A new Malmquist productivity index with an application to commercial banks

IF 1.9 3区 工程技术 Q3 MANAGEMENT IMA Journal of Management Mathematics Pub Date : 2023-08-16 DOI:10.1093/imaman/dpad015
Chuanjin Zhu, Nan Zhu, Ali Emrouznejad, Tao-feng Ye
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Abstract

Management-led productivity improvements are crucial for achieving sustainable development, and the Malmquist productivity index is known to be useful in relevant contexts. This study aims to extend such index by using non-parametric mathematical modeling of production processes. Specifically, and in the spirit of the existing index, we introduce the directional distance function to develop a new one applicable to the joint production of desirable and undesirable outputs. Furthermore, we decompose the new index into two constituent components to provide more intuitive explanations when revealing the root sources of productivity changes over time. Under the cost minimization assumption, the new index is applicable when producers implement resource allocation management, and the input–output quantities and the micro-level input prices are known. The index emphasizes that the allocative efficiency should be regarded as an important aspect of productivity assessment like the technical efficiency. As a practical benchmarking tool, it can offer valuable information and provide appropriate strategies for managerial decision-making. The index’s application and usefulness is demonstrated in the commercial bank sector in China.
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一种新的Malmquist生产率指数及其在商业银行中的应用
以管理为主导的生产力提高对于实现可持续发展至关重要,众所周知,Malmquist生产力指数在相关情况下很有用。本研究旨在利用生产过程的非参数数学建模来扩展这一指标。具体而言,本着现有指标的精神,我们引入了方向距离函数,以开发一个适用于联合生产理想和不理想产出的新指标。此外,我们将新指数分解为两个组成部分,以便在揭示生产力随时间变化的根源时提供更直观的解释。在成本最小化假设下,当生产者实施资源配置管理,投入产出数量和微观投入价格已知时,新指标适用。该指数强调,配置效率应与技术效率一样,被视为生产力评估的一个重要方面。作为一种实用的基准工具,它可以提供有价值的信息,并为管理决策提供适当的战略。该指数在中国商业银行领域的应用和有用性得到了验证。
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来源期刊
IMA Journal of Management Mathematics
IMA Journal of Management Mathematics OPERATIONS RESEARCH & MANAGEMENT SCIENCE-MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
CiteScore
4.70
自引率
17.60%
发文量
15
审稿时长
>12 weeks
期刊介绍: The mission of this quarterly journal is to publish mathematical research of the highest quality, impact and relevance that can be directly utilised or have demonstrable potential to be employed by managers in profit, not-for-profit, third party and governmental/public organisations to improve their practices. Thus the research must be quantitative and of the highest quality if it is to be published in the journal. Furthermore, the outcome of the research must be ultimately useful for managers. The journal also publishes novel meta-analyses of the literature, reviews of the "state-of-the art" in a manner that provides new insight, and genuine applications of mathematics to real-world problems in the form of case studies. The journal welcomes papers dealing with topics in Operational Research and Management Science, Operations Management, Decision Sciences, Transportation Science, Marketing Science, Analytics, and Financial and Risk Modelling.
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