统计研究

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全要素生产率会影响成本函数估计吗

陈林等   

  • 出版日期:2015-11-15 发布日期:2015-11-19

Does Total Factor Productivity Affect Estimation of the Cost Function

Chen Lin et al.   

  • Online:2015-11-15 Published:2015-11-19

摘要: 不同于传统的成本函数实证研究,本文关注的是企业间异质的全要素生产率对成本函数估计的影响。为此,本文首次从CES生产函数推导出一个包含全要素生产率的完整的成本函数模型,并以中国大型重化工企业的2003-2007年样本进行回归,同时使用传统模型与SFA模型回归,以进行方法论上的比较分析。结果表明,全要素生产率确实对成本函数估计产生了重要影响,改良前的传统模型可能出现“遗漏变量”问题,使似不相关回归产生内生性问题。三种方法的回归结果表明:非国有企业的规模经济效应是显著的,但国有企业的规模经济检验结果却不稳健——不同方法的测度结果不一致。因此,政府在制定规制、扶持与补贴等政策前,规模经济的测度应该尽量考虑到企业异质性,并使用多种检验方法,以保证政策干预的有效性。

关键词: 超越对数成本函数模型, 似不相关回归 , 全要素生产率, 规模经济

Abstract: Different from the traditional empirical research of cost function, this paper is concerned with the effects of total factor productivity heterogeneity on enterprise cost function estimation. Therefore, this paper first derives a complete cost function model including the total factor productivity from the CES production function, and makes regression using the sample of Chinese large chemical enterprises during 2003-2007. At the same time, we also use traditional regression model and the SFA model in order to compare methodological analysis. The results shows that, the total factor productivity do have important influences on the cost function estimation. The traditional model may have the problem of "omitted variables" which produces endogenous problems in seemingly unrelated regression. The result from three methods shows that: the scale economy effect of non-state-owned enterprise is remarkable, but the economies of scale test result of state-owned enterprises is not stable——the results of the different methods are not consistent. Therefore, before making government regulation, support and subsidy policies, the heterogeneity of enterprises should be considered in measuring the economies of scale and a variety of test methods should be used to ensure the effectiveness of policy interventions.

Key words: Translog Cost Function;Seemingly Unrelated Regression;Total Factor Productivity, Economies of Scale