Competitiveness metrics for small and medium-sized enterprises through multi-criteria decision making methods and neural networks
Jones Luís Schaefer,
Elpidio Oscar Benitez Nara,
Julio Cezar Mairesse Siluk,
Ismael Cristofer Baierle,
Matheus Becker Da Costa and
João Carlos Furtado
International Journal of Process Management and Benchmarking, 2022, vol. 12, issue 2, 184-207
Abstract:
This paper aims to present a way to obtain competitiveness metrics for small and medium-sized enterprises (SMEs) in a country with emerging characteristics. Key performance indicators (KPIs) were selected through a bibliographical research and fuzzy-Delphi method. Competitiveness rates were obtained modelling these KPIs through a hybrid approach between VIKOR and TODIM methods, and artificial neural networks (ANNs). A set of 18 KPIs to evaluate, monitor and control SMEs competitiveness was defined. Individual competitiveness rates (ICRs) were obtained for SMEs and an average of 78.33 with the ANN × VIKOR hybridisation and 81.61 with the ANN × TODIM hybridisation (on a scale from 0 to 100). This paper can serve as parameter for other studies related to competitiveness evaluation. Through the KPIs set, it is possible to define measurement parameters, translating into better control and optimising possibilities for SMEs competitiveness, being used for comparisons and benchmarks for other similar Brazilian or global SMEs.
Keywords: competitiveness; multi-criteria decision making; MCDM; VIKOR; TODIM; artificial neural network; ANN; small and medium-sized enterprises; SMEs; key performance indicators; KPIs; individual competitiveness rate; ICR. (search for similar items in EconPapers)
Date: 2022
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Persistent link: https://EconPapers.repec.org/RePEc:ids:ijpmbe:v:12:y:2022:i:2:p:184-207
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