A dynamic model for performance evaluations: an integrated approach based on P-AHP and aggregation operators

IF 4.1 3区 管理学 Q2 BUSINESS Management Decision Pub Date : 2024-05-29 DOI:10.1108/md-11-2023-2203
Gerarda Fattoruso, Roberta Martino, Viviana Ventre, Antonio Violi
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Abstract

Purpose

Multi-criteria methods represent an adequate tool for solving complex decision problems that provide real support to the decision maker in the choice process. This paper analyzes a decision problem that recurs over time using one of the newer methods as the Parsimonious AHP.

Design/methodology/approach

In this paper we integrated the P-AHP with: (1) the weighted average which takes into account the objectivity of the data; (2) ordered weighted average (OWA) aggregation operators that address the subjective nature of the data; (3) the Choquet integral and (4) the Sugeno integral which also considers the uncertain nature of the final ranking as it is defined on a fuzzy measure.

Findings

The present paper proves that variations in the final ranking, due to the different mathematical properties of the selected aggregators, are fundamental to select the best alternative without neglecting any characteristic of the input data. In fact, it is discussed and underlined how and why the best alternative is one that never excels but has very good positions with respect to all aggregation operator rankings.

Originality/value

The aim and innovation presented in this work is the use of the Parsimonious AHP (P-AHP) method in a dynamic way with the use of different aggregation techniques.

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绩效评估动态模型:基于 P-AHP 和聚合算子的综合方法
目的多重标准方法是解决复杂决策问题的适当工具,可为决策者在选择过程中提供真正的支持。本文使用 Parsimonious AHP 这一新方法分析了一个长期反复出现的决策问题:(研究结果本文证明,由于所选聚合器的数学特性不同,最终排名的变化对于在不忽略输入数据任何特征的情况下选择最佳备选方案至关重要。事实上,本文讨论并强调了最佳备选方案是如何以及为什么最佳备选方案从来都不是最优秀的,而是在所有聚合算子排名中都处于非常好的位置。 原创性/价值这项工作的目的和创新之处在于通过使用不同的聚合技术,以动态的方式使用 Parsimonious AHP(P-AHP)方法。
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来源期刊
CiteScore
8.20
自引率
8.70%
发文量
126
期刊介绍: ■In-depth studies of major issues ■Operations management ■Financial management ■Motivation ■Entrepreneurship ■Problem solving and proactivity ■Serious management argument ■Strategy and policy issues ■Tactics for turning around company crises Management Decision, considered by many to be the best publication in its field, consistently offers thoughtful and provocative insights into current management practice. As such, its high calibre contributions from leading management philosophers and practitioners make it an invaluable resource in the aggressive and demanding trading climate of the Twenty-First Century.
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Compassion, value creation and digital learning orientation in social entrepreneurs The impact of supply chain revamping announcements on shareholder value Prioritizing factors for generative artificial intelligence-based innovation adoption in hospitality industry Exploring the role of heuristics in buyer–supplier relationship dynamics Understanding behavioral strategy: a historical evolutionary perspective in “Management Decision”
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