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Chinese Journal of Management Science ›› 2023, Vol. 31 ›› Issue (8): 80-89.doi: 10.16381/j.cnki.issn1003-207x.2020.1397

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Research on the Relationship between Government Subsidy and SMEs Value Creation from Enterprise Life Cycle Perspective: Based on Rules Mining Using Agglomerative Hierarchical Clustering and Rough Sets

Wei-dong ZHU1(),Yu-fei TIAN2,Fu-wei ZHANG2,Xue HU2,Xiao-ya DAI2   

  1. 1.Industrial Information and Economic Research Center, Hefei University of Technology, Hefei 230601, China
    2.School of Management, Hefei University of Technology, Hefei 230009, China
  • Received:2020-07-20 Revised:2020-10-31 Online:2023-08-15 Published:2023-08-24
  • Contact: Wei-dong ZHU E-mail:zhuwd@hfut.edu.cn

Abstract:

The government supports the sustainable development of enterprises through various types of subsidies, and different types of subsidies help enterprises to solve specific development problems. How to give full play to the value-enhancement effect of subsidized resources is an important issue in government subsidy research. In this paper, government subsidies are divided into three types: innovation subsidy, enterprise development subsidy and social responsibility subsidy according to the purpose of funding in order to study the relationship between different types of government subsidies and the value creation efficiency of small-sized enterprises (SMEs) at different life cycle stages. The law mining model based on agglomerative hierarchical clustering (AHC) and rough sets is adopted. On the basis of analyzing the influencing factors of enterprise value creation, the influence mechanism of government subsidies on enterprise value creation is constructed. The discretization in the rough sets model is solved by using AHC algorithm. The law mining model of government subsidies, value creation influencing factors and value creation of SMEs at different development stages is constructed. The listed companies in the SMEs board from 2009 to 2018 are selected as the research sample. The data from China Stock Market & Accounting Research (CSMAR) Database and the government subsidy data mined and classified based on CSMAR are used. The empirical results show that there is a non-linear configuration structure relationship among high-efficiency enterprise value creation and different types of government subsidies and influencing factors. The efficient value creation of enterprises is jointly determined by the type of government subsidies, the life cycle of the enterprise, and the factors that affect value creation. The research on the relationship between government subsidies and enterprise value creation is pioneered using data mining method, and theoretical foundation and application experience is provided for exploring the nonlinear configuration structure relationship between them. The conclusion is useful for improving the efficiency of government subsidies.

Key words: government subsidy, value creation, enterprise life cycle, rough sets, agglomerative hierarchical clustering

CLC Number: