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企业规模度量之间多维尺度关系的稳健表征

Robust Characterization of Multidimensional Scaling Relations between Size Measures for Business Firms.

作者信息

Kobayashi Yuh, Takayasu Hideki, Havlin Shlomo, Takayasu Misako

机构信息

Department of Mathematical and Computing Science, School of Computing, Tokyo Institute of Technology, Yokohama 226-8502, Japan.

Institute of Innovative Research, Tokyo Institute of Technology, Yokohama 226-8502, Japan.

出版信息

Entropy (Basel). 2021 Jan 29;23(2):168. doi: 10.3390/e23020168.

Abstract

Although the sizes of business firms have been a subject of intensive research, the definition of a "size" of a firm remains unclear. In this study, we empirically characterize in detail the scaling relations between size measures of business firms, analyzing them based on allometric scaling. Using a large dataset of Japanese firms that tracked approximately one million firms annually for two decades (1994-2015), we examined up to the trivariate relations between corporate size measures: annual sales, capital stock, total assets, and numbers of employees and trading partners. The data were examined using a multivariate generalization of a previously proposed method for analyzing bivariate scalings. We found that relations between measures other than the capital stock are marked by allometric scaling relations. Power-law exponents for scalings and distributions of multiple firm size measures were mostly robust throughout the years but had fluctuations that appeared to correlate with national economic conditions. We established theoretical relations between the exponents. We expect these results to allow direct estimation of the effects of using alternative size measures of business firms in regression analyses, to facilitate the modeling of firms, and to enhance the current theoretical understanding of complex systems.

摘要

尽管企业规模一直是深入研究的课题,但企业“规模”的定义仍不明确。在本研究中,我们基于异速生长标度详细地实证刻画了企业规模度量之间的标度关系。我们使用一个大型日本企业数据集,该数据集在二十年(1994 - 2015年)间每年追踪约一百万家企业,研究了企业规模度量之间直至三变量的关系:年销售额、资本存量、总资产以及员工和贸易伙伴数量。使用先前提出的用于分析双变量标度的方法的多元推广对数据进行了检验。我们发现,除资本存量外的其他度量之间的关系以异速生长标度关系为特征。多年来,多个企业规模度量的标度和分布的幂律指数大多稳健,但存在似乎与国家经济状况相关的波动。我们建立了指数之间的理论关系。我们期望这些结果能够直接估计在回归分析中使用企业替代规模度量的影响,促进企业建模,并增进当前对复杂系统的理论理解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0b92/7910913/17a6c23455c1/entropy-23-00168-g001a.jpg

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