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Determinants of nonperforming loans after recapitalization in the Nigerian banking industry: Does efficiency matter?

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  • Segun Thompson Bolarinwa
  • Olawale Akinyele
  • Xuan Vinh Vo

Abstract

We examine the intertemporal relationship between nonperforming loans, efficiency and bank recapitalization in the Nigerian banking industry between 2011 and 2018. Using system generalized method of moments (SGMM) and stochastic frontier analysis (SFA), we document the importance of bank efficiency for addressing escalating nonperforming loans in the industry after recapitalization policies and the channels pass‐through between efficiency and the nonperforming loans‐recapitalization nexus. Our results validate the roles of firm‐level and macroeconomic variables: bank size, efficiency, profitability, capitalization, economic growth, inflation, and money supply for addressing nonperforming loans. Also, efficiency passes through recapitalization and bank size to address nonperforming loans. We recommend prudential policies for managerial and profit efficiency and lend supports for CBN's new round of recapitalization policy to address escalating nonperforming loans in the industry.

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  • Segun Thompson Bolarinwa & Olawale Akinyele & Xuan Vinh Vo, 2021. "Determinants of nonperforming loans after recapitalization in the Nigerian banking industry: Does efficiency matter?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(6), pages 1509-1524, September.
  • Handle: RePEc:wly:mgtdec:v:42:y:2021:i:6:p:1509-1524
    DOI: 10.1002/mde.3323
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    as
    1. Matiur Rahman & Muhammad Mustafa & Lonnie Turpin, 2018. "Determining illicit financial outflows from sixty developing countries," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 11(1), pages 62-81, October.
    2. Vuslat Us, 2017. "A dynamic approach to analysing the effect of the global crisis on nonperforming loans: evidence from the Turkish banking sector," Applied Economics Letters, Taylor & Francis Journals, vol. 24(3), pages 186-192, February.
    3. Jacob A. Bikker & Haixia Hu, 2002. "Cyclical patterns in profits, provisioning and lending of banks and procyclicality of the new Basel capital requirements," Banca Nazionale del Lavoro Quarterly Review, Banca Nazionale del Lavoro, vol. 55(221), pages 143-175.
    4. 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.
    5. 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.
    6. Narman Kuzucu & Serpil Kuzucu, 2019. "What Drives Non-Performing Loans? Evidence from Emerging and Advanced Economies during Pre- and Post-Global Financial Crisis," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(8), pages 1694-1708, June.
    7. Laivi Laidroo & Kadri Männasoo, 2014. "Perils of excessive credit growth: evidence from 11 new EU member states," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 14(1-2), pages 17-34.
    8. repec:zbw:bofrdp:2004_018 is not listed on IDEAS
    9. Fiordelisi, Franco & Marques-Ibanez, David & Molyneux, Phil, 2011. "Efficiency and risk in European banking," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1315-1326, May.
    10. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    11. Saeed, Momna & Izzeldin, Marwan & Hassan, M. Kabir & Pappas, Vasileios, 2020. "The inter-temporal relationship between risk, capital and efficiency: The case of Islamic and conventional banks," Pacific-Basin Finance Journal, Elsevier, vol. 62(C).
    12. Atoi, Ngozi Victor, 2018. "Non-performing Loan and its Effects on Banking Stability: Evidence from National and International Licensed Banks in Nigeria," MPRA Paper 99709, University Library of Munich, Germany.
    13. David C. Wheelock & Paul W. Wilson, 1995. "Evaluating the efficiency of commercial banks: does our view of what banks do matter?," Review, Federal Reserve Bank of St. Louis, issue Jul, pages 39-52.
    14. Usman Bashir & Yugang Yu & Muntazir Hussain & Xiao Wang & Ahmed Ali, 2017. "Do banking system transparency and competition affect nonperforming loans in the Chinese banking sector?," Applied Economics Letters, Taylor & Francis Journals, vol. 24(21), pages 1519-1525, December.
    15. 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.
    16. Tan, Yong & Floros, Christos, 2013. "Risk, capital and efficiency in Chinese banking," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 378-393.
    17. Ioan TRENCA & Annamaria BENYOVSZKI, 2008. "Credit risk, a macroeconomic model application for Romania," Finante - provocarile viitorului (Finance - Challenges of the Future), University of Craiova, Faculty of Economics and Business Administration, vol. 1(7), pages 118-126, May.
    18. Segun Thompson Bolarinwa & Abiodun Adewale Adegboye, 2020. "Re-examining the determinants of capital structure in Nigeria," Journal of Economic and Administrative Sciences, Emerald Group Publishing Limited, vol. 37(1), pages 26-60, July.
    19. 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.
    20. Louzis, Dimitrios P. & Vouldis, Angelos T. & Metaxas, Vasilios L., 2012. "Macroeconomic and bank-specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1012-1027.
    21. Chih-Ching Yang, 2017. "Reduction of non-performing loans in the banking industry: an application of data envelopment analysis," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 18(5), pages 833-851, September.
    22. Michael R. M. Abrigo & Inessa Love, 2016. "Estimation of panel vector autoregression in Stata," Stata Journal, StataCorp LP, vol. 16(3), pages 778-804, September.
    23. Segun Thompson Bolarinwa & Olufemi Bodunde Obembe & Clement Olaniyi, 2019. "Re-examining the determinants of bank profitability in Nigeria," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 46(3), pages 633-651, August.
    24. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    25. Kumbhakar, Subal C. & Parmeter, Christopher F. & Tsionas, Efthymios G., 2013. "A zero inefficiency stochastic frontier model," Journal of Econometrics, Elsevier, vol. 172(1), pages 66-76.
    26. Allen N. Berger & David B. Humphrey, 1992. "Measurement and Efficiency Issues in Commercial Banking," NBER Chapters, in: Output Measurement in the Service Sectors, pages 245-300, National Bureau of Economic Research, Inc.
    27. Rosenkranz, Peter & Lee, Junkyu, 2019. "Nonperforming Loans in Asia: Determinants and Macrofinancial Linkages," ADB Economics Working Paper Series 574, Asian Development Bank.
    28. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    29. Goddard, John & Liu, Hong & Molyneux, Philip & Wilson, John O.S., 2011. "The persistence of bank profit," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2881-2890, November.
    30. Alandejani, Maha & Asutay, Mehmet, 2017. "Nonperforming loans in the GCC banking sectors: Does the Islamic finance matter?," Research in International Business and Finance, Elsevier, vol. 42(C), pages 832-854.
    31. Chortareas, Georgios & Magkonis, Georgios & Zekente, Kalliopi-Maria, 2020. "Credit risk and the business cycle: What do we know?," International Review of Financial Analysis, Elsevier, vol. 67(C).
    32. Ahmet Faruk Aysan & Huseyin Ozturk & Ali Yavuz Polat & Burak Saltoğlu, 2016. "Macroeconomic Drivers of Loan Quality in Turkey," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 52(1), pages 98-109, January.
    33. Michael R.M. Abrigo & Inessa Love, 2016. "Estimation of Panel Vector Autoregression in Stata: a Package of Programs," Working Papers 201602, University of Hawaii at Manoa, Department of Economics.
    34. Nir Klein, 2013. "Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance," IMF Working Papers 2013/072, International Monetary Fund.
    35. Jordan Kjosevski & Mihail Petkovski, 2017. "Non-performing loans in Baltic States: determinants and macroeconomic effects," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 17(1), pages 25-44.
    36. Franklin Amuakwa-Mensah & George Marbuah & Dinah Ani-Asamoah Marbuah, 2017. "Re-examining the Determinants of Non-Performing Loans in Ghana’s Banking Industry: Role of the 2007–2009 Financial Crisis," Journal of African Business, Taylor & Francis Journals, vol. 18(3), pages 357-379, July.
    37. Florian Manz, 2019. "Determinants of non-performing loans: What do we know? A systematic review and avenues for future research," Management Review Quarterly, Springer, vol. 69(4), pages 351-389, November.
    38. Khémiri, Wafa & Noubbigh, Hédi, 2018. "Determinants of capital structure: Evidence from sub-Saharan African firms," The Quarterly Review of Economics and Finance, Elsevier, vol. 70(C), pages 150-159.
    39. Segun Thompson Bolarinwa & Richard Olaolu Olayeni & Xuan Vinh Vo, 2021. "Is there a nonlinear relationship between nonperforming loans and bank profitability? Evidence from dynamic panel threshold," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(3), pages 649-661, April.
    40. Xi Zhang & Dongmei Guo & Yi Xiao & Mingxi Wang, 2017. "Do Spatial Spillover Effects of Nonperforming Loans for Commercial Banks Exist? Evidence from Chinese Provinces," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(9), pages 2039-2051, September.
    41. Darren Pain, 2003. "The provisioning experience of the major UK banks: a small panel investigation," Bank of England working papers 177, Bank of England.
    42. Dietrich, Andreas & Wanzenried, Gabrielle, 2011. "Determinants of bank profitability before and during the crisis: Evidence from Switzerland," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(3), pages 307-327, July.
    43. Vuslat Us, 2018. "The Determinants of Nonperforming Loans Before and After the Crisis: Challenges and Policy Implications for Turkish Banks," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(7), pages 1608-1622, May.
    44. Căpraru Bogdan & Ihnatov Iulian, 2015. "Determinants Of Bank’s Profitability In EU15," Scientific Annals of Economics and Business, Sciendo, vol. 62(1), pages 93-101, April.
    45. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    46. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    47. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    48. Fries, Steven & Taci, Anita, 2005. "Cost efficiency of banks in transition: Evidence from 289 banks in 15 post-communist countries," Journal of Banking & Finance, Elsevier, vol. 29(1), pages 55-81, January.
    49. Chortareas, Georgios E. & Girardone, Claudia & Ventouri, Alexia, 2012. "Bank supervision, regulation, and efficiency: Evidence from the European Union," Journal of Financial Stability, Elsevier, vol. 8(4), pages 292-302.
    50. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
    51. Karl Lundvall & George Battese, 2000. "Firm size, age and efficiency: Evidence from Kenyan manufacturing firms," Journal of Development Studies, Taylor & Francis Journals, vol. 36(3), pages 146-163.
    52. Markus Arpa & Irene Giulini & Andreas Ittner & Franz Pauer, 2001. "The influence of macroeconomic developments on Austrian banks: implications for banking supervision," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 91-116, Bank for International Settlements.
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