Integrating Qualitative and Quantitative Factors in Supplier Selection and Performance Evaluation
Integrating Qualitative and Quantitative Factors in Supplier Selection and Performance Evaluation
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Özet
Companies need to cooperate with reliable and high-performing suppliers of goods and services, and build mutual long-term relationships in order to sustain their existence and increase their market share. An engineering manager can determine the most effective strategy in supplier selection by the proposed model, which allows an integration of objective values and the uncertainty of human judgements. A two-stage integrated fuzzy analytic network process (FANP) and super-efficiency data envelopment analysis (DEA) model is proposed and applied to a wind turbine project of a company operating in the renewable energy sector. At the first stage of the methodology, the weights of the qualitative criteria were determined by using FANP. At the second stage, the qualitative supplier selection criteria that were converted into quantitative criteria with FANP were used as outputs; and cost (which was already a quantitative criterion) was used as an input in the DEA, by way of which the performances of the suppliers were assessed. This study, which includes decision-making, performance management, and supply chain management issues, introduces a new approach, both in terms of the sector referred to and the methodology that enables companies to select the best suppliers by assessing both qualitative and quantitative factors.
Açıklama
ORCID
Anahtar kelimeler
Selection (Genetic Algorithm), Data Envelopment Analysis, Supply Chain Management, Quantitative Analysis (Chemistry), Fuzzy Logic, DEA Models, Artificial intelligence, Supplier evaluation, Industrial engineering. Management engineering, Strategy and Management, Environmental Decision Making, Social Sciences, Business, Management and Accounting, Efficiency Analysis in Production and Resource Allocation, T55.4-60.8, Multi-Criteria Decision Making, Management Science and Operations Research, Operations research, Decision Sciences, Supplier Selection, FOS: Economics and business, Supply Chain Network Design, Selection (genetic algorithm), Engineering, Data envelopment analysis, FOS: Mathematics, Conceptualizing the Circular Economy and Sustainable Supply Chains, Business, wind power plant, Supply chain management, Marketing, Chromatography, Mathematical optimization, Supply chain, Computer science, supplier selection; renewable energy, Process (computing), Fuzzy logic, Chemistry, Operating system, Data Envelopment Analysis, super efficiency model, Fuzzy analytic network process, data envelopment analysis, Quantitative analysis (chemistry), Mathematics
Bilim Dalları
0211 other engineering and technologies, 02 engineering and technology, 0502 economics and business, 05 social sciences
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2
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30
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2
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