Department of Management, Technology and Information Sciences, Faculty of Engineering, Sciences, Technology and Management at Ziauddin University, Karachi, Pakistan.
Business School, Huanggang Normal University, Huanggang, Hubei, China.
PLoS One. 2023 Mar 14;18(3):e0281663. doi: 10.1371/journal.pone.0281663. eCollection 2023.
This study aims to assess the influence of internal and external factors on the Efficiency of banks in Pakistan using the Data Envelopment Analysis Approach (DEA). Bank's Efficiency is measured through DEA Model using input and output variables. The input variable includes the number of employees, number of branches, administration expenses, non-interest expenses, and loan loss provisions. In contrast, the output variable consists of net interest income, net commissions, and total other income. This study considers the internal determinants of the bank's Efficiency as corporate governance, enterprise risk management, ownership structure (state, foreign, and domestic ultimate owned banks), return on equity, financial leverage, and the size of the bank. The external determinants of the bank's Efficiency include banking structure and macroeconomic conditions. The study has used data from seventeen commercial banks over the period of 2011 to 2020. The study used the Data Envelopment Analysis Approach (DEA) and Logit and Probit Regression Model to evaluate research hypotheses. The Logit model results show that corporate governance, ultimate global ownership, and return on equity have a statistically significant and positive impact on the bank's Efficiency. Enterprise risk management and financial leverage adversely affect the bank's Efficiency. Better corporate governance can help banks to control the risk and cost of capital and enhancement the effectiveness of capital. Similarly, better risk management of banks can lead to better operational and strategic decisions in the competitive banking environment.
本研究旨在使用数据包络分析方法(DEA)评估内部和外部因素对巴基斯坦银行效率的影响。通过使用投入和产出变量的 DEA 模型来衡量银行的效率。投入变量包括员工人数、分支机构数量、管理费用、非利息支出和贷款损失准备。相比之下,产出变量由净利息收入、净佣金和总收入其他收入组成。本研究将银行效率的内部决定因素视为公司治理、企业风险管理、所有权结构(国有、外资和国内最终所有银行)、股本回报率、财务杠杆和银行规模。银行效率的外部决定因素包括银行结构和宏观经济条件。该研究使用了 2011 年至 2020 年期间十七家商业银行的数据。该研究使用数据包络分析方法(DEA)和 Logit 和 Probit 回归模型来评估研究假设。Logit 模型结果表明,公司治理、全球最终所有权和股本回报率对银行效率具有统计上显著和积极的影响。企业风险管理和财务杠杆对银行效率产生负面影响。更好的公司治理可以帮助银行控制资本风险和成本,并提高资本效率。同样,银行更好的风险管理可以导致在竞争激烈的银行环境中做出更好的运营和战略决策。