Job Evaluation for Production Roles with Fuzzy Cognitive Map: An Empirical Study in the Manufacturing Industry

S. Turgay, Metehan Han, Abdülkadir Aydın
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引用次数: 0

Abstract

: Job evaluation is a critical process in organizations, particularly in the manufacturing industry, where production roles play a vital role in overall operational success. Traditional job evaluation methods often rely on subjective judgments and can be prone to bias. This study considered the application of Fuzzy Cognitive Maps (FCMs) as a novel approach to job evaluation in the manufacturing industry. FCMs provide a framework to capture and represent the complex relationships and interdependencies between various job attributes and their impact on overall job performance. The objective of this empirical study is to demonstrate the effectiveness of FCMs in job evaluation for production roles in the manufacturing industry. The collected data will be used to construct FCMs, where nodes represent job attributes (e.g., technical skills, communication, problem-solving) and edges capture the strength and direction of relationships between attributes. The FCMs will be validated and calibrated using statistical techniques, ensuring their reliability and accuracy. The final evaluation framework will provide a quantitative method for assessing the relative importance of job attributes and determining the overall value of production roles within the organization.
基于模糊认知图的生产角色岗位评价:制造业的实证研究
工作评估是组织中的一个关键过程,特别是在制造业中,生产角色在整体运营成功中起着至关重要的作用。传统的工作评估方法往往依赖于主观判断,容易产生偏见。本研究将模糊认知图(fcm)作为一种新的方法应用于制造业岗位评价。fcm提供了一个框架来捕获和表示各种工作属性之间的复杂关系和相互依赖关系,以及它们对整体工作绩效的影响。本实证研究的目的是证明fcm在制造业生产角色岗位评价中的有效性。收集到的数据将用于构建fcm,其中节点表示工作属性(例如,技术技能,沟通,解决问题),边缘捕获属性之间关系的强度和方向。fcm将使用统计技术进行验证和校准,以确保其可靠性和准确性。最后的评价框架将提供一种定量的方法来评估工作属性的相对重要性,并确定组织内生产角色的总体价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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