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Efficiency of Shadow Banks in India and Its Drivers

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  • Nandita Bhattacharjee
  • Ambika Prasad Pati

Abstract

With the growth of shadow banking (SB) across the globe, their importance as an inevitable segment of the financial system is already established. Therefore, along with banking institutions, the assessment of the efficiency of this segment has become imperative. This article tries to look into the aspects of their efficiency in the Indian context. With the data set of all the listed companies in the SB category for the past 10 years, the efficiency score is ascertained and the drivers of efficiency are identified. Data envelopment analysis and Malmquist Index are employed to ascertain the efficiency score and analyse the efficiency change, respectively. Tobit regression is employed to identify the drivers of efficiency. The findings reveal that many of the firms are operating at the efficiency frontier with the maximum score of 1, and few others are yet to achieve the same. The size of the institution, earning capacity and liquidity drive the efficiency further, whereas the quality of the assets drags it down. There is a need to improve the managerial efficiency for inefficient firms to achieve economies of scale and optimum efficiency. As size has emerged as an important driver, small SBs need to scale up their operation. Furthermore, there is a need to improve the quality of loan assets.

Suggested Citation

  • Nandita Bhattacharjee & Ambika Prasad Pati, 2025. "Efficiency of Shadow Banks in India and Its Drivers," Global Business Review, International Management Institute, vol. 26(5), pages 1307-1327, October.
    • Handle: RePEc:sae:globus:v:26:y:2025:i:5:p:1307-1327
    DOI: 10.1177/09721509211056473
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    1. Fadzlan Sufian, 2009. "Determinants of non-bank financial institutions' profitability: empirical evidence from Malaysia," Global Business and Economics Review, Inderscience Enterprises Ltd, vol. 11(2), pages 141-166.
    2. Servin, Roselia & Lensink, Robert & van den Berg, Marrit, 2012. "Ownership and technical efficiency of microfinance institutions: Empirical evidence from Latin America," Journal of Banking & Finance, Elsevier, vol. 36(7), pages 2136-2144.
    3. 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.
    4. Claudia Girardone & Philip Molyneux & Edward Gardener, 2004. "Analysing the determinants of bank efficiency: the case of Italian banks," Applied Economics, Taylor & Francis Journals, vol. 36(3), pages 215-227.
    5. SUFIAN, Fadzlan, 2007. "Total Factor Productivity Change in Non-Bank Financial Institutions: Evidence From Malaysia Applying a Malmquist Productivity Index (MPI)," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 7(1).
    6. Ali Ataullah & Hang Le, 2006. "Economic reforms and bank efficiency in developing countries: the case of the Indian banking industry," Applied Financial Economics, Taylor & Francis Journals, vol. 16(9), pages 653-663.
    7. Asif Khan & Alam Ahmad & Saba Shireen & David McMillan, 2021. "Ownership and performance of microfinance institutions: Empirical evidences from India," Cogent Economics & Finance, Taylor & Francis Journals, vol. 9(1), pages 1930653-193, January.
    8. A. P. Pati, 2017. "Credit Risk Stress Testing Practices in BRICS: Post-global Financial Crisis Scenario," Global Business Review, International Management Institute, vol. 18(4), pages 936-954, August.
    9. Chortareas, Georgios E. & Girardone, Claudia & Ventouri, Alexia, 2013. "Financial freedom and bank efficiency: Evidence from the European Union," Journal of Banking & Finance, Elsevier, vol. 37(4), pages 1223-1231.
    10. Fadzlan Sufian, 2007. "What Explains Differences in the Efficiency of Non-Commercial Bank Financial Intermediaries? Empirical Evidence from Malaysia," Asian Academy of Management Journal of Accounting and Finance (AAMJAF), Penerbit Universiti Sains Malaysia, vol. 3(1), pages 37-57.
    11. Mihir Dash & Shyam Lal Dev Pandey, 2016. "Efficiency Measurement for MFIs in India Using the Control-Efficiency Model," Journal of Applied Management and Investments, Department of Business Administration and Corporate Security, International Humanitarian University, vol. 5(3), pages 156-161, August.
    12. Holod, Dmytro & Lewis, Herbert F., 2011. "Resolving the deposit dilemma: A new DEA bank efficiency model," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2801-2810, November.
    13. Soltane Bassem, Ben, 2014. "Total factor productivity change of MENA microfinance institutions: A Malmquist productivity index approach," Economic Modelling, Elsevier, vol. 39(C), pages 182-189.
    14. Mamatzakis, Emmanuel & Matousek, Roman & Vu, Anh Nguyet, 2016. "What is the impact of bankrupt and restructured loans on Japanese bank efficiency?," Journal of Banking & Finance, Elsevier, vol. 72(S), pages 187-202.
    15. Sathye, Milind, 2003. "Efficiency of banks in a developing economy: The case of India," European Journal of Operational Research, Elsevier, vol. 148(3), pages 662-671, August.
    16. Avkiran, Necmi K., 2011. "Association of DEA super-efficiency estimates with financial ratios: Investigating the case for Chinese banks," Omega, Elsevier, vol. 39(3), pages 323-334, June.
    17. 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.
    18. 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).
    19. Eric Osei-Assibey & Joseph Kwadwo Asenso, 2015. "Regulatory capital and its effect on credit growth, non-performing loans and bank efficiency," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 7(4), pages 401-420, November.
    20. Nemanja Radić & Franco Fiordelisi & Claudia Girardone, 2012. "Efficiency and Risk-Taking in Pre-Crisis Investment Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 41(1), pages 81-101, April.
    21. Felisitas Defung & Ruhul Salim & Harry Bloch, 2016. "Has regulatory reform had any impact on bank efficiency in Indonesia? A two-stage analysis," Applied Economics, Taylor & Francis Journals, vol. 48(52), pages 5060-5074, November.
    22. Adnan Kasman & Oscar Carvallo, 2014. "Financial Stability, Competition and Efficiency in Latin American and Caribbean Banking," Journal of Applied Economics, Taylor & Francis Journals, vol. 17(2), pages 301-324, November.
    23. Sedunov, John, 2016. "What is the systemic risk exposure of financial institutions?," Journal of Financial Stability, Elsevier, vol. 24(C), pages 71-87.
    24. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    25. Liu, John S. & Lu, Louis Y.Y. & Lu, Wen-Min & Lin, Bruce J.Y., 2013. "A survey of DEA applications," Omega, Elsevier, vol. 41(5), pages 893-902.
    26. Ali Ataullah & Tony Cockerill & Hang Le, 2004. "Financial liberalization and bank efficiency: a comparative analysis of India and Pakistan," Applied Economics, Taylor & Francis Journals, vol. 36(17), pages 1915-1924.
    27. Eric Osei-Assibey & Joseph Kwadwo Asenso, 2015. "Regulatory capital and its effect on credit growth, non-performing loans and bank efficiency," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 7(4), pages 401-420, November.
    28. Tugba Eyceyurt Batir & David A. Volkman & Bener Gungor, 2017. "Determinants of bank efficiency in Turkey: Participation banks versus conventional banks," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 17(2), pages 86-96, June.
    29. Pankaj Dutta & Aayush Jain & Asish Gupta, 2020. "Performance analysis of non-banking finance companies using two-stage data envelopment analysis," Annals of Operations Research, Springer, vol. 295(1), pages 91-116, December.
    30. Acharya, Viral V. & Khandwala, Hemal & Sabri Öncü, T., 2013. "The growth of a shadow banking system in emerging markets: Evidence from India," Journal of International Money and Finance, Elsevier, vol. 39(C), pages 207-230.
    31. Mamiza Haq & Michael Skully & Shams Pathan, 2010. "Efficiency of Microfinance Institutions: A Data Envelopment Analysis," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 17(1), pages 63-97, March.
    32. Quaranta, Anna Grazia & Raffoni, Anna & Visani, Franco, 2018. "A multidimensional approach to measuring bank branch efficiency," European Journal of Operational Research, Elsevier, vol. 266(2), pages 746-760.
    33. Fujii, Hidemichi & Managi, Shunsuke & Matousek, Roman, 2014. "Indian bank efficiency and productivity changes with undesirable outputs: A disaggregated approach," Journal of Banking & Finance, Elsevier, vol. 38(C), pages 41-50.
    34. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    35. Yiwei Fang & Iftekhar Hasan & Katherin Marton, 2011. "Bank efficiency in South‐Eastern Europe," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 19(3), pages 495-520, July.
    36. Fang, Jianchun & Lau, Chi-Keung Marco & Lu, Zhou & Tan, Yong & Zhang, Hua, 2019. "Bank performance in China: A Perspective from Bank efficiency, risk-taking and market competition," Pacific-Basin Finance Journal, Elsevier, vol. 56(C), pages 290-309.
    37. Adnan Kasman & Oscar Carvallo, 2014. "Financial stability, competition and efficiency in Latin American and Caribbean banking," Journal of Applied Economics, Universidad del CEMA, vol. 17, pages 301-324, November.
    38. Sun, Lei & Chang, Tzu-Pu, 2011. "A comprehensive analysis of the effects of risk measures on bank efficiency: Evidence from emerging Asian countries," Journal of Banking & Finance, Elsevier, vol. 35(7), pages 1727-1735, July.
    39. Syed Moudud-Ul-Huq, 2019. "Banks’ capital buffers, risk, and efficiency in emerging economies: are they counter-cyclical?," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 9(4), pages 467-492, December.
    40. Subhash C. Ray & Lei Chen, 2015. "Data Envelopment Analysis for Performance Evaluation: A Child’s Guide," Springer Books, in: Subhash C. Ray & Subal C. Kumbhakar & Pami Dua (ed.), Benchmarking for Performance Evaluation, edition 127, chapter 0, pages 75-116, Springer.
    41. Antonio Trujillo-Ponce, 2013. "What determines the profitability of banks? Evidence from Spain," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 53(2), pages 561-586, June.
    42. Mansour, Rana & El Moussawi, Chawki, 2020. "Efficiency, technical progress and productivity of Arab banks: A non-parametric approach," The Quarterly Review of Economics and Finance, Elsevier, vol. 75(C), pages 191-208.
    43. K. Hafsal & Anandarao Suvvari & S. Raja Sethu Durai, 2020. "Efficiency of Indian banks with non-performing assets: evidence from two-stage network DEA," Future Business Journal, Springer, vol. 6(1), pages 1-9, December.
    44. Asif Khan & Rachita Gulati, 2019. "Assessment of efficiency and ranking of microfinance institutions in India: a two-stage bootstrap DEA analysis," International Journal of Business Forecasting and Marketing Intelligence, Inderscience Enterprises Ltd, vol. 5(1), pages 23-55.
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