4.4 Article

A novel slacks-based model for efficiency and super-efficiency in DEA-R

Journal

OPERATIONAL RESEARCH
Volume 22, Issue 4, Pages 3373-3410

Publisher

SPRINGER HEIDELBERG
DOI: 10.1007/s12351-021-00679-6

Keywords

DEA; SBM; Ratio data; Efficiency; Super-efficiency

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This paper introduces a new model that combines key ideas from the SBM and DEA-R models to evaluate production frontiers based on efficiency and super-efficiency scores. It provides a detailed derivation of the new model and reexamines a case study of medical centers in Taiwan to demonstrate its validity within the current literature framework. Limitations and future research directions are also discussed.
In this paper we present a new model combining the major underlying ideas behind the Slacks-Based Measure (SBM) and the Data Envelopment Analysis-Ratio based (DEA-R) models. This new proposed model computes efficiency and super-efficiency scores based on the corresponding slack values for both input/output and output/input ratios, depending upon the orientation of the production frontier. A comprehensive step-by-step derivation of the SBM-DEA-R model in light of previous approaches is offered to readers. Besides, in order to show the validity of the approach proposed in light of the current body of literature, we revisit a case study of twenty-one medical centers in Taiwan. Limitations and directions for future research are discussed.

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