Podinovski, Victor, V. and Wan Husain, Wan Rohaida (2017) The hybrid returns-to-scale model and its extension by production trade-offs: an application to the efficiency assessment of public universities in Malaysia. Annals of Operations Research, 250 (1). pp. 65-84. ISSN 0254-5330
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Abstract
Most applications of data envelopment analysis (DEA) employ standard constant or variable returns-to-scale models. In this paper we suggest that these models may sometimes underutilize our knowledge of the underlying production process. For example, in the context of higher education considered in the reported application, individual universities often maintain a certain student-to-staff ratio which points that there should be an approximately proportional relationship between students and staff, at least in the medium to long run.Adifferent example is an observation that the teaching of postgraduate students generally requires more resources than the teaching of the same number of undergraduate students. In order to incorporate such information in a DEA model, we propose a novel approach that combines the recently developed hybrid returns-to-scale DEA model with the use of production trade-offs. The suggested approach leads to a better-informed model of production technology than the conventional DEA models. We illustrate this methodology by an application to Malaysian public universities. This approach results in a tangibly better efficiency discrimination than would be possible with the standard DEA models.
Item Type: | Article (Journal) |
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Additional Information: | 3567/42577 |
Uncontrolled Keywords: | Data envelopment analysis · Hybrid returns to scale · Production trade-offs · Weight restrictions · Higher education · Malaysia |
Subjects: | H Social Sciences > HA Statistics |
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): | Kulliyyah of Economics and Management Sciences > Department of Business Administration |
Depositing User: | Dr Wan Rohaida Wan Husain |
Date Deposited: | 22 Apr 2015 09:04 |
Last Modified: | 09 Mar 2018 17:02 |
URI: | http://irep.iium.edu.my/id/eprint/42577 |
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