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整合多准则决策分析与生产理论进行绩效评估:框架与综述

Integrating multiple criteria decision analysis and production theory for performance evaluation: Framework and review

European Journal of Operational Research · 2021
被引 41
ABS 4

中文导读

本文提出了一个整合生产理论与决策理论的框架,系统区分了基于生产的绩效评估类型,并综述了明确应用多准则决策分析的文献,发现现有方法未能完全整合两者,且指出数据包络分析等方法存在类别错误。

Abstract

Accounting, life cycle assessment (LCA) and data envelopment analysis (DEA) are examples of various research areas that independently develop and apply diverse methodologies to evaluate performance. Though, many methods have in common that the results to be assessed are mainly determined by the inputs and outputs of the activities which are to be evaluated. Based on both production and decision theory, our comprehensive framework integrates and systematically distinguishes specific types of production-based performance assessment. It allows to examine and categorise the existing literature on such approaches. Our review focuses on sources which explicitly apply concepts or methods of multiple criteria decision analysis (MCDA). We did not find any elaborated methodology that fully integrates MCDA with production theory. At least, a basic approach to multicriteria performance analysis, which generalises the methodology of data envelopment analysis, appears to be well-grounded on production theory. It was already presented in this journal in 2001 and has rarely been noticed in the literature until now. A short overview outlines its recent insights and main findings. A key finding is that a category mistake prevails among well-known methodologies of efficiency measurement like DEA. It may imply invalid empirical results because the inputs and outputs of production processes are confused with resulting impacts destroying or creating values (to be minimised or maximised, respectively). We conclude by defining open problems and by indicating prospective research directions.

绩效评估数据包络分析多准则决策分析生产理论