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Proximity, information, and loan pricing in internal capital markets: Evidence from China

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  • Qian, Xuesong
  • Kong, Dongmin
  • Du, Li

Abstract

We examine the effect of geographic proximity on loan pricing in internal capital markets by focusing on the role of information. Using a hand-collected dataset on entrusted loans within business groups in China, we find that loan prices are positively associated with the distance between borrowers and lenders, which suggests that a reduction in distance facilitates the monitoring of borrowers and gathering of soft information by lenders. Results remain unchanged after controlling for potential endogeneity. Our findings are further pronounced (1) for lenders with headquarters that are time constrained; (2) during the early years of our sample period, when the Internet and transportation infrastructure were less developed; and (3) for borrowers for whom information uncertainty is likely to be substantial and soft information is likely to be valuable, such as young borrowers and borrowers in different industries to lenders. This paper sheds new light on the role of geographic proximity in intra-group loans within business groups.

Suggested Citation

  • Qian, Xuesong & Kong, Dongmin & Du, Li, 2019. "Proximity, information, and loan pricing in internal capital markets: Evidence from China," China Economic Review, Elsevier, vol. 54(C), pages 434-456.
  • Handle: RePEc:eee:chieco:v:54:y:2019:i:c:p:434-456
    DOI: 10.1016/j.chieco.2019.02.005
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    as
    1. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    2. Berger, Allen N. & Klapper, Leora F. & Udell, Gregory F., 2001. "The ability of banks to lend to informationally opaque small businesses," Journal of Banking & Finance, Elsevier, vol. 25(12), pages 2127-2167, December.
    3. Simon Johnson, 2000. "Tunneling," American Economic Review, American Economic Association, vol. 90(2), pages 22-27, May.
    4. Boutin, Xavier & Cestone, Giacinta & Fumagalli, Chiara & Pica, Giovanni & Serrano-Velarde, Nicolas, 2013. "The deep-pocket effect of internal capital markets," Journal of Financial Economics, Elsevier, vol. 109(1), pages 122-145.
    5. Stein, Jeremy C, 1997. "Internal Capital Markets and the Competition for Corporate Resources," Journal of Finance, American Finance Association, vol. 52(1), pages 111-133, March.
    6. Marianne Bertrand & Sendhil Mullainathan, 2003. "Enjoying the Quiet Life? Corporate Governance and Managerial Preferences," Journal of Political Economy, University of Chicago Press, vol. 111(5), pages 1043-1075, October.
    7. Marianne Bertrand & Paras Mehta & Sendhil Mullainathan, 2002. "Ferreting out Tunneling: An Application to Indian Business Groups," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 121-148.
    8. Markus Glaser & Florencio Lopez-De-Silanes & Zacharias Sautner, 2013. "Opening the Black Box: Internal Capital Markets and Managerial Power," Journal of Finance, American Finance Association, vol. 68(4), pages 1577-1631, August.
    9. Gopalan, Radhakrishnan & Nanda, Vikram & Seru, Amit, 2007. "Affiliated firms and financial support: Evidence from Indian business groups," Journal of Financial Economics, Elsevier, vol. 86(3), pages 759-795, December.
    10. Hovakimian, Gayané, 2011. "Financial constraints and investment efficiency: Internal capital allocation across the business cycle," Journal of Financial Intermediation, Elsevier, vol. 20(2), pages 264-283, April.
    11. Berger, Allen N. & DeYoung, Robert, 2006. "Technological Progress and the Geographic Expansion of the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(6), pages 1483-1513, September.
    12. Bernardo, Antonio E. & Luo, Jiang & Wang, James J.D., 2006. "A theory of socialistic internal capital markets," Journal of Financial Economics, Elsevier, vol. 80(3), pages 485-509, June.
    13. Amir Sufi, 2007. "Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans," Journal of Finance, American Finance Association, vol. 62(2), pages 629-668, April.
    14. Tarun Khanna & Krishna Palepu, 2000. "Is Group Affiliation Profitable in Emerging Markets? An Analysis of Diversified Indian Business Groups," Journal of Finance, American Finance Association, vol. 55(2), pages 867-891, April.
    15. Raghuram Rajan & Henri Servaes & Luigi Zingales, 2000. "The Cost of Diversity: The Diversification Discount and Inefficient Investment," Journal of Finance, American Finance Association, vol. 55(1), pages 35-80, February.
    16. Xavier Giroud, 2013. "Proximity and Investment: Evidence from Plant-Level Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 861-915.
    17. Ronald W. Masulis & Peter Kien Pham & Jason Zein, 2011. "Family Business Groups around the World: Financing Advantages, Control Motivations, and Organizational Choices," Review of Financial Studies, Society for Financial Studies, vol. 24(11), pages 3556-3600.
    18. Tian, Xuan, 2011. "The causes and consequences of venture capital stage financing," Journal of Financial Economics, Elsevier, vol. 101(1), pages 132-159, July.
    19. Dmytro Holod & Joe Peek, 2010. "Capital Constraints, Asymmetric Information, and Internal Capital Markets in Banking: New Evidence," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(5), pages 879-906, August.
    20. Knyazeva, Anzhela & Knyazeva, Diana, 2012. "Does being your bank’s neighbor matter?," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1194-1209.
    21. Hadlock, Charles J & Ryngaert, Michael & Thomas, Shawn, 2001. "Corporate Structure and Equity Offerings: Are There Benefits to Diversification?," The Journal of Business, University of Chicago Press, vol. 74(4), pages 613-635, October.
    22. Rainer Haselmann & Katharina Pistor & Vikrant Vig, 2010. "How Law Affects Lending," Review of Financial Studies, Society for Financial Studies, vol. 23(2), pages 549-580, February.
    23. Xavier Giroud & Holger M. Mueller, 2015. "Capital and Labor Reallocation within Firms," Journal of Finance, American Finance Association, vol. 70(4), pages 1767-1804, August.
    24. Atif Mian, 2006. "Distance Constraints: The Limits of Foreign Lending in Poor Economies," Journal of Finance, American Finance Association, vol. 61(3), pages 1465-1505, June.
    25. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    26. John, Kose & Knyazeva, Anzhela & Knyazeva, Diana, 2011. "Does geography matter? Firm location and corporate payout policy," Journal of Financial Economics, Elsevier, vol. 101(3), pages 533-551, September.
    27. David S. Scharfstein & Jeremy C. Stein, 2000. "The Dark Side of Internal Capital Markets: Divisional Rent‐Seeking and Inefficient Investment," Journal of Finance, American Finance Association, vol. 55(6), pages 2537-2564, December.
    28. Djankov, Simeon & La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei, 2008. "The law and economics of self-dealing," Journal of Financial Economics, Elsevier, vol. 88(3), pages 430-465, June.
    29. Lerner, Josh, 1995. "Venture Capitalists and the Oversight of Private Firms," Journal of Finance, American Finance Association, vol. 50(1), pages 301-318, March.
    30. Mitchell A. Petersen & Raghuram G. Rajan, 2002. "Does Distance Still Matter? The Information Revolution in Small Business Lending," Journal of Finance, American Finance Association, vol. 57(6), pages 2533-2570, December.
    31. C. Edward Fee & Charles J. Hadlock & Joshua R. Pierce, 2009. "Investment, Financing Constraints, and Internal Capital Markets: Evidence from the Advertising Expenditures of Multinational Firms," Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2361-2392, June.
    32. Sumit Agarwal, 2010. "Distance and Private Information in Lending," Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    33. Jordan Siegel & Prithwiraj Choudhury, 2012. "A Reexamination of Tunneling and Business Groups: New Data and New Methods," Review of Financial Studies, Society for Financial Studies, vol. 25(6), pages 1763-1798.
    34. Robert Hauswald & Robert Marquez, 2006. "Competition and Strategic Information Acquisition in Credit Markets," Review of Financial Studies, Society for Financial Studies, vol. 19(3), pages 967-1000.
    35. Brusco, Sandro & Panunzi, Fausto, 2005. "Reallocation of corporate resources and managerial incentives in internal capital markets," European Economic Review, Elsevier, vol. 49(3), pages 659-681, April.
    36. Robert H. Gertner & David S. Scharfstein & Jeremy C. Stein, 1994. "Internal versus External Capital Markets," NBER Working Papers 4776, National Bureau of Economic Research, Inc.
    37. Venables, Anthony J, 1996. "Equilibrium Locations of Vertically Linked Industries," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 37(2), pages 341-359, May.
    38. Joshua D. Coval & Tobias J. Moskowitz, 1999. "Home Bias at Home: Local Equity Preference in Domestic Portfolios," Journal of Finance, American Finance Association, vol. 54(6), pages 2045-2073, December.
    39. Joshua D. Coval & Tobias J. Moskowitz, 2001. "The Geography of Investment: Informed Trading and Asset Prices," Journal of Political Economy, University of Chicago Press, vol. 109(4), pages 811-841, August.
    40. Robert H. Gertner & David S. Scharfstein & Jeremy C. Stein, 1994. "Internal versus External Capital Markets," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(4), pages 1211-1230.
    41. Tarun Khanna & Yishay Yafeh, 2007. "Business Groups in Emerging Markets: Paragons or Parasites?," Journal of Economic Literature, American Economic Association, vol. 45(2), pages 331-372, June.
    42. Almazan, Andres, 2002. "A Model of Competition in Banking: Bank Capital vs Expertise," Journal of Financial Intermediation, Elsevier, vol. 11(1), pages 87-121, January.
    43. Jiang, Guohua & Lee, Charles M.C. & Yue, Heng, 2010. "Tunneling through intercorporate loans: The China experience," Journal of Financial Economics, Elsevier, vol. 98(1), pages 1-20, October.
    44. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    45. Mueller, Holger & Giroud, Xavier, 2015. "Capital and Labor Reallocation within Firms," CEPR Discussion Papers 10360, C.E.P.R. Discussion Papers.
    46. Christopher J. Malloy, 2005. "The Geography of Equity Analysis," Journal of Finance, American Finance Association, vol. 60(2), pages 719-755, April.
    47. Stein, Jeremy C., 2003. "Agency, information and corporate investment," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, chapter 2, pages 111-165, Elsevier.
    48. Ge, Wenxia & Kim, Jeong-Bon & Li, Tiemei & Li, Yutao, 2016. "Offshore operations and bank loan contracting: Evidence from firms that set up subsidiaries in offshore financial centers," Journal of Corporate Finance, Elsevier, vol. 37(C), pages 335-355.
    49. Kee‐Hong Bae & Jun‐Koo Kang & Jin‐Mo Kim, 2002. "Tunneling or Value Added? Evidence from Mergers by Korean Business Groups," Journal of Finance, American Finance Association, vol. 57(6), pages 2695-2740, December.
    50. Daniel Hoang & Martin Ruckes, 2015. "Informed Headquarters and Socialistic Internal Capital Markets," Review of Finance, European Finance Association, vol. 19(3), pages 1105-1141.
    51. Buchuk, David & Larrain, Borja & Muñoz, Francisco & Urzúa I., Francisco, 2014. "The internal capital markets of business groups: Evidence from intra-group loans," Journal of Financial Economics, Elsevier, vol. 112(2), pages 190-212.
    52. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    53. Radhakrishnan Gopalan & Vikram Nanda & Amit Seru, 2014. "Internal Capital Market and Dividend Policies: Evidence From Business Groups," Review of Financial Studies, Society for Financial Studies, vol. 27(4), pages 1102-1142.
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    More about this item

    Keywords

    Proximity; Intra-group loans; Internal capital markets; Loan pricing; Information asymmetry;
    All these keywords.

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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