The paper addresses one of the key objectives of the purchasing function of a supply chain, i.e., the optimal selection of suppliers. We present a novel methodology that integrates the well-known cross-efficiency evaluation called Data Envelopment Analysis (DEA) and the Monte Carlo approach, to manage supplier selection considering uncertainty in the supply process, e.g. evaluating potential suppliers. The model allows to distinguish among several suppliers, overcoming the limitation of the traditional DEA method of not distinguishing among efficient suppliers. Moreover, the technique is able to classify suppliers with uncertain performance. The method is applied to the selection of suppliers of a Southern Italy SME.
A model using data envelopment analysis for the cross evaluation of suppliers under uncertainty / Costantino, Nicola; Dotoli, Mariagrazia; Falagario, Marco; Sciancalepore, Fabio. - STAMPA. - (2011), pp. 152-157. (Intervento presentato al convegno International Conference on Knowledge Management and Information Sharing, KMIS 2011 tenutosi a Paris, France nel October 26-29, 2011).
A model using data envelopment analysis for the cross evaluation of suppliers under uncertainty
Nicola Costantino;Mariagrazia Dotoli;Fabio Sciancalepore
2011-01-01
Abstract
The paper addresses one of the key objectives of the purchasing function of a supply chain, i.e., the optimal selection of suppliers. We present a novel methodology that integrates the well-known cross-efficiency evaluation called Data Envelopment Analysis (DEA) and the Monte Carlo approach, to manage supplier selection considering uncertainty in the supply process, e.g. evaluating potential suppliers. The model allows to distinguish among several suppliers, overcoming the limitation of the traditional DEA method of not distinguishing among efficient suppliers. Moreover, the technique is able to classify suppliers with uncertain performance. The method is applied to the selection of suppliers of a Southern Italy SME.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.