An integrated DEA-based approach for evaluating and sizing health care supply chains
| Autor: | Loubna Benabbou, Abdelaziz Berrado, Zoubida Chorfi |
|---|---|
| Rok vydání: | 2019 |
| Předmět: |
021103 operations research
Performance management Operations research Computer science Strategy and Management Supply chain 0211 other engineering and technologies General Decision Sciences 02 engineering and technology Interval (mathematics) Management Science and Operations Research Sizing Data aggregator Latin hypercube sampling 0202 electrical engineering electronic engineering information engineering Data envelopment analysis 020201 artificial intelligence & image processing Decision analysis |
| Zdroj: | Journal of Modelling in Management. 15:201-231 |
| ISSN: | 1746-5664 |
| DOI: | 10.1108/jm2-12-2018-0220 |
| Popis: | PurposeEvaluating the performance of supply chains is a convoluted task because of the complexity that is inextricably linked to the structure of the aforesaid chains. Therefore, the purpose of this paper is to present an integrated approach for evaluating and sizing real-life health-care supply chains in the presence of interval data.Design/methodology/approachTo achieve the objective, this paper illustrates an approach called Latin hypercube sampling by replacement (LHSR) to identify a set of precise data from the interval data; then the standard data envelopment analysis (DEA) models can be used to assess the relative efficiencies of the supply chains under evaluation. A certain level of data aggregation is suggested to improve the discriminatory power of the DEA models and an experimental design is conducted to size the supply chains under assessment.FindingsThe newly developed integrated methodology assists the decision-makers (DMs) in comparing their real-life supply chains against peers and sizing their resources to achieve a certain level of production.Practical implicationsThe proposed integrated DEA-based approach has been successfully implemented to suggest an appropriate structure to the actual public pharmaceutical supply chain in Morocco.Originality/valueThe originality of the proposed approach comes from the development of an integrated methodology to evaluate and size real-life health-care supply chains while taking into account interval data. This developed integrated technique certainly adds value to the health-care DMs for modelling their supply chains in today's world. |
| Databáze: | OpenAIRE |
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