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Research on Performance Evaluation of Listed Companies in China Based on Factor Analysis and Cluster Analysis

机译:基于因子分析和集群分析的中国上市公司绩效评估研究

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This paper choose 2841 listed companies financial data in 2016 from Shanghai Stock Exchange from the RESSET data and build performance evaluation index system with 10 financial indicators. This paper uses factor analysis method to reduce the dimension of the evaluation index in the sample of listed companies and classify the listed companies by cluster analysis method. The number of evaluation index is reduced to 4 from 10, namely: income level, profitability, operation ability, growth ability, the original amount of information from the 4 factors to carry up to 73.387%. According to the contribution rate of the common factors and factor rotation to get The comprehensive evaluation model of financial situation of listed companies in China and use profitability factor in the result of factor analysis as the goal of clustering on listed companies, the clustering result showed that the Chinese listed companies can be divided into 5 categories, grade AAA; grade AA; Grade A; grade B; grade C. This paper has found that there have significant differences in the level of profitability and operational level between grade AA and grade B, not in the level of income and growth ability.
机译:本文从2016年从上海证券交易所从Resset数据中选择了2841家上市公司财务数据,并建立了具有10个财务指标的性能评估指标系统。本文采用因子分析方法减少上市公司样本中评估指数的维度,并通过集群分析方法对上市公司进行分类。评估指数的数量从10减少到4,即:收入水平,盈利能力,运营能力,增长能力,4个因素的原始信息量高达73.387%。根据普通因素和因素轮换的贡献率,以获得中国上市公司财务状况的综合评价模型,并在因子分析中使用盈利因子作为集群在上市公司集群的目标,聚类结果表明中国上市公司可分为5个类别,级别AAA; AA级; A级; B级; C.本文发现,AA和B级和B级之间的盈利能力和业务层面存在显着差异,而不是收入和增长能力。

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