitra & Ms. Li L Ong, 2007. "Contagion Risk in the International Banking System and Implications for London As a Global Financial Center," IMF Working Papers 2007/074, International Monetary Fund.
    34. Bhattacharya, Mita & Inekwe, John Nkwoma & Valenzuela, Maria Rebecca, 2018. "Financial integration in Africa: New evidence using network approach," Economic Modelling, Elsevier, vol. 72(C), pages 379-390.
    35. Khan, Muhammad Saifuddin & Scheule, Harald & Wu, Eliza, 2017. "Funding liquidity and bank risk taking," Journal of Banking & Finance, Elsevier, vol. 82(C), pages 203-216.
    36. Ana Babus, 2016. "The formation of financial networks," RAND Journal of Economics, RAND Corporation, vol. 47(2), pages 239-272, May.
    37. José Luis Montiel Olea & Carolin Pflueger, 2013. "A Robust Test for Weak Instruments," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 358-369, July.
    38. Ding Ding & Liyan Han & Libo Yin, 2017. "Systemic risk and dynamics of contagion: a duplex inter-bank network," Quantitative Finance, Taylor & Francis Journals, vol. 17(9), pages 1435-1445, September.
    39. Florian Heider & Marie Hoerova, 2009. "Interbank Lending, Credit-Risk Premia, and Collateral," International Journal of Central Banking, International Journal of Central Banking, vol. 5(4), pages 5-43, December.
    40. John Nkwoma Inekwe & Maria Rebecca Valenzuela, 2020. "Financial integration and banking crisis. A critical analysis of restrictions on capital flows," The World Economy, Wiley Blackwell, vol. 43(2), pages 506-527, February.
    41. Dan Ladley, 2010. "Contagion and risk-sharing on the inter-bank market," Discussion Papers in Economics 11/10, Division of Economics, School of Business, University of Leicester, revised Jan 2013.
    42. Avdjiev, S. & Giudici, P. & Spelta, A., 2019. "Measuring contagion risk in international banking," Journal of Financial Stability, Elsevier, vol. 42(C), pages 36-51.
    43. Klaus Grobys & Jesper Haga, 2016. "The market price of credit risk and economic states," Empirical Economics, Springer, vol. 50(3), pages 1111-1134, May.
    44. Affinito, Massimiliano & Franco Pozzolo, Alberto, 2017. "The interbank network across the global financial crisis: Evidence from Italy," Journal of Banking & Finance, Elsevier, vol. 80(C), pages 90-107.
    45. Ivashina, Victoria, 2009. "Asymmetric information effects on loan spreads," Journal of Financial Economics, Elsevier, vol. 92(2), pages 300-319, May.
    46. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    47. De Vries, C.G., 2005. "The simple economics of bank fragility," Journal of Banking & Finance, Elsevier, vol. 29(4), pages 803-825, April.
    48. Inekwe, John Nkwoma & Jin, Yi & Valenzuela, Maria Rebecca, 2018. "A new approach to financial integration and market income inequality," Emerging Markets Review, Elsevier, vol. 37(C), pages 134-147.
    49. Cocco, João F. & Gomes, Francisco J. & Martins, Nuno C., 2009. "Lending relationships in the interbank market," Journal of Financial Intermediation, Elsevier, vol. 18(1), pages 24-48, January.
    50. Delis, Manthos & Iosifidi, Maria & Tsionas, Mike G, 2017. "Endogenous bank risk and efficiency," European Journal of Operational Research, Elsevier, vol. 260(1), pages 376-387.
    51. Caballero, Julian, 2015. "Banking crises and financial integration: Insights from networks science," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 34(C), pages 127-146.
    52. Bright Gershion Godigbe & Chin Man Chui & Chih-Liang Liu, 2018. "Directors network centrality and earnings quality," Applied Economics, Taylor & Francis Journals, vol. 50(50), pages 5381-5400, October.
    53. Vikkram Singh & Bin Li & Eduardo Roca, 2019. "Global and regional linkages across market cycles: evidence from partial correlations in a network framework," Applied Economics, Taylor & Francis Journals, vol. 51(33), pages 3551-3582, July.
    54. Ladley, Daniel, 2013. "Contagion and risk-sharing on the inter-bank market," Journal of Economic Dynamics and Control, Elsevier, vol. 37(7), pages 1384-1400.
    55. Stephanou, Constantinos & Mendoza, Juan Carlos, 2005. "Credit risk measurement under Basel II : an overview and implementation issues for developing countries," Policy Research Working Paper Series 3556, The World Bank.
    56. John Nkwoma Inekwe & Yi Jin & Maria Rebecca Valenzuela, 2018. "Global financial network and liquidity risk," Australian Journal of Management, Australian School of Business, vol. 43(4), pages 593-613, November.
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    More about this item

    Keywords

    Finance; Interbank lending; Financial networks; Financial markets; Credit risk;
    All these keywords.

    JEL classification:

    • F21 - International Economics - - International Factor Movements and International Business - - - International Investment; Long-Term Capital Movements
    • F34 - International Economics - - International Finance - - - International Lending and Debt Problems
    • F36 - International Economics - - International Finance - - - Financial Aspects of Economic Integration
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation

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