Cost metafrontier approach for measuring the Malmquist productivity index: An example of bank groups formed after the financial reform in Taiwan

This study attempts to provide a framework under the variable returns to scale hypothesis to account for the effect of the cost scale efficiency change in the decomposition of the cost metafrontier Malmquist productivity index (CMMPI). In addition, the meta‐cost efficiency and cost frontier gap between subordinate banks of financial holding companies (FHC) and independent banks are also examined. A total of 34 banks in Taiwan are empirically analysed from 1999 to 2012. The results indicate that the meta‐cost efficiency, meta‐technical efficiency and meta‐allocative efficiency scores of subordinate banks of FHC are better than those of independent banks. The banking industry in Taiwan is found to have an improvement in cost metafrontier Malmquist productivity. The subordinate banks of FHC are also found to exhibit positive CMMPI and decomposition components, but do not achieve a significant improvement except in the case of the technical gap ratio change. The empirical results recommend that Taiwanese banks place more policy focus on the issue of scale adjustment, which should be beneficial. Based on the CMMPI decomposed results, we can gain further understanding of the growth path to enhance operational performance.     

Productivity and efficiency change and shareholder value: evidence from the Spanish banking sector

Productivity change and shareholder value have been analysed in the banking sector in the last few years, although it should be noted that these two important aspects have been studied separately. In this regard, the main contribution of our study is to link these two lines of research by verifying whether those banks characterized by higher levels of efficiency and productivity change have a higher shareholder value. To measure changes in efficiency and productivity we use the Malmquist nonparametric technique, which is calculated from Data Envelopment Analysis (DEA) linear programming approach. The Malmquist total factor productivity index enables separation of the ‘catching up’ effect, i.e. changes over time in technical efficiency, from ‘technological change’, i.e. the shift of best practice frontier over time due to technological progress. Our results for a sample of listed Spanish banks in the period 2000 to 2004 confirm that those banks with higher efficiency and productivity changes have a higher shareholder value, even after controlling for the impact of traditional measures of performance, such as return on assets.     

Financial Disruptions and Bank Productivity Growth: Evidence from the Malaysian Experience

This paper examines, for the first time, the productivity of the Malaysian banking sector around the Asian financial crisis 1997. The non-parametric Malmquist Productivity Index (MPI) is used to compute individual banks’ productivity levels. We find that the Malaysian banking sector has exhibited productivity regress due to the decline in efficiency. The results seem to suggest that the domestic banks have exhibited productivity progress attributed to technological change, while the foreign banks have exhibited productivity regress due to efficiency decline. We find that the large banks tend to experience productivity growth attributed to technological progress, while the small banks tend to experience productivity decline due to technological regress. The empirical results suggest that the small banks with its limited capabilities are at a disadvantage compared with their larger counterparts in terms of technological advancements, thus, rejecting the divisibility theory.     

Total‐Factor Energy and Emission Efficiencies of ASEAN and Other Asian Economies

This research uses the slack‐based measure data envelopment analysis to compute the energy and emission efficiencies of Association of Southeast Asian Nations (ASEAN) and other Asian economies during the 2001–2017 period, employs the Malmquist productivity index to check for the main source of efficiency score changes due to technical changes, and then applies panel Tobit regressions to determine the factors explaining the efficiencies. Our empirical results show that the energy efficiency scores of ASEAN economies had been catching up to other Asian economies after the Global Financial Crisis, whereas the emission efficiency scores of various ASEAN economies had been falling behind other Asian economies over the same period. The main source of efficiency score changes over time is efficiency changes and not technical changes. Decreases in the fossil fuel ratio of net electricity generation and the secondary industry ratio within total industry improve both lead to improvements in energy and emission efficiencies.     

Banks’ efficiency and credit risk analysis using by-production approach: the case of Iranian banks

This article uses a by-production approach that integrates credit risk to monitor bank efficiency. The method overcomes the possible misspecification issues of the commonly assumed weak disposability (WDA) of undesirable outputs. In addition, our measure extends the classic by-production approach by including statistical aspects through subsampling techniques. We have also provided an algorithm to correct related infeasibilities. Using this approach, we investigate the performance of Iranian banks and credit risk management in the sector for the period 1998–2012. Non-performing loans (NPLs) have been used as an undesirable output and proxy for credit risk in our models. Based on our empirical results, although the banks generally exhibited efficiency improvements over time, their credit risk performance deteriorated considerably after the regulatory changes introduced in 2005. These findings confirm that credit quality can be monitored more actively across Iranian banks.     

Malmquist indices of productivity change in Portuguese banking: The deregulation period

This paper will evaluate productivity change in Portuguese banking using the Malmquist productivity index. The results show that between 1990 and 1997, banks in Portugal witnessed increased productivity and strong technological progress. Both small and large banks experienced higher productivity and technological change scores, while mid-sized institutions are putting more effort into catching-up policies. Rural banks have experienced strong productivity growth and are catching up with the best practices but lower levels of technological change. Urban banks show higher productivity growth and technological change levels. Government-owned banks have experienced lower levels of productivity change. Finally, the asset per employee ratio shows a positive correlation with the productivity scores, suggesting that this simple index is a good proxy for productivity.     

Evaluating Efficiency of Personnel in Nepalese Commercial Banks

The failure of large and reputable banks is creating a potential threat to depositors’ hard-earned money deposited in commercial banks (CBs). Therefore, evaluation of the risk-adjusted efficiency of CBs is crucial. This study evaluates the relative efficiency of CBs personnel with an unbalanced panel dataset of 21 Nepalese CBs based on their remunerations, financial performances, and risky behaviors using data envelopment analysis, the Malmquist productivity index, and simple regression analysis. In the first step analysis, various financial ratios regarding the firm performance were considered. In the second step analysis, efficiency scores estimated in the first step analysis were adjusted by risk variables. The study shows that relatively large banks were exploiting personnel expenses, but smaller-sized banks, recently established banks, and banks with fewer branches gained more efficiency from their size. Personnel efficiency had a positive influence on the market price of stock, but it also increased the volatility of stock prices. Negative growth of both productivity indices (i.e., with and without risk adjustment) suggests poor agency services delivered by personnel and decreasing healthy conduct of Nepalese CBs.     

Total factor productivity change of MENA microfinance institutions: A Malmquist productivity index approach

The main purpose of this paper is to investigate productivity changes of 33 Middle East and North Africa microfinance institutions over the period of 2006–2011 by using the Malmquist productivity index (MPI) method and a balanced panel dataset of 198 observations. The empirical findings indicate that the microfinance industry has reported overall productivity regress in the study period even though all the MENA MFIs have positive TFP growth with the exception of the year 2010–2011. In addition, our study indicates that over the period the Malmquist productivity change experienced by the MENA microfinance industry as a whole has averaged 4.9% annually which was mainly attributed to technical efficiency change. The study reveals also that the industry as a whole has exhibited a decline in technological change (2.9% decrease over the period) and suggested that there has been a deterioration in the performance of the best practicing MFIs. By decomposing the Malmquist index, the result showed that during the study period the MENA MFIs have experienced mainly an increment of pure technical efficiency (improvement in management practices) rather than an improvement in optimum size. Overall, an essential strategic implication for the MENA microfinance industry is that they need to pursue a technological progress in order to meet the dual objectives of reaching many poor people and financial sustainability.     

NOTE ON THE PRODUCTIVITY CONVERGENCE OF AIRPORTS IN CHINA

The present paper uses a Malmquist index measure of productivity growth to study the productivity convergence of 25 airports in China during the period 1995–2004. By decomposing the Malmquist index, we find evidence for the convergence of the efficiency level of airports, but not the productivity and technology levels. These results imply that the more productive airports are pushing the frontiers of technology faster by adopting new technology, and that the relative efficiency level of the laggards increases quickly and catches up with the efficiency level of the leaders over time.     

信用等级转移分析

在我国现阶段 ,商业银行开展的业务主要是贷款业务。信用等级是识别、度量和控制贷款的信用风险的重要参数。本文通过对度量信用等级变化的转移矩阵的介绍 ,结合贷款五级分类方法 ,说明转移矩阵在商业银行贷款风险管理的作用 ,并指出我国现阶段建立转移矩阵贷款数据库对管理贷款风险的重要性和迫切性。     

A metafrontier approach for measuring Malmquist productivity index

This paper presents an alternative framework for the decomposition of the Malmquist productivity index by using the concept of a metafrontier. The approach employed allows the calculation of technical efficiency changes, as well as technical changes, for economic agents operating under different technologies. It also enables the computation of the technological gap and its changes for economic agents operating under different technologies. This framework is applied to the analysis of panel data on 58 countries over a period of 31 years from 1970 to 2000. The empirical results show that Asian countries have attempted to move towards the frontier technology and that European countries have taken the lead in the world frontier technology.     

Productivity change of Portuguese municipalities after local reforms

This article examines the impact of the reforms introduced in the structure of the Portuguese local administration after the bailout agreement in 2011 on the efficiency and productivity of municipalities. In order to determine a measure of productivity change, we apply the global Malmquist productivity index to assess the performance of the 278 Portuguese mainland municipalities for the recent 6-year period 2009–2014. The overall results reveal that there was a decrease in the global productivity until 2013 followed by a notable increase in 2014 basically due to technological changes, thus it seems that the reforms have had a positive effect on the productivity of municipalities.     

中国商业银行全要素生产率及其影响因素的实证研究——基于DEA的Malmquist生产率指数法

利用2004—2009年我国15家商业银行的面板数据,运用基于DEA的Malmquist生产率指数法,测算了商业银行的Malmquist生产率指数及其分解指数。结果显示:我国商业银行的全要素生产率整体呈下降趋势,其中,技术进步指数的下降幅度较大,纯技术效率变化指数和规模效率变化指数略有升高。在此基础上,对影响我国商业银行全要素生产率的因素进行了分析。实证结果表明:进出口总额和货币供应量增长率对我国商业银行全要素生产率的提升有正向作用,国内生产总值和全社会固定资产投资有显著的负向作用。     

我国商业银行效率分析——基于超效率DEA和Malmquist指数

效率是银行经营管理的核心,是银行竞争优势的集中体现,尤其在后危机时代,提高银行业的效率也是防范金融风险,实现可持续发展的关键。本文基于超效率DEA方法,运用EMS软件对2004—2009年14家商业银行的效率进行分析,对其均值进行排名;并通过Malmquist指数对银行效率进行分解研究,重点分析金融危机前后的商业银行全要素生产率的变化趋势。结果表明,效率水平总体呈现上升趋势,这与社会经济的发展是相一致的。而四大国有银行的效率不及股份制商业银行,可见,四大国有银行并没有因为资产规模大,而带来更高的收益和绩效;2004—2009年商业银行全要素生产率整体上不断提高,主要得益于技术进步和规模效益,但2009年全要素生产率有所下降,受美国金融危机全面升级所导致的国际国内经济发展衰退的影响,经营风险加大,息差收窄,对银行盈利和效率产生不利影响。     

Total factor productivity in the Lithuanian family farms after accession to the EU: application of the bias-corrected Malmquist indices

The non-parametric measures of efficiency and productivity do not enable to fathom the underlying technology changes in terms of input saving and consumption. However, the bias-corrected Malmquist productivity index offers a remedy to this shortcoming. This paper, thus, employed the bias-corrected Malmquist productivity index to measurement of the total factor productivity changes in the Lithuanian family farms. The paper employed the Malmquist productivity indices to measure the technical changes (TCs) in terms of input-saving or input-use. Specifically, a sample of 200 family farms was used for the analysis. The research period covered years 2004–2009. The three farming types were considered, namely crop, livestock, and mixed farming. The analysis indicted that crop farming was peculiar with land-using and asset-saving TC, whereas labour-using and intermediate consumption saving TCs were observed only for certain combinations of inputs. As for livestock farms these generally experienced intermediate consumption and asset saving TCs against all the remaining inputs, whereas labour-saving and land-using TC varied with the reference inputs. Finally, mixed farms can be considered as those peculiar with increasing land use and decreasing capital consumption. Labour-using and intermediate consumption saving TCs did also hold for most of the analysed factors. The Lithuanian agricultural sector has not been analysed by the means of the bias-corrected Malmquist indices. Furthermore, there is a gap in the literature on the efficiency and total factor productivity in the Lithuanian farms in general. The present study, therefore, presents insights on the technology change based on non-parametric estimates.     

Exploring the mismatch between credit ratings and loss-given-default: A credit risk approach

It is commonly observed that high grade loans with better ratings are often associated with low recoveries if they default (i.e. with relatively high loss-given-default (LGD)). To address the mismatch problem, this paper proposes a credit risk approach by minimizing LGD for higher rated loans as a risk-rating matching standard in the sense that the decreasing LGD from creditors’ perspective is associated with higher credit rating for the borrower. This standard forces customers’ credit rating of each grade to be optimally determined in correspondence to its LGD, which means the LGD of high grade loans tends to be low. The approach is then tested using three credit datasets from China, i.e. credit data from 2044 farmers, 2157 small private businesses and 3111 SMEs. The empirical results show that the proposed approach indeed guides the way to solve the mismatch phenomenon between credit ratings and LGDs in the existing credit rating literature. By optimally determining credit ratings, the findings derived from this paper help provide a valuable reference for bankers, and bond investors to manage their credit risk.     

Productivity growth and environmental regulations - accounting for undesirable outputs: Analysis of China's thirty provincial regions using the Malmquist-Luenberger index

This paper employs the Malmquist-Luenberger (ML) productivity index to evaluate China's growth in total factor productivity (TFP), incorporating undesirable outputs, during the period from 1989 to 2008. The ML productivity index and its components (technical and efficiency changes) are derived from the directional distance function which gives credit for an increase in good outputs and for reductions in undesirable outputs. The average annual ML productivity growth, accounting for undesirable outputs, is 2.46%, whereas the value of the traditional Malmquist productivity index is 4.84%, showing that the true TFP growth in China is overestimated if undesirable outputs are ignored. We explore the strictness in enforcing environmental regulations and its impact on improvements in ML productivity. The results show that, the enforcement of environmental regulations in China is, in general, far below the levels achieved in the best performing regions, and that the more stringent enforcement of environmental regulations would help to improve ML productivity growth in China.     

Productivity Trends in Australian and New Zealand Manufacturing

The purpose of this article is to study relative trends in total factor productivity (TFP) between the Australian and New Zealand manufacturing sectors from 1986 to 1996. Since 1984 both economies have undergone major structural changes with varying degrees of speed and intensity. We use the Malmquist index to measure TFP growth and decompose it into an efficiency change and a technical change component. This decomposition provides extra insight on assessing relative productivity trends during a period of economic reform. The results indicate the Australian manufacturing sector exhibits better rates of individual factor productivity performance while multifactor productivity is estimated to be higher in New Zealand manufacturing. TFP growth in New Zealand is driven by technical rather than efficiency change. In fact, the New Zealand manufacturing average rate of efficiency change is estimated to be negative over the sample period.     

中国区域绿色全要素生产率增长差异及收敛分析

文章利用熵值法拟合环境污染综合指数,将其作为经济的非理想产出纳入非参数DEA-Malmquist指数模型,测度了1995-2008年中国29个省份的绿色Malmquist指数,并在此基础上分析了我国的绿色Malmquist指数、绿色技术效率和绿色技术进步率对区域经济增长差距的影响及其时间演化趋势。研究表明:样本期内,我国的环境污染日益严重;考虑环境污染因素后,中国的全要素生产率增长率显著下调,技术进步率的差异是地区经济增长差距的主要原因;我国的绿色Malmquist指数整体上不存在绝对收敛趋势,只有东部地区呈现较典型的俱乐部收敛特征;在控制投资率、从业人员增长率与环境治理力度后,各地区均表现出条件收敛趋势。     

Rating Agency Actions and the Pricing of Debt and Equity of European Banks: What Can we Infer About Private Sector Monitoring of Bank Soundness?

The recent consultative papers by the Basel Committee on Banking Supervision has raised the possibility of an explicit role for external rating agencies in the assessment of the credit risk of banks' assets, including interbank claims. Any judgement on the merits of this proposal calls for an assessment of the information contained in credit ratings and its relationship to other publicly available information on the financial health of banks and borrowers. We assess this issue via an event study of rating change announcements by leading international rating agencies, focusing on rating changes for European banks for which data on bond and equity prices are available. We find little evidence of announcement effects on bond prices, which may reflect the lack of liquidity in bond markets in Europe during much of our sample period. For equity prices, we find strong effects of ratings changes, although some of our results may suffer from contamination by contemporaneous news events. We also test for pre-announcement and post-announcement effects, but find little evidence of either. Overall, our results suggest that ratings agencies may perform a useful role in summarizing and obtaining non-public information on banks and that monitoring of banks' risk through bond holders appears to be relatively limited in Europe. The relatively weak monitoring by bondholders casts some doubt on the effectiveness of a subordinated debt requirement as a supervisory tool in the European context, at least until bond markets are more developed.
(J.E.L.: E53, G21, G33)