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Operating efficiency in Chinese universities:An extended two-stage network DEA approach 被引量:1
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作者 Ya Chen Xuanxuan Ma +1 位作者 Ping Yan Mengyuan Wang 《Journal of Management Science and Engineering》 2021年第4期482-498,共17页
Operating efficiency of universities is widely concerned by the education community.As a non-parametric method for efficiently handling multiple inputs and outputs,data envelopment analysis(DEA)is often used for measu... Operating efficiency of universities is widely concerned by the education community.As a non-parametric method for efficiently handling multiple inputs and outputs,data envelopment analysis(DEA)is often used for measuring the operating efficiency.However,shared input resources are often ignored in the existing DEA studies.In order to remedy the shortcoming with a focus on teaching and research processes of universities,this paper adopts an extended two-stage network DEA approach to measure the operating efficiency of 52 universities in China using a data set in 2014.The main findings show that:(1)Among the operating efficiency of 52 universities,about one third and two thirds of universities are efficient and inefficient,respectively.It may reflect some problems such as inefficient use of resources or unsatisfactory outcomes for these inefficient universities.By giving first priority to universities’teaching or research process,we provide alternative ways for teaching-oriented or research-oriented universities to benchmark and improve their performance.(2)For the heterogeneity efficiency analysis of different universities,the operating efficiency of“non-985”universities are significantly higher than that of“985”universities,while there is only a small difference on the operating efficiency between comprehensive universities and science&engineering universities.Although the efficiency of the central and western universities is slightly better than that of the eastern universities in terms of the average efficiency,there is no significant efficiency difference among the eastern,central,and western regions statistically.Hence,to improve the operating efficiency of Chinese universities,the Chinese government should improve the financial allocation mechanism and introduce successful budget performance management.For the Chinese universities,they should formulate teaching and scientific research plans according to their own research needs and development goals. 展开更多
关键词 Data envelopment analysis(dea) Data enabled analytics Two-stage network dea Higher education institutions(HEIs) Chinese universities Operating efficiency
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Overall Efficiency and its Decomposition in a Two-Stage Network DEA Model 被引量:1
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作者 Guo-Liang Yang Yao-Yao Song +1 位作者 Dong-Ling Xu Jian-Bo Yang 《Journal of Management Science and Engineering》 2017年第3期161-192,共32页
This paper aims to propose a new approach to decompose an overall data envelopment analysis model into equivalent two-stage models.In this approach,we use a minimax reference point method to set the weights and reliab... This paper aims to propose a new approach to decompose an overall data envelopment analysis model into equivalent two-stage models.In this approach,we use a minimax reference point method to set the weights and reliabilities of the two stage models so that the combined efficiency of the two stages is equal to the overall efficiency.The equivalent multi-stage models are useful to support planning for performance improvement.An illustrative example is first explored to compare the results from the new approach with those of four other existing approaches.The main finding from the comparisons is that the new decomposition approach of this paper satisfies the proposed assumptions.A case study is then conducted on a two-stage process of steel manufacturing to illustrate the validity and applicability of the proposed approach. 展开更多
关键词 Two-stage network dea Overall efficiency DECOMPOSITION Evidential reasoning Performance improvement
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Stochastic leaderefollower DEA models for two-stage systems
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作者 Zhongbao Zhou Wenting Sun +2 位作者 Helu Xiao Qianying Jin Wenbin Liu 《Journal of Management Science and Engineering》 2021年第4期413-434,共22页
Data envelopment analysis(DEA)is a non-parametric approach for measuring the relative efficiencies of peer decision making units(DMUs).In recent years,it has been widely used to evaluate two-stage systems under differ... Data envelopment analysis(DEA)is a non-parametric approach for measuring the relative efficiencies of peer decision making units(DMUs).In recent years,it has been widely used to evaluate two-stage systems under different organization mechanisms.This study modifies the conventional leaderefollower DEA models for two-stage systems by considering the uncertainty of data.The dual deterministic linear models are first constructed from the stochastic CCR models under the assumption that all components of inputs,outputs,and intermediate products are related only with some basic stochastic factors,which follow continuous and symmetric distributions with nonnegative compact supports.The stochastic leaderefollower DEA models are then developed for measuring the efficiencies of the two stages.The stochastic efficiency of the whole system can be uniquely decomposed into the product of the efficiencies of the two stages.Relationships between stochastic efficiencies from stochastic CCR and stochastic leaderefollower DEA models are also discussed.An example of the commercial banks in China is considered using the proposed models under different risk levels. 展开更多
关键词 Data envelopment analysis Stochastic network dea Leaderefollower Two-stage systems Performance evaluation
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Evaluating Efficiency of Decision Making Units with Network Structures 被引量:2
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作者 Quanling Wei Hong Yan 《Journal of Systems Science and Information》 2009年第3期231-244,共14页
This paper considers the problem of evaluating efficiency of Decision Making Units (DMUs) with network structures of divisions by the Data Envelopment Analysis (DEA) model. All divisions in the network are under a... This paper considers the problem of evaluating efficiency of Decision Making Units (DMUs) with network structures of divisions by the Data Envelopment Analysis (DEA) model. All divisions in the network are under a decentralized authority organiza- tion. That is, each division in a decision making unit has its own authority to adjust its input and output. By incorporating the division operations in the DEA model, we discuss the sufficient and necessary conditions for a DMU to be network efficient in series structure and general structure respectively. 展开更多
关键词 data envelopment analysis network dea multi-stage production EFFICIENCY
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