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A note on a semiparametric approach to estimating financing constraints in firms

机译:关于估计公司融资约束的半参数方法的注释

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In this paper, we present a novel approach to modeling financing constraints of firms. Specifically, we adopt an approach in which firm-level investment is a nonparametric function of some relevant firm characteristics, cash flow in particular. This enables us to generate firm-year specific measures of cash flow sensitivity of investment. We are therefore able to draw conclusions about financing constraints of individual firms as well as cohorts of firms without having to split our sample on an ad hoc basis. This is a significant improvement over the stylized approach that is based on comparison of point estimates of cash flow sensitivity of investment of the average firm of ad hoc sub-samples of firms. We use firm-level data from India to highlight the advantages of our approach. Our results suggest that the estimates generated by this approach are meaningful from an economic point of view and are consistent with the literature.
机译:在本文中,我们提出了一种新颖的方法来对公司的融资约束进行建模。具体来说,我们采用的方法是,公司层面的投资是某些相关公司特征(尤其是现金流量)的非参数函数。这使我们能够生成公司年度特定的现金流量敏感性投资度量。因此,我们可以得出关于单个公司以及同等公司的融资约束的结论,而不必临时分配样本。这是对程式化方法的一项重大改进,该方法是基于对企业临时子样本的平均企业投资现金流敏感性的点估计值的比较而得出的。我们使用来自印度的公司级数据来强调我们方法的优势。我们的结果表明,从经济学的角度来看,这种方法产生的估计是有意义的,并且与文献一致。

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