Most data envelopment analysis (DEA) studies on scale elasticity (SE) and returns to scale (RTS) of efficient units arise from the traditional definitions of them in economics, which is based on measuring radial changes in outputs caused by the simultaneous change in all inputs. In actual multiple inputs/outputs activities, the goals of expanding inputs are not only to obtain increases in outputs, but also to expect the proportions of such increases consistent with the management preference of decision-makers. However, the management preference is usually not radial changes in outputs. With the latter goal into consideration, this paper proposes the directional SE and RTS in a general formula for multi-output activities, and offers a DEA-based model for the formula of directional SE at any point on the DEA frontier, which is straightforward and requires no simplifying assumptions. Finally, the empirical part employs the data of 16 basic research institutions in Chinese Academy of Sciences (CAS) to illustrate the superiority of the proposed theories and methods.
Accepté le :
Première publication :
Publié le :
DOI : 10.1051/ro/2021131
Keywords: Data envelopment analysis, returns to scale, management preference, directional scale elasticity
@article{RO_2021__55_5_2861_0,
author = {Ren, Tiantian and Zhou, Zhongbao and Li, Ruiyang and Liu, Wenbin},
title = {Directional scale elasticity considering the management preference of decision-makers},
journal = {RAIRO. Operations Research},
pages = {2861--2881},
year = {2021},
publisher = {EDP-Sciences},
volume = {55},
number = {5},
doi = {10.1051/ro/2021131},
mrnumber = {4318745},
language = {en},
url = {https://www.numdam.org/articles/10.1051/ro/2021131/}
}
TY - JOUR AU - Ren, Tiantian AU - Zhou, Zhongbao AU - Li, Ruiyang AU - Liu, Wenbin TI - Directional scale elasticity considering the management preference of decision-makers JO - RAIRO. Operations Research PY - 2021 SP - 2861 EP - 2881 VL - 55 IS - 5 PB - EDP-Sciences UR - https://www.numdam.org/articles/10.1051/ro/2021131/ DO - 10.1051/ro/2021131 LA - en ID - RO_2021__55_5_2861_0 ER -
%0 Journal Article %A Ren, Tiantian %A Zhou, Zhongbao %A Li, Ruiyang %A Liu, Wenbin %T Directional scale elasticity considering the management preference of decision-makers %J RAIRO. Operations Research %D 2021 %P 2861-2881 %V 55 %N 5 %I EDP-Sciences %U https://www.numdam.org/articles/10.1051/ro/2021131/ %R 10.1051/ro/2021131 %G en %F RO_2021__55_5_2861_0
Ren, Tiantian; Zhou, Zhongbao; Li, Ruiyang; Liu, Wenbin. Directional scale elasticity considering the management preference of decision-makers. RAIRO. Operations Research, Tome 55 (2021) no. 5, pp. 2861-2881. doi: 10.1051/ro/2021131
[1] and , Mixed partial elasticities in constant returns-to-scale production technologies. Eur. J. Oper. Res. 220 (2012) 262–269. | MR | Zbl | DOI
[2] , and , On directional scale elasticities. J. Prod. Anal. 43 (2015) 99–104. | DOI
[3] , Estimating most productive scale size using data envelopment analysis. Eur. J. Oper. Res. 17 (1984) 35–44. | Zbl | DOI
[4] and , Estimation of returns to scale using data envelopment analysis. Eur. J. Oper. Res. 62 (1992) 74–84. | Zbl | DOI
[5] , and , Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manage. Sci. 30 (1984) 1078–1092. | Zbl
[6] , , and , Returns to scale in DEA. In: Handbook on Data Envelopment Analysis. Springer, Boston, MA (2011).
[7] and , A survey and analysis of the first 40 years of scholarly literature in DEA: 1978–2016. Soc.-Econ. Planning Sci. 61 (2018) 4–8. | DOI
[8] , and , The Measurement of Efficiency of Production. Springer, Netherlands (1985).
[9] , and , Production Frontiers. Cambridge University Press (1994).
[10] , The measurement of productive efficiency. J. R. Stat. Soc.: Ser. A (General) 120 (1957) 253–281.
[11] and , Calculating scale elasticity in DEA models. J. Oper. Res. Soc. 55 (2004) 1023–1038. | Zbl | DOI
[12] , , and , Calculation of scale elasticities in DEA models: direct and indirect approaches. J. Prod. Anal. 28 (2007) 45–56. | DOI
[13] , and , Farrell revisited–Visualizing properties of DEA production frontiers. J. Oper. Res. Soc. 60 (2009) 1535–1545. | Zbl | DOI
[14] , Theory of Production. D. Reidel Publ. Co, Dordrecht, Holland (1965).
[15] and , Estimating returns to scale in DEA. Eur. J. Oper. Res. 103 (1997) 28–37. | Zbl | DOI
[16] and , On the calculation of directional scale elasticity in data envelopment analysis. Asia-Pac. J. Oper. Res. 33 (2016) 1650026. | MR | Zbl | DOI
[17] , Returns to scale in convex production technologies. Eur. J. Oper. Res. 258 (2017) 970–982. | MR | Zbl | DOI
[18] and , Differential characteristics of efficient frontiers in data envelopment analysis. Oper. Res. 58 (2010) 1743–1754. | MR | Zbl | DOI
[19] , and , A simple derivation of scale elasticity in data envelopment analysis. Eur. J. Oper. Res. 197 (2009) 149–153. | MR | Zbl | DOI
[20] , , and , Marginal values and returns to scale for nonparametric production frontiers. Oper. Res. 64 (2016) 236–250. | MR | Zbl | DOI
[21] , and , Nonparametric production technologies with multiple component processes. Oper. Res. 66 (2017) 282–300. | MR | Zbl
[22] and , An investigation of returns to scale in data envelopment analysis. Omega 27 (1999) 1–11. | DOI
[23] and , Scale, indivisibilities and production function in data envelopment analysis. Int. J. Prod. Econ. 84 (2003) 165–192. | DOI
[24] , Government and Agriculture in Western Europe. Harvester Wheatsheaf, New York (1989).
[25] and , Estimating directional returns to scale in DEA. INFOR: Inf. Syst. Oper. Res. 55 (3) 243–273. | MR | Zbl
[26] , , and , A study on directional returns to scale. J. Inf. 8 (2014) 628–641.
[27] , A scale elasticity measure for directional distance function and its dual: theory and DEA estimation. Eur. J. Oper. Res. 228 (2013) 592–600. | MR | Zbl | DOI
Cité par Sources :





