Application of factor analysis in company management – selected examples related to competitiveness and market success

Q2 Engineering
J. Jurczak, G. Jurczak
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引用次数: 2

Abstract

Abstract Factor analysis is a standard statistical technique for reducing data dimensionality, which is widely used in sociology, psychology, and demography. Also, financial and insurance institutions commonly use such a technique for marketing research. In recent years, factor analysis has been used, at the beginning rather diffidently, to analyse selected problems of business management, e.g. to troubleshoot consumer and company communication. There are some literature reports about the successful use of factor analysis in managing a company area. Nevertheless, the literature seems to lack examples with successful use of the method with a clear explanation of its rather difficult application in the field of competitiveness or potential company boost. The modest popularity of such a powerful technique in this particular field seems to be attributed mainly to the complexity of the method and its requirements concerning the data quantity. Besides, the factor analysis technique has great potential and can be used as an efficient tool to reduce the complexity of observed phenomenon or verify the accuracy of theoretical models. Therefore, the purpose of this paper is to present a vast potential of factor analysis (both exploratory and confirmatory) applied to solve various problems in company management, especially related to competitiveness and market success. Two case studies covering the subject of business management are presented to illustrate the benefits of factor analysis application. The exploratory factor analysis is exemplified by the search of factors related to the commercial success of the company, while the confirmatory technique is illustrated by a case study of the intellectual capital of the company and its factors related to competitiveness. The paper also presents the essence of the factor analysis, types of analysis, subsequent procedures, purposes, and its specific features. Finally, the applicability of the factor analysis to solve management issues and possible gain in management are discussed.
因素分析在公司管理中的应用-选择与竞争力和市场成功相关的例子
因子分析是一种降低数据维数的标准统计技术,在社会学、心理学、人口学等领域得到广泛应用。此外,金融和保险机构通常使用这种技术进行市场研究。近年来,因子分析已被用于分析企业管理的选定问题,开始时相当谨慎,例如解决消费者和公司沟通问题。有一些文献报道成功地使用因子分析管理公司区域。然而,文献似乎缺乏成功使用该方法的例子,并明确解释其在竞争力或潜在公司提升领域的相当困难的应用。如此强大的技术在这一特定领域的适度普及似乎主要归因于该方法的复杂性及其对数据量的要求。此外,因子分析技术具有很大的潜力,可以作为一种有效的工具来降低观察现象的复杂性或验证理论模型的准确性。因此,本文的目的是展示因子分析的巨大潜力(探索性和验证性)应用于解决公司管理中的各种问题,特别是与竞争力和市场成功相关的问题。两个案例研究涵盖了企业管理的主题,以说明因素分析应用的好处。探索性因素分析通过寻找与公司商业成功相关的因素来举例说明,而验证性技术则通过对公司智力资本及其与竞争力相关的因素的案例研究来说明。本文还介绍了因子分析的本质、分析类型、后续步骤、目的及其具体特点。最后,讨论了因子分析在解决管理问题中的适用性以及在管理中可能获得的收益。
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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来源期刊
Engineering Management in Production and Services
Engineering Management in Production and Services Business, Management and Accounting-Management Information Systems
CiteScore
3.40
自引率
0.00%
发文量
27
审稿时长
7 weeks
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