Measuring technical efficiency associated with environmental investment: does market competition and risk matters in banking sector.

Supat Chupradit, Dai Yannan, Hafiz Waqas Kamran, Sadaf S Soudagar, Alaa Mohamd Shoukry, Jameel A Khader
Author Information
  1. Supat Chupradit: Chiang Mai University, Chiang Mai, 50200, Thailand. ORCID
  2. Dai Yannan: School of Business, Soochow University, No. 50, Donghuan Road, Suzhou City, Jiangsu Province, 215000, China.
  3. Hafiz Waqas Kamran: Department of Business Administration, Iqra University, Karachi, Pakistan. hafiz.waqas@iqra.edu.pk.
  4. Sadaf S Soudagar: College of Business Administration, King Saud University, Riyadh, Saudi Arabia.
  5. Alaa Mohamd Shoukry: Arriyadh Community College, King Saud University, Riyadh, Saudi Arabia.
  6. Jameel A Khader: College of Business Administration, King Saud University, Muzahimiyah, Saudi Arabia.

Abstract

This paper investigates the impact of several comprehensive risks such as credit risk, capital risk, liquidity risk, and insolvency risks on Pakistani banks' technical efficiency to assess the nexus between environmental investments with technical efficiency of banks. It also probes into the effect of competition among the Pakistani banks on technical efficiency. The data envelopment analysis (DEA) CCR and BCC models are used to estimate technical, purely technical, and scale efficiencies of the Pakistani banks. The Lerner index measures the banking competition. For estimation, the bootstrap truncated regression is used as an econometric technique. The robustness of results is cross-checked by using an alternative econometric technique (fractional logit regression) and an alternative competition measure (Boone indicator). The study revealed that capital risk has a positive impact on scale efficiency and insolvency risk has a negative impact on technical and pure technical efficiencies. Similarly, there is a positive significant relationship between technical efficiency and environmental investment. Furthermore, the competition has a significant negative effect on Pakistani banks' technical and pure technical efficiencies. The results suggest that the efficiency of the Pakistani banks is significantly affected by bank size, taxation, diversification, operational cost management, banking development, trade openness, and infrastructure development, which ultimately promotes environmental efficiency and protection. The comparative study indicates that the state-owned banks have higher technical, pure technical, and scale efficiencies than the private, foreign, and Islamic banks.

Keywords

References

  1. Ab-Rahim R, Md-Nor NG, Ramlee S, Ubaidillah NZ (2012) Determinants of cost efficiency in Malaysian banking. Int J Bus Soc 13(3)
  2. Abdeljawad I, Oweidat GAI, Saleh NM (2020) Audit committee versus other governance mechanisms and the effect of investment opportunities: evidence from Palestine. Corp Gov Int J Bus Soc 20(3):527–544. https://doi.org/10.1108/CG-06-2019-0185 [DOI: 10.1108/CG-06-2019-0185]
  3. Afza T, Yusuf MU (2012) The impact of mergers on efficiency of banks in Pakistan. Elixir International Journal: Finance Management 48:9158–9163
  4. Ağan Y, Kuzey C, Acar MF, Açıkgöz A (2016) The relationships between corporate social responsibility, environmental supplier development, and firm performance. J Clean Prod 112:1872–1881 [DOI: 10.1016/j.jclepro.2014.08.090]
  5. Aifuwa HO, Saidu MJA, Finance (2020) Audit committee attributes and timeliness of corporate financial reporting in Nigeria. 88(2):115-124
  6. Akhtar MH, Bokhari H, Director JJ (2005) X-efficiency analysis of commercial banks in Pakistan: a preliminary investigation. Eur J Sci Res 10(2):78–91
  7. Anh Tu C, Chien F, Hussein MA, Ramli MMY, Psi MM, M SS, Iqbal S, Bilal AR (2021) Estimating role of green financing on energy security, economic and environmental integration of BRI member countries. Singap Econ Rev. https://doi.org/10.1142/S0217590821500193
  8. Ansari MS (2006) An empirical investigation of cost efficiency in the banking sector of Pakistan: State Bank of Pakistan
  9. Ariss RT (2010) On the implications of market power in banking: evidence from developing countries. J Bank Financ 34(4):765–775 [DOI: 10.1016/j.jbankfin.2009.09.004]
  10. Athanasoglou PP, Brissimis SN, Delis MD (2008) Bank-specific, industry-specific and macroeconomic determinants of bank profitability. J Int Financ Mark Inst Money 18:121–136 [DOI: 10.1016/j.intfin.2006.07.001]
  11. Bashir A, Hassan A (2017) Interrelationship among basel capital regulation, risk, and efficiency in Pakistani commercial banks. Bus Econ Rev 9(2):165–186 [DOI: 10.22547/BER/9.2.7]
  12. Berger AN, Humphrey DB (1997) Efficiency of financial institutions: International survey and directions for future research. Eur J Oper Res 98(2):175–212 [DOI: 10.1016/S0377-2217(96)00342-6]
  13. Berger A, Klapper L, Turk-Ariss R (2009) Bank competition and financial stability. J Financ Serv Res 35(2):99–118 [DOI: 10.1007/s10693-008-0050-7]
  14. Boot A, Schmeits A (2005) The competitive challenge in banking. tAmsterdam Center for Law & Economics Working Paper(2005), 08
  15. Boussemart J-P, Leleu H, Shen Z, Vardanyan M, Zhu N (2019) Decomposing banking performance into economic and credit risk efficiencies. Eur J Oper Res 77(2):719–726 [DOI: 10.1016/j.ejor.2019.03.006]
  16. Brissimis SN, Delis MD, Papanikolaou NI (2008) Exploring the nexus between banking sector reform and performance: evidence from newly acceded EU countries. J Bank Financ 32(12):2674–2683 [DOI: 10.1016/j.jbankfin.2008.07.002]
  17. Campbell DT, Stanley JC (2015) Experimental and quasi-experimental designs for research: Ravenio Books
  18. Casu B, Girardone C (2009) Testing the relationship between competition and efficiency in banking: a panel data analysis. Econ Lett 105(1):134–137 [DOI: 10.1016/j.econlet.2009.06.018]
  19. Cavallo L, Rossi SP (2002) Do environmental variables affect the performance and technical efficiency of the European banking systems? A parametric analysis using the stochastic frontier approach. Eur J Financ 8(1):123–146 [DOI: 10.1080/13518470110076277]
  20. Charnes A, Cooper WW, Lewin AY, Seiford LM (2013). Data envelopment analysis: theory, methodology, and applications: Springer Science & Business Media
  21. Chen Y-K, Shen C-H, Kao L, Yeh C-Y (2018) Bank liquidity risk and performance. Rev Pac Basin Financ Mark Policies 21(01):1850007 [DOI: 10.1142/S0219091518500078]
  22. Chien F, Wang CN, Nguyen VT, Chau KY (2020) An evaluation model of quantitative and qualitative fuzzy multi-criteria decision-making approach for hydroelectric plant location selection. Energies 13(11):1–14 [DOI: 10.3390/en13112783]
  23. Chien F, Anwar A, Hsu CC, Sharif A, Razzaq A, Sinha A (2021a) The role of information and communication technology in encountering environmental degradation: proposing an SDG framework for the BRICS countries. Technol Soc 65:101587. https://doi.org/10.1016/j.techsoc.2021.101587 [DOI: 10.1016/j.techsoc.2021.101587]
  24. Chien F, Kamran HW, Albashar G, Iqbal W (2021b) Dynamic planning, conversion, and management strategy of different renewable energy sources: a sustainable solution for severe energy crises in emerging economies. Int J Hydrog Energy 46(11):7745–7758 [DOI: 10.1016/j.ijhydene.2020.12.004]
  25. Chien F, Chau KY, Ady SU, Zhang YQ, Tran QH, Aldeehani TM (2021c) Does the combining effects of energy and consideration of financial development lead to environmental burden: social perspective of energy finance? Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-13423-6
  26. Chien F, Sadiq M, Kamran HW, Nawaz MA, Hussain MS, Raza M (2021d) Co-movement of energy prices and stock market return: environmental wavelet nexus of COVID-19 pandemic from the USA, Europe, and China. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-12938-2
  27. Chien F, Pantamee AA, Hussain MS, Chupradit S, Nawaz MA, Mohsin M (2021e) Nexus between financial innovation and bankruptcy: evidence from information, communication and technology (ICT) sector. The Singapore Economic Review:1–22
  28. Diamond DW (1984) Financial intermediation and delegated monitoring. Rev Econ Stud 51(3):393–414 [DOI: 10.2307/2297430]
  29. Dietrich A, Wanzenried G (2011) Determinants of bank profitability before and during the crisis: evidence from Switzerland. J Int Financ Mark Inst Money 21(3):307–327 [DOI: 10.1016/j.intfin.2010.11.002]
  30. Dietsch M, Lozano-Vivas A (2000) How the environment determines banking efficiency: A comparison between French and Spanish industries. J Bank Financ 24(6):985–1004 [DOI: 10.1016/S0378-4266(99)00115-6]
  31. Dong Y, Girardone C, Kuo J-M (2017) Governance, efficiency and risk taking in Chinese banking. Br Account Rev 49(2):211–229 [DOI: 10.1016/j.bar.2016.08.001]
  32. Dowell G, Hart S, Yeung B (2000) Do corporate global environmental standards create or destroy market value? Manage Sci 46(8):1059–1074 [DOI: 10.1287/mnsc.46.8.1059.12030]
  33. Erdogdu E (2011) The impact of power market reforms on electricity price-cost margins and cross-subsidy levels: A cross country panel data analysis. Energy Policy 39(3):1080–1092
  34. Filippini M, Wetzel H (2014) The impact of ownership unbundling on cost efficiency: Empirical evidence from the New Zealand electricity distribution sector. Energy Econ 45:412–418 [DOI: 10.1016/j.eneco.2014.08.002]
  35. Fiordelisi F, Marques-Ibanez D, Molyneux P (2011) Efficiency and risk in European banking. J Bank Financ 35(5):1315–1326 [DOI: 10.1016/j.jbankfin.2010.10.005]
  36. Guang F (2020) Electrical energy efficiency of China and its influencing factors. Environ Sci Pollut Res 27(26):32829–32841. https://doi.org/10.1007/s11356-020-09486-6
  37. Hasan I, Marton K (2003) Development and efficiency of the banking sector in a transitional economy: Hungarian experience. J Bank Financ 27(12):2249–2271 [DOI: 10.1016/S0378-4266(02)00328-X]
  38. Huang SZ, Chau KY, Chien F, Shen H (2020) The impact of startups’ dual learning on their green innovation capability: the effects of business executives’ environmental awareness and environmental regulations. Sustainability 12(16):1–17 [DOI: 10.3390/su12166526]
  39. Jalil A, Feridun M (2011) Impact of financial development on economic growth: empirical evidence from Pakistan. J Asia Pac Econ 16(1):71–80 [DOI: 10.1080/13547860.2011.539403]
  40. Johnson O (2016) Promoting green industrial development through local content requirements: India’s National Solar Mission. Clim Policy 16(2):178–195
  41. Khan IU, Ali S, Khan HN (2018) Market concentration, risk-taking, and efficiency of commercial banks in Pakistan: an application of the two-stage double bootstrap DEA. Bus Econ Rev 10(2):65–95 [DOI: 10.22547/BER/10.2.4]
  42. Konara P, Tan Y, Johnes J (2019) FDI and heterogeneity in bank efficiency: evidence from emerging markets. Res Int Bus Financ 49:100–113 [DOI: 10.1016/j.ribaf.2019.02.008]
  43. Kosmidou K (2008) The determinants of banks' profits in Greece during the period of EU financial integration. Manag Financ 34(3):146–159
  44. Kosmidou K, Pasiouras F, Doumpos M, Zopounidis C (2006) Assessing performance factors in the UK banking sector: a multicriteria methodology. CEJOR 14(1):25–44 [DOI: 10.1007/s10100-006-0158-5]
  45. Liu H, Wilson JO (2010) The profitability of banks in Japan. Appl Financ Econ 20(24):1851–1866 [DOI: 10.1080/09603107.2010.526577]
  46. Maghyereh AI, Awartani B (2014) The effect of market structure, regulation, and risk on banks efficiency. J Econ Stud 41(3):405–430. https://doi.org/10.1108/JES-05-2012-0067 [DOI: 10.1108/JES-05-2012-0067]
  47. Mahmoudabadi MZ, Emrouznejad A (2019) Comprehensive performance evaluation of banking branches: A three-stage slacks-based measure (SBM) data envelopment analysis. Int Rev Econ Finance 64:359-376
  48. Mansour R, El Moussawi C (2020) Efficiency, technical progress and productivity of Arab banks: a non-parametric approach. Q Rev Econ Finance 75:191–208 [DOI: 10.1016/j.qref.2019.02.002]
  49. Menicucci E, Paolucci G (2016) The determinants of bank profitability: empirical evidence from European banking sector. Journal of Financial Reporting and Accounting 14(1):86–115 [DOI: 10.1108/JFRA-05-2015-0060]
  50. Mohsin M, Kamran HW, Nawaz MA, Hussain MS, Dahri AS (2021) Assessing the impact of transition from nonrenewable to renewable energy consumption on economic growth-environmental nexus from developing Asian economies. J Environ Manag 284:111999 [DOI: 10.1016/j.jenvman.2021.111999]
  51. Mosko A, Bozdo A (2016) Modeling the relationship between bank efficiency, capital and risk in Albanian banking system. Procedia Economics and Finance 39:319–327 [DOI: 10.1016/S2212-5671(16)30330-6]
  52. Naceur SB (2003) The determinants of the Tunisian banking industry profitability: panel evidence. Universite Libre de Tunis working papers, 1-17
  53. Nawaz MA, Hussain MS, Kamran HW, Ehsanullah S, Maheen R, Shair F (2020) Trilemma association of energy consumption, carbon emission, and economic growth of BRICS and OECD regions: quantile regression estimation. Environ Sci Pollut Res 28:16014–16028. https://doi.org/10.1007/s11356-020-11823-8 [DOI: 10.1007/s11356-020-11823-8]
  54. Nawaz MA, Seshadri U, Kumar P, Aqdas R, Patwary AK, Riaz M (2021) Nexus between green finance and climate change mitigation in N-11 and BRICS countries: empirical estimation through difference in differences (DID) approach. Environ Sci Pollut Res 28(6):6504–6519 [DOI: 10.1007/s11356-020-10920-y]
  55. Nguyen CH, Ngo QT, Pham MD, Nguyen AT, Huynh NC (2021) Economic linkages, technology transfers, and firm heterogeneity: the case of manufacturing firms in the Southern Key Economic Zone of Vietnam. Cuad Econ 44(124):1–25
  56. Nizam E, Ng A, Dewandaru G, Nagayev R, Nkoba MA (2019) The impact of social and environmental sustainability on financial performance: A global analysis of the banking sector. J Multinatl Financial Manag 49:35–53. https://doi.org/10.1016/j.mulfin.2019.01.002 [DOI: 10.1016/j.mulfin.2019.01.002]
  57. Noman AHM, Gee CS, Isa CR (2017) Does competition improve financial stability of the banking sector in ASEAN countries? An empirical analysis. PLoS One 12(5):e0176546 [DOI: 10.1371/journal.pone.0176546]
  58. Okoro OI, Govender P, Chikuni E (2007) Power sector reforms in Nigeria: Opportunities and challenges. J Energy South Afr. 18. https://doi.org/10.17159/2413-3051/2007/v18i3a3386
  59. Öncü S, Aktaş R (2007) Productivity change in Turkish banking sector restructuring period, Celal Bayar University. Journal of Yönetim ve Ekonomi 14:247–266
  60. Othman Z, Nordin MFF, Sadiq M (2020) GST fraud prevention to ensure business sustainability: a Malaysian case study. J Asia Bus Econ Stud 27(3):245–265 [DOI: 10.1108/JABES-11-2019-0113]
  61. Pei Y, Zhu Y, Liu S, Wang X, Cao J (2019) Environmental regulation and carbon emission: the mediation effect of technical efficiency. J Clean Prod 236:117599 [DOI: 10.1016/j.jclepro.2019.07.074]
  62. Peng J, Xiao J, Wen L, Zhang L (2019) Energy industry investment influences total factor productivity of energy exploitation: a biased technical change analysis. J Clean Prod 237:117847 [DOI: 10.1016/j.jclepro.2019.117847]
  63. Petersen MA, Rajan RG (1995) The effect of credit market competition on lending relationships. Q J Econ 110(2):407–443 [DOI: 10.2307/2118445]
  64. Rafiq S, Salim R, Nielsen I (2016) Urbanization, openness, emissions, and energy intensity: a study of increasingly urbanized emerging economies. Energy Econ 56:20–28 [DOI: 10.1016/j.eneco.2016.02.007]
  65. Río-Pérez J, Sádaba-Chalezquer C, Bringué X (2010) Menores y redes¿ sociales?: de la amistad al cyberbullying
  66. Sadiq M, Othman Z (2017) Earnings manipulations in politically influenced firms. Corp Ownersh Control 15(1):65–71 [DOI: 10.22495/cocv15i1art6]
  67. Sadiq M, Mohamad S, Kwong WCG (2019) Do CEO Incentives mediate the relationship between political influences and financial reporting quality? Int J Asian Soc Sci 9(3):276–284 [DOI: 10.18488/journal.1.2019.93.276.284]
  68. Sadiq M, Singh J, Raza M, Mohamad S (2020) The Impact of environmental, social and governance index on firm value: evidence from Malaysia. Int J Energy Econ Policy 10(5):555–562 [DOI: 10.32479/ijeep.10217]
  69. Saeed MB (2020) Corporate Governance and Accounting Conservatism: Empirical Evidence from Emerging Markets of South Asia. Capital University, https://cust.edu.pk/static/uploads/2020/06/PhD-Mngt-Sc-Thesis-M.-Bilal-Saeed.pdf
  70. Salehi M, Daemi A, Akbari F (2020) The effect of managerial ability on product market competition and corporate investment decisions. J Islam Account Bus Res 11(1):49–69. https://doi.org/10.1108/JIABR-10-2016-0113 [DOI: 10.1108/JIABR-10-2016-0113]
  71. Schaeck K, Čihák M (2008) How does competition affect efficiency and soundness in banking? New empirical evidence
  72. Shair F, Sun N, Shaorong S, Atta F, Hussain M (2019) Impacts of risk and competition on the profitability of banks: empirical evidence from Pakistan. PLoS One 14(11):e0224378 [DOI: 10.1371/journal.pone.0224378]
  73. Shair F, Shaorong S, Kamran HW, Hussain MS, Nawaz MA, Nguyen VC (2021) Assessing the efficiency and total factor productivity growth of the banking industry: do environmental concerns matters? Environ Sci Pollut Res 28:20822–20838. https://doi.org/10.1007/s11356-020-11938-y [DOI: 10.1007/s11356-020-11938-y]
  74. Simar L, Wilson PW (2007) Estimation and inference in two-stage, semi-parametric models of production processes. J Econ 136(1):31–64 [DOI: 10.1016/j.jeconom.2005.07.009]
  75. Staikouras C, Wood G (2004) The determinants of European bank profitability. International Business and Economics Research Journal 3:57–68
  76. Sun H, Awan RU, Nawaz MA, Mohsin M, Rasheed AK, Iqbal N (2020) Assessing the socio-economic viability of solar commercialization and electrification in south Asian countries. Environ Dev Sustain. https://doi.org/10.1007/s10668-020-01038-9
  77. Talha M, Sohail M, Tariq R, Ahmad MT (2021) Impact of oil prices, energy consumption and economic growth on the inflation rate in Malaysia. Cuad Econ 44(124):26–32
  78. Tamazian A, Chousa JP, Vadlamannati KC (2009) Does higher economic and financial development lead to environmental degradation: evidence from BRIC countries. Energy Policy 37(1):246–253 [DOI: 10.1016/j.enpol.2008.08.025]
  79. Tan Y (2016) The impacts of risk and competition on bank profitability in China. J Int Financ Mark Inst Money 40:85–110 [DOI: 10.1016/j.intfin.2015.09.003]
  80. Tan Y, Anchor J (2017) The impacts of risk-taking behaviour and competition on technical efficiency: evidence from the Chinese banking industry. Res Int Bus Financ 41:90–104 [DOI: 10.1016/j.ribaf.2017.04.026]
  81. Usman M, Wang Z, Mahmood F, Shahid H (2010) Scale efficiency in banking sector of Pakistan. Int J Bus Manag 5(4):104 [DOI: 10.5539/ijbm.v5n4p104]
  82. Wanke P, Tsionas MG, Chen Z, Moreira Antunes JJ (2020) Dynamic network DEA and SFA models for accounting and financial indicators with an analysis of super-efficiency in stochastic frontiers: An efficiency comparison in OECD banking. Int Rev Econ Finance 69:456–468. https://doi.org/10.1016/j.iref.2020.06.002 [DOI: 10.1016/j.iref.2020.06.002]
  83. Weill L (2004) Measuring cost efficiency in European banking: a comparison of frontier techniques. J Prod Anal 21(2):133–152 [DOI: 10.1023/B]
  84. Williams J (2004) Determining management behaviour in European banking. J Bank Financ 28(10):2427–2460 [DOI: 10.1016/j.jbankfin.2003.09.010]
  85. Williams J (2012) Efficiency and market power in Latin American banking. J Financ Stab 8(4):263–276 [DOI: 10.1016/j.jfs.2012.05.001]
  86. Yousaf I (2020) Mean and Volatility Spillover between the Stock, Gold and Oil Markets during US Financial Crisis and Chinese Stock Market Crash. Capital University
  87. Zarutskie R (2013) Competition, financial innovation and commercial bank loan portfolios. J Financ Intermed 22(3):373–396 [DOI: 10.1016/j.jfi.2013.02.001]

Grants

  1. . RG-1435-075/Deanship of Scientific Research, King Saud University

MeSH Term

Efficiency
Investments

Word Cloud

Created with Highcharts 10.0.0technicalefficiencyriskbanksPakistanicompetitionenvironmentalefficienciesimpactscalebankingpureriskscapitalinsolvencybanks'effectenvelopmentanalysisusedregressioneconometrictechniqueresultsalternativestudypositivenegativesignificantinvestmentdevelopmentpaperinvestigatesseveralcomprehensivecreditliquidityassessnexusinvestmentsalsoprobesamongdataDEACCRBCCmodelsestimatepurelyLernerindexmeasuresestimationbootstraptruncatedrobustnesscross-checkedusingfractionallogitmeasureBooneindicatorrevealedSimilarlyrelationshipFurthermoresuggestsignificantlyaffectedbanksizetaxationdiversificationoperationalcostmanagementtradeopennessinfrastructureultimatelypromotesprotectioncomparativeindicatesstate-ownedhigherprivateforeignIslamicMeasuringassociatedinvestment:marketmatterssectorCompetitionDataEnvironmentalRiskTechnical

Similar Articles

Cited By