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Assessing innovativeness of manufacturing firms using an intuitionistic fuzzy based MCDM framework

机译:使用基于直觉模糊的MCDM框架评估制造企业的创新性

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Purpose - The purpose of this paper is to provide a framework for assessing the overall innovativeness of manufacturing firms using a multi-attribute group decision-making methodology. Design/methodology/approach - This study identifies the indicators of firms' innovativeness from the literature. The concept of neutrosophic numbers has been used to assign different importance weights to individual decision makers to account for the differences in their educational backgrounds and practical experience. An intuitionistic fuzzy based TOPSIS procedure is adapted for ranking the candidate firms based on their performance on identified criteria. The implementation of the proposed methodology is demonstrated through an explanatory example. Sensitivity analysis is carried out to judge the robustness of the proposed framework. Findings - The proposed framework provides an efficient and reliable tool to subjectively evaluate and compare the innovativeness of manufacturing firms. The sensitivity analysis shows that the methodology is robust enough to absorb the noise factors/errors/variations, etc. Research limitations/implications - Motivated by this work, future studies can consider developing an integrated innovativeness index for evaluation of innovativeness of manufacturing firms. The concept of interval valued intuitionistic fuzzy and neutrosophic sets can be utilized to reduce the margin of perceptual errors even further. Practical implications - The study will provide the firms with a framework for benchmarking their innovative performance. The firms can analyze their current performance and reconfigure their resources and capabilities suitably to improve their competitive position. Originality/value - This study is one of the few attempts that have been made to articulate a firm level innovativeness assessment tool for manufacturing firms operating in an industry sector. Advanced concepts of fuzzy and neutrosophic sets have been utilized to eliminate the chances of bias/perceptual errors that most often affect the quality of decisions in today's dynamic and uncertain decision-making environment.
机译:目的-本文的目的是提供一个使用多属性小组决策方法评估制造企业整体创新能力的框架。设计/方法/方法-这项研究从文献中确定了企业创新的指标。中智数字的概念已用于为各个决策者分配不同的重要性权重,以说明他们的教育背景和实践经验的差异。基于直觉模糊的TOPSIS程序适用于根据候选公司在已确定标准下的绩效对候选公司进行排名。通过一个示例说明了所提出方法的实施。进行敏感性分析以判断所提出框架的鲁棒性。调查结果-提议的框架提供了一种有效且可靠的工具,可以主观评估和比较制造企业的创新能力。敏感性分析表明,该方法具有足够的鲁棒性,可以吸收噪声因素/误差/变异等。研究限制/隐含-由于这项工作,未来的研究可以考虑开发综合的创新指数来评估制造企业的创新能力。可以使用区间值直觉模糊和中智集合的概念来进一步减少感知误差的余量。实际意义-该研究将为公司提供一个基准,以衡量其创新绩效。公司可以分析其当前绩效,并适当地重新配置其资源和能力,以提高其竞争地位。独创性/价值-这项研究是为工业部门中的制造公司阐明公司级创新性评估工具的少数尝试之一。模糊和中智集的高级概念已被用于消除在当今动态和不确定的决策环境中最常影响决策质量的偏见/感知错误的机会。

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