Reckoning the performance of management institutions – A Mamdani fuzzy inference system approach
Umayal Palaniappan and
L. Suganthi
International Journal of Productivity and Performance Management, 2023, vol. 73, issue 8, 2441-2479
Abstract:
Purpose - The purpose of this research is to present an integrated methodological framework to aid in performance stewardship of management institutions according to their strategies based on a holistic evaluation encompassing social, economic and environmental dimensions. Design/methodology/approach - A Mamdani fuzzy inference system (FIS) approach was adopted to design the quantitative models with respect to balanced scorecard (BSC) perspectives to demonstrate dynamic capability. Individual models were developed for each perspective of BSC using Mamdani FIS. Data was collected from subject matter experts in management education. Findings - The proposed methodology is able to successfully compute the scores for each perspective. Effective placement, teaching learning process, faculty development and systematic feedback from the stakeholders were found to be the key drivers for revenue generation. The model is validated as the results were well accepted by the head of the institution after implementation. Research limitations/implications - The model resulting from this study will assist the institution to cyclically assess its performance, thus enabling continuous improvement. The strategy map provides the causality of the objectives across the four perspectives to aid the practitioners to better strategize. Also this study contributes to the literature of BSC as well to the applications of multi-criteria decision-making (MCDM) techniques. Originality/value - Mamdani FIS integrated BSC model is a significant contribution to the academia of management education to quantitatively compute the performance of institutions. This quantified model reduces the ambiguity for practitioners to decide the performance levels for each metric and the priorities of metrics.
Keywords: Performance measurement; Mamdani fuzzy inference system; Balanced scorecard; Conjoint analysis; Management institutions; Dynamic capability (search for similar items in EconPapers)
Date: 2023
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Persistent link: https://EconPapers.repec.org/RePEc:eme:ijppmp:ijppm-05-2023-0214
DOI: 10.1108/IJPPM-05-2023-0214
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