scholarly journals Analysis of Chinese Commercial Banks’ Risk Management Efficiency Based on the PCA-DEA Approach

2021 ◽  
Vol 2021 ◽  
pp. 1-11
Author(s):  
Xiao Shi ◽  
Wenqi Yu

As a special type of enterprises with high risks, Chinese commercial banks’ risk management plays an important role in banks’ business process. Measuring and improving the risk management efficiency of the Chinese commercial banking system has recently attracted increasing interest. Previous studies analyze the business performance of commercial banks from the perspective of the overall management level of banks, and few articles focus on the risk management ability of banks. This paper evaluates the technical efficiencies of Chinese commercial banks’ risk management by the DEA-BCC model with window analysis to come up with some recommendations for policy makers. The technical efficiency is then decomposed into pure technology efficiency and scale efficiency. According to the banking risk supervision indicators released by the China Banking Regulatory Commission, we choose the indicators of 26 commercial banks’ risk management during the period of 2011 to 2019. Principal component analysis (PCA) is applied to delete redundant input indicators. The paper gives a dynamic evaluation of technology efficiency, pure technology efficiency, and scale efficiency. The main empirical results are as follows: (1) the technical efficiency of Chinese commercial banks’ risk management is low, and the differences among three different types of banks are large. (2) The pure technology inefficiency of Chinese commercial banks’ risk management has become a key factor restricting the improvement of the risk management of the Chinese banking industry. (3) The Chinese commercial banks’ risk management faces a serious problem which is economies of scale. (4) The technical efficiencies of Chinese commercial banks’ risk management fluctuate greatly, and management capabilities need to be enhanced urgently.

2020 ◽  
Vol 164 ◽  
pp. 09001
Author(s):  
Trinh Doan Tuan Linh

In this study, the author assesses and compares the performance of commercial banks in Vietnam and ASEAN countries in the period of 2013-2017 by using parametric approach, using SFA method (Stochastic Frontier Analysis). The results showed that the average efficiency of ASEAN commercial banks in the study period was 0.77, the lowest efficiency was 0.11, the highest efficiency was 0.96. This result also shows that the efficiency of ASEAN commercial banks in the period of 2013 - 2017 is relatively low, with this result if the average output does not change, commercial banks can save as much as possible. 23% of the input. The results also show that the average efficiency of Brunie commercial banks is the highest at 0.87%, ranked second is Thai1and with average technical efficiency of 0.83. Ranked last among the 9 ASEAN commercial banking systems in the research period is Singapore commercial banks with average technical efficiency of 0.72 above are Lao commercial banks with an efficiency of 0.73. Vietnam's commercial banking system with technical efficiency in the research period was 0.75, ranked 6th among 9 ASEAN countries.


2020 ◽  
Vol 9 (2) ◽  
pp. 118-132
Author(s):  
Syed Moudud-Ul-Huq ◽  
Rabaka Akter ◽  
Tanmay Biswas

This aim of the article is to establish a model to discuss the reasons for changing the level of credit risk among the commercial banks of Bangladesh during the global financial crisis (GFC). Credit risk has been remaining as the essential and core risk in commercial banking activities. Multiple regression analysis is used to test the relationship among the level of credit risk as a dependent variable and financial crisis, other bank-level variables and macroeconomic variables. The causes of the GFC revealed not only systematic or structural imbalances but also the necessity to keep and strengthen the principles of credit risk management. We analyse the leading causes of the recent GFC. Moreover, the lessons that must be learnt from the weaknesses of credit risk management systems. Credit risk was found to respond to macroeconomic conditions, which indicate strong feedback effects from the banking system to the real economy. This article represents the analysis of the influence of the financial crisis on credit risk management in commercial banks and summarizes the challenges faced by banks for credit risk improvement. We hope that this reality creates new opportunities for managing credit risk in the future to increase this importance in the banks and the overall economy of Bangladesh.


2018 ◽  
Vol 11 (1) ◽  
Author(s):  
Sanderson Abel ◽  
Alex Bara ◽  
Pierre Le Roux

The study investigated the technical efficiency of the commercial banks in Zimbabwe during the period 2009–2015. The study entailed the decomposition of the technical efficiency into pure technical and scale efficiency to understand the sources of the technical inefficiency in the commercial banks in Zimbabwe. To accomplish the task, the study sampled 11 commercial banks of which 6 are domestic and the other 5 are foreign banks. The study used the data envelopment analysis method. The results of the study revealed that commercial banks in Zimbabwe are technically inefficient with an efficiency score of 82.9%. The average pure technical and scale efficiency scores were 96.6% and 85.6%, respectively. The results imply that technical inefficiency of the Zimbabwean commercial banks is mainly a result of scale inefficiency emanating from decreasing returns to scale. The deduction is that commercial banks in Zimbabwe are operating at below their optimum capacity and hence have scope to increase their operations in order to improve on technical efficiency.


2019 ◽  
Vol 7 (2) ◽  
pp. 389-395
Author(s):  
Omar Alaeddin ◽  
Wael M. Thabet ◽  
Ahmed A.S. Thabet ◽  
Bakhodir Nurmukhamedov

Purpose of Study: This study implemented an empirical investigation for the relationship between credit risk management and profitability of commercial banks in Palestine over the period of 3years (2015-2018), ten commercial banks were selected. Methodology: The financial theory was employed to create the research model; Return on Asset (ROA) is defined as proxies of profitability while credit monitoring (LLPI) is defined as proxies of credit risk management.  Panel model analysis was used to estimate the determination of the profit function. Results: Statistical results revealed that the relationship between the credit monitoring and commercial banks profitability is negative significant (β= -3.419, P ˂ 0.05). Therefore, the results improve that LLPI has a significant effect on Palestinian commercial banks profitability's.


Author(s):  
Sang Nguyen Minh

This study uses the DEA (Data Envelopment Analysis) method to estimate the technical efficiency index of 34 Vietnamese commercial banks in the period 2007-2015, and then it analyzes the impact of income diversification on the operational efficiency of Vietnamese commercial banks through a censored regression model - the Tobit regression model. Research results indicate that income diversification has positive effects on the operational efficiency of Vietnamese commercial banks in the research period. Based on study results, in this research some recommendations forpolicy are given to enhance the operational efficiency of Vietnam’s commercial banking system.


Mathematics ◽  
2021 ◽  
Vol 9 (14) ◽  
pp. 1597
Author(s):  
Violeta Cvetkoska ◽  
Katerina Fotova Čiković ◽  
Marija Tasheva

The aim of this paper is to evaluate the relative efficiency of commercial banks in three developing countries in Europe (North Macedonia, Serbia, and Croatia) in the period from 2015 to 2019, and to provide targets for improvement for the inefficient banks by using DEA. The variables are selected under the income-based approach. Based on the output-oriented BCC model, unusual results are obtained for a few commercial banks in each country, that is, they are BCC relative efficient, which is contrary to the real situation. In order to identify outliers that can affect the efficiency results, a super-efficiency procedure is applied so that banks with a super-efficiency score higher than 1.2 (outliers) or for which a feasible solution was not found are considered in detail and removed, and then the output-oriented BCC model is rerun. Based on the obtained results, the Macedonian commercial banking system shows the highest efficiency (91.1%), followed by the Croatian (90.9%) and the Serbian (81.9%) banking system. The estimated targets for improvement of the inefficient commercial banks could help their top bank management in better resource allocation and making fact-based and faster decisions by which they can improve the operation of the banks they lead and contribute to the stability of the financial system.


2016 ◽  
Vol 23 (01) ◽  
pp. 50-76
Author(s):  
Huong Tram Thi Xuan ◽  
Canh Nguyen Phuc ◽  
Nhu Nguyen Tu

In this article, using a combination of risk-related factors, we address the governance of financial institutions, mainly Vietnam’s commercial banks, in light of such international standards as of Basel II and III. Additionally, we employ multiple regression approach to shed light on the effect of each type of risk on bank performance and propose a few recommendations for effectively governing the commercial banking system of Vietnam until 2020.


Author(s):  
Steven A. Cinelli

Modern banking found its roots during the Renaissance period casted by the European merchant banks. Their success was due in large part to their aggregation, absorption and deployment of information about borrowers, structures and markets. In the 21st century, banking again is being advanced due to insights developed by vast amounts of information and data, this time gathered and managed through new technologies and models, in quest of efficiency, improved risk management and improved portfolio performance. New entrants into the business of banking operate outside of existing regulatory structures, and may enjoy a level of competitive flexibility compared to existing commercial banks. Might this portend the end of the so-called modern commercial banking model, or might it serve as a strategic imperative for the banks to adapt to innovation?


2019 ◽  
Vol 12 (2) ◽  
pp. 11-27
Author(s):  
Seyed Mehdian ◽  
Rasoul Rezvanian ◽  
Ovidiu Stoica

AbstractThe 2008 financial crisis, originated by securitization of sub-prime mortgage loans, had a huge impact on U.S. financial institutions and markets. We hypothesize that due to this crisis, the commercial banking industry has changed their portfolio structures and risk-taking behavior. To shed light on the response of U.S. banks to the 2008 financial crisis, we use the non-parametric approach to measure and compare the overall efficiency of large U.S. banks pre- and post-2008 financial crisis. We then decompose the overall measure of efficiency into allocative, overall technical, pure technical, and scale efficiency measures to better understand the sources of banking inefficiencies. The results indicate that large U.S. banks indeed changed their portfolios structure, and the efficiency of large commercial banks in the United States declined substantially during the financial crisis. Although it has been recovering since then, it still has not reached to the pre-crisis efficiency level.


2020 ◽  
Vol 13 (10) ◽  
pp. 228
Author(s):  
Hai Long Pham ◽  
Kevin James Daly

This paper is an attempt to empirically examine the impact of Basel Accord regulatory guidelines on the risk-based capital adequacy regulation and bank risk management of Vietnamese commercial banks. Our research aims to assess how Vietnamese commercial banks manage their capital ratio and bank risk under the latest Basel Accord capital adequacy ratio requirements. Building on previous studies, this research uses a simultaneous equation modeling (SiEM) with three-stage least squares regression (3SLS) to analyze the endogenous relationship between risk-based capital adequacy standards and bank risk management. A year dummy variable (dy2013) is included in the model to take account of changes in the regulation of the Vietnamese banking system. Furthermore, we add a value-at-risk variable developed by as an independent variable into equations of the empirical models. The results reveal a significant impact of Basel capital adequacy regulatory pressure on the risk-based capital adequacy standards and bank risk management of Vietnamese commercial banks. Moreover, banks under the latest Basel capital adequacy regulations are induced to reduce risks and increase banks’ financial performance.


Sign in / Sign up

Export Citation Format

Share Document