Reliable Estimation of Suppliers’ Total Cost of Ownership: An Imprecise Data Envelopment Analysis Model with Common Weights

A. Shabani, Franco Visani, Paolo Barberi, W.E.H. Dullaert, D. Vigo

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Abstract

Total cost of ownership (TCO) is a management accounting technique that evaluates the total cost of a business partnership using a time-consuming activity-based costing procedure. Studies have suggested that TCO-based data envelopment analysis (DEA) can effectively estimate the results of TCO with substantially less effort and time; however, its adoption in practice is limited due to certain shortcomings. First, managers struggle to understand and accept the uncommon weighting schemes of existing TCO-based DEA models because traditional TCO analyses require a common set of weights. Second, both the traditional TCO approach and TCO-based DEA models are designed to handle precise data, whereas TCO analyses often involve imprecise data from conflicting data sources and estimations.

To address the managerial and technical issues of handling weighting schemes and imprecise data, this paper proposes a novel TCO-based model: common set of weights imprecise DEA (CSW-IDEA). We validate the proposed methodology using real-life datasets from 175 suppliers that serve five key components to two multinational mechanical manufacturers. For both precise data and imprecise data, the proposed CSW-IDEA reliably approximates traditional TCO calculations significantly better than existing TCO-based DEA. The cost savings that can be theoretically generated by applying the CSW-IDEA approach are similar to the cost savings estimated by the traditional TCO approach.
Original languageEnglish
Pages (from-to)57-70
Number of pages14
JournalOmega
Volume87
Early online date10 Aug 2018
DOIs
Publication statusPublished - Sep 2019

Keywords

  • Common set of weights
  • Data envelopment analysis
  • Imprecise data
  • Supplier evaluation
  • Total cost of ownership

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