Fixed cost allocation based on the principle of efficiency invariance in two-stage systems

Fixed cost allocation among groups of entities is a prominent issue in numerous organisations. Addressing this issue has become one of the most important topics of the data envelopment analysis (DEA) methodology. In this study, we propose a fixed cost allocation approach for basic two-stage systems based on the principle of efficiency invariance and then extend it to general two-stage systems. Fixed cost allocation in cooperative and noncooperative scenarios are investigated to develop the related allocation plans for two-stage systems. The model of fixed cost allocation under the overall condition of efficiency invariance is first developed when the two stages have a cooperative relationship. Then, the model of fixed cost allocation under the divisional condition of efficiency invariance wherein the two stages have a noncooperative relationship is studied. Finally, the validation of the proposed approach is demonstrated by a real application of 24 nonlife insurance companies, in which a comparative analysis with other allocation approaches is included.

[1]  Qingyuan Zhu,et al.  Allocating a fixed cost based on a DEA-game cross efficiency approach , 2018, Expert Syst. Appl..

[2]  Jie Wu,et al.  DEA-based fixed cost allocation in two-stage systems: Leader-follower and satisfaction degree bargaining game approaches , 2020 .

[3]  Qingyuan Zhu,et al.  A new data envelopment analysis based approach for fixed cost allocation , 2019, Ann. Oper. Res..

[4]  Alexandre Dolgui,et al.  Using common weights and efficiency invariance principles for resource allocation and target setting , 2017, Int. J. Prod. Res..

[5]  Qian Zhang,et al.  Fixed costs and shared resources allocation in two-stage network DEA , 2019, Ann. Oper. Res..

[6]  Chiang Kao,et al.  Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan , 2008, Eur. J. Oper. Res..

[7]  Qingyuan Zhu,et al.  Allocating a fixed cost across the decision making units with two-stage network structures , 2018, Omega.

[8]  Haitao Li,et al.  Two-stage network DEA: Who is the leader? , 2018 .

[9]  Liang Liang,et al.  Allocating a fixed cost based on data envelopment analysis and satisfaction degree , 2013 .

[10]  Junfei Chu,et al.  Fixed Cost Allocation Based on the Utility: A DEA Common-Weight Approach , 2019, IEEE Access.

[11]  Wade D. Cook,et al.  Characterizing an equitable allocation of shared costs: A DEA approach , 1999, Eur. J. Oper. Res..

[12]  Ruiyue Lin,et al.  Fixed input allocation methods based on super CCR efficiency invariance and practical feasibility , 2016 .

[13]  Ming-Miin Yu,et al.  A fixed cost allocation based on the two-stage network data envelopment approach , 2016 .

[14]  Joe Zhu,et al.  Fixed cost and resource allocation based on DEA cross-efficiency , 2014, Eur. J. Oper. Res..

[15]  Qingyuan Zhu,et al.  Centralized fixed cost allocation for generalized two-stage network DEA , 2019, INFOR Inf. Syst. Oper. Res..

[16]  Mohammad Khodabakhshi,et al.  The fair allocation of common fixed cost or revenue using DEA concept , 2014, Ann. Oper. Res..

[17]  Ruiyue Lin,et al.  An equitable DEA-based approach for assigning fixed resources along with targets , 2016, J. Oper. Res. Soc..

[18]  F. Hosseinzadeh Lotfi,et al.  An alternative approach for equitable allocation of shared costs by using DEA , 2004, Appl. Math. Comput..

[19]  Yongjun Li,et al.  DEA Models for Extended Two-Stage Network Structures , 2012 .

[20]  Abraham Charnes,et al.  Programming with linear fractional functionals , 1962 .

[21]  Zhihua Yang,et al.  Resource allocation based on DEA and modified Shapley value , 2015, Appl. Math. Comput..

[22]  Liang Liang,et al.  Target setting and allocation of carbon emissions abatement based on DEA and closest target: an application to 20 APEC economies , 2016, Natural Hazards.

[23]  Parag C. Pendharkar A hybrid genetic algorithm and DEA approach for multi-criteria fixed cost allocation , 2018, Soft Comput..

[24]  Abraham Charnes,et al.  Measuring the efficiency of decision making units , 1978 .

[25]  Ali Emrouznejad,et al.  A survey and analysis of the first 40 years of scholarly literature in DEA: 1978–2016 , 2018 .

[26]  Ruiyue Lin,et al.  Allocating fixed costs and common revenue via data envelopment analysis , 2011, Appl. Math. Comput..

[27]  W. Cook,et al.  Sales performance measurement in bank branches , 2001 .

[28]  Yongjun Li,et al.  Allocating the fixed cost: an approach based on data envelopment analysis and cooperative game , 2019, Ann. Oper. Res..

[29]  Jafar Sadeghi,et al.  Proposing a method for fixed cost allocation using DEA based on the efficiency invariance and common set of weights principles , 2017, Math. Methods Oper. Res..

[30]  A. Mostafaee,et al.  An equitable method for allocating fixed costs by using data envelopment analysis , 2013, J. Oper. Res. Soc..

[31]  Joe Zhu,et al.  DEA model with shared resources and efficiency decomposition , 2010, Eur. J. Oper. Res..

[32]  Ruiyue Lin,et al.  A DEA-based method of allocating the fixed cost as a complement to the original input , 2020, Int. Trans. Oper. Res..

[33]  Joe Zhu,et al.  DEA models for two‐stage processes: Game approach and efficiency decomposition , 2008 .

[34]  Ruiyue Lin,et al.  Allocating fixed costs or resources and setting targets via data envelopment analysis , 2011, Appl. Math. Comput..

[35]  Yongjun Li,et al.  Proportional sharing and DEA in allocating the fixed cost , 2013, Appl. Math. Comput..

[36]  Yongjun Li,et al.  Carbon emission abatement quota allocation in Chinese manufacturing industries: An integrated cooperative game data envelopment analysis approach , 2019, J. Oper. Res. Soc..

[37]  Wei Zhang,et al.  Transmission Cost Allocation Based on Data Envelopment Analysis and Cooperative Game Method , 2018 .

[38]  Tao Ding,et al.  Centralized fixed cost and resource allocation considering technology heterogeneity: a DEA approach , 2018, Ann. Oper. Res..

[39]  Joe Zhu,et al.  Allocation of shared costs among decision making units: a DEA approach , 2005, Comput. Oper. Res..

[40]  Alireza Amirteimoori,et al.  Allocating fixed costs and target setting: A dea-based approach , 2005, Appl. Math. Comput..

[41]  John E. Beasley,et al.  Allocating fixed costs and resources via data envelopment analysis , 2003, Eur. J. Oper. Res..

[42]  Fanyong Meng,et al.  Assessing the relative efficiency of Chinese high-tech industries: a dynamic network data envelopment analysis approach , 2020, Ann. Oper. Res..

[43]  Yongjun Li,et al.  Allocating the fixed cost as a complement of other cost inputs: A DEA approach , 2009, Eur. J. Oper. Res..