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Essential Information Sharing Thresholds for Reducing Market Power in Financial Access: A Study of the African Banking Industry

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  • Simplice A. Asongu

    (Yaoundé/Cameroon)

  • Sara le Roux

    (Oxford, UK.)

  • Vanessa S. Tchamyou

    (Yaoundé, Cameroon)

Abstract

This study investigates the role of information sharing offices (public credit registries and private credit bureaus) in reducing market power for financial access in the African banking industry. The empirical evidence is based on a panel of 162 banks from 42 countries for the period 2001-2011. Three simultaneity-robust empirical strategies are employed, namely: (i) Two Stage Least Squares with Fixed Effects in order to account for simultaneity and the observed heterogeneity; (ii) Generalised Method of Moments (GMM) to control for simultaneity and time-invariant omitted variables and (iii) Instrumental Variable Quantile regressions to account for simultaneity and initial levels of financial access. In order to ensure that information sharing offices influence market power for loan price (quantity) to decrease (increase), public credit registries should have between 3.156% and 3.3% coverage, while private credit bureaus should have between 1.443 and 18.4% coverage. The established thresholds are cut-off points at which information sharing offices completely neutralise the negative effect of market power on financial access. The thresholds are contingent on the dimension (loan price versus loan quantity) and distribution (conditional mean versus conditional distribution) of financial access.

Suggested Citation

  • Simplice A. Asongu & Sara le Roux & Vanessa S. Tchamyou, 2016. "Essential Information Sharing Thresholds for Reducing Market Power in Financial Access: A Study of the African Banking Industry," Research Africa Network Working Papers 16/036, Research Africa Network (RAN).
  • Handle: RePEc:abh:wpaper:16/036
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    1. Pagano, Marco & Jappelli, Tullio, 1993. "Information Sharing in Credit Markets," Journal of Finance, American Finance Association, vol. 48(5), pages 1693-1718, December.
    2. Oliver Hart & John Moore, 1994. "A Theory of Debt Based on the Inalienability of Human Capital," The Quarterly Journal of Economics, Oxford University Press, vol. 109(4), pages 841-879.
    3. Dwight M. Jaffee & Thomas Russell, 1976. "Imperfect Information, Uncertainty, and Credit Rationing," The Quarterly Journal of Economics, Oxford University Press, vol. 90(4), pages 651-666.
    4. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2016. "The Mobile Phone in the Diffusion of Knowledge for Institutional Quality in Sub-Saharan Africa," World Development, Elsevier, vol. 86(C), pages 133-147.
    5. Vanessa S. Tchamyou & Simplice A. Asongu, 2017. "Information Sharing and Financial Sector Development in Africa," Journal of African Business, Taylor & Francis Journals, vol. 18(1), pages 24-49, January.
    6. Mester, Loretta J., 1992. "Traditional and nontraditional banking: An information-theoretic approach," Journal of Banking & Finance, Elsevier, vol. 16(3), pages 545-566, June.
    7. Lars-Hendrik Roller & Leonard Waverman, 2001. "Telecommunications Infrastructure and Economic Development: A Simultaneous Approach," American Economic Review, American Economic Association, vol. 91(4), pages 909-923, September.
    8. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    9. Simplice Asongu & Sara le Roux & Jacinta Nwachukwu & Chris Pyke, 2019. "Reducing information asymmetry with ICT: A critical review of loan price and quantity effects in Africa," International Journal of Managerial Finance, Emerald Group Publishing, vol. 15(2), pages 130-163, April.
    10. Love, Inessa & Zicchino, Lea, 2006. "Financial development and dynamic investment behavior: Evidence from panel VAR," The Quarterly Review of Economics and Finance, Elsevier, vol. 46(2), pages 190-210, May.
    11. Jappelli, Tullio & Pagano, Marco, 2002. "Information sharing, lending and defaults: Cross-country evidence," Journal of Banking & Finance, Elsevier, vol. 26(10), pages 2017-2045, October.
    12. Michael Enowbi-Batuo & Mlambo Kupukile, 2010. "How can economic and political liberalisation improve financial development in African countries?," Journal of Financial Economic Policy, Emerald Group Publishing, vol. 2(1), pages 35-59, April.
    13. Mr. Magnus Saxegaard, 2006. "Excess Liquidity and Effectiveness of Monetary Policy: Evidence from Sub-Saharan Africa," IMF Working Papers 2006/115, International Monetary Fund.
    14. Boateng, Agyenim & Asongu, Simplice & Akamavi, Raphael & Tchamyou, Vanessa, 2018. "Information asymmetry and market power in the African banking industry," Journal of Multinational Financial Management, Elsevier, vol. 44(C), pages 69-83.
    15. 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.
    16. Koenker,Roger, 2005. "Quantile Regression," Cambridge Books, Cambridge University Press, number 9780521845731, January.
    17. Mr. Calixte Ahokpossi, 2013. "Determinants of Bank Interest Margins in Sub-Saharan Africa," IMF Working Papers 2013/034, International Monetary Fund.
    18. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    19. David Kelsey & Sara le Roux, 2018. "Strategic ambiguity and decision-making: an experimental study," Theory and Decision, Springer, vol. 84(3), pages 387-404, May.
    20. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    21. Simplice A. Asongu & Jacinta C. Nwachukwu, 2016. "Foreign aid and governance in Africa," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(1), pages 69-88, January.
    22. Sameh Charfeddine Karray & Jamel eddine Chichti, 2013. "Bank Size and Efficiency in Developing Countries: Intermediation Approach versus Value Added Approach and Impact of Non-Traditional Activities," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 3(5), pages 593-613, May.
    23. Simplice A. Asongu, 2014. "Correcting Inflation with Financial Dynamic Fundamentals: Which Adjustments Matter in Africa?," Journal of African Business, Taylor & Francis Journals, vol. 15(1), pages 64-73, April.
    24. Badi H. Baltagi, 2008. "Forecasting with panel data," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 27(2), pages 153-173.
    25. Noulas, Athanasios G & Ray, Subhash C & Miller, Stephen M, 1990. "Returns to Scale and Input Substitution for Large U.S. Banks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 22(1), pages 94-108, February.
    26. Simplice A Asongu & Lieven De Moor, 2017. "Financial Globalisation Dynamic Thresholds for Financial Development: Evidence from Africa," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 29(1), pages 192-212, January.
    27. Philippe Aghion & Patrick Bolton, 1992. "An Incomplete Contracts Approach to Financial Contracting," Review of Economic Studies, Oxford University Press, vol. 59(3), pages 473-494.
    28. Brown, Martin & Zehnder, Christian, 2010. "The emergence of information sharing in credit markets," Journal of Financial Intermediation, Elsevier, vol. 19(2), pages 255-278, April.
    29. Djankov, Simeon & McLiesh, Caralee & Shleifer, Andrei, 2007. "Private credit in 129 countries," Journal of Financial Economics, Elsevier, vol. 84(2), pages 299-329, May.
    30. Beck, Thorsten & Demirguc-Kunt, Asli & Levine, Ross, 2003. "Law and finance: why does legal origin matter?," Journal of Comparative Economics, Elsevier, vol. 31(4), pages 653-675, December.
    31. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    32. Billger, Sherrilyn M. & Goel, Rajeev K., 2009. "Do existing corruption levels matter in controlling corruption?: Cross-country quantile regression estimates," Journal of Development Economics, Elsevier, vol. 90(2), pages 299-305, November.
    33. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    34. Berger, Allen N. & Hanweck, Gerald A. & Humphrey, David B., 1987. "Competitive viability in banking : Scale, scope, and product mix economies," Journal of Monetary Economics, Elsevier, vol. 20(3), pages 501-520, December.
    35. Okada, Keisuke & Samreth, Sovannroeun, 2012. "The effect of foreign aid on corruption: A quantile regression approach," Economics Letters, Elsevier, vol. 115(2), pages 240-243.
    36. Townsend, Robert M., 1979. "Optimal contracts and competitive markets with costly state verification," Journal of Economic Theory, Elsevier, vol. 21(2), pages 265-293, October.
    37. David Kelsey & Sara Le Roux, 2017. "Dragon Slaying with Ambiguity: Theory and Experiments," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 19(1), pages 178-197, February.
    38. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Oxford University Press, vol. 58(2), pages 277-297.
    39. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    40. Turk Ariss, Rima, 2010. "On the implications of market power in banking: Evidence from developing countries," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 765-775, April.
    41. Mitchell, Karlyn & Onvural, Nur M, 1996. "Economies of Scale and Scope at Large Commercial Banks: Evidence from the Fourier Flexible Functional Form," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(2), pages 178-199, May.
    42. Barth, James R. & Lin, Chen & Lin, Ping & Song, Frank M., 2009. "Corruption in bank lending to firms: Cross-country micro evidence on the beneficial role of competition and information sharing," Journal of Financial Economics, Elsevier, vol. 91(3), pages 361-388, March.
    43. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    44. Lin, Chen & Ma, Yue & Malatesta, Paul & Xuan, Yuhai, 2011. "Ownership structure and the cost of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 100(1), pages 1-23, April.
    45. Neven, Damien & Roller, Lars-Hendrik, 1999. "An aggregate structural model of competition in the European banking industry," International Journal of Industrial Organization, Elsevier, vol. 17(7), pages 1059-1074, October.
    46. Thouraya Triki & Ousman Gajigo, 2014. "Credit Bureaus and Registration and Access to Finance: New Evidence from 42 African Countries," Journal of African Development, African Finance and Economic Association (AFEA), vol. 16(2), pages 73-101.
    47. Richard T. Carson & Yixiao Sun, 2007. "The Tobit model with a non-zero threshold," Econometrics Journal, Royal Economic Society, vol. 10(3), pages 488-502, November.
    48. Maudos, Joaquin & de Guevara, Juan Fernandez, 2007. "The cost of market power in banking: Social welfare loss vs. cost inefficiency," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2103-2125, July.
    49. Clark, Jeffrey A, 1996. "Economic Cost, Scale Efficiency, and Competitive Viability in Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(3), pages 342-364, August.
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    More about this item

    Keywords

    Financial access; Market power; Information sharing;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G29 - Financial Economics - - Financial Institutions and Services - - - Other
    • L96 - Industrial Organization - - Industry Studies: Transportation and Utilities - - - Telecommunications
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa

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