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Are there non-linearities between SME growth and its determinants? A quantile approach

机译:中小企业增长与其决定因素之间是否存在非线性关系?分位数方法

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This article uses quantile regressions to study the relationship between the growth of Portuguese small and medium enterprises (SMEs) and its determinants. To control a sample selection bias, we use a two-step estimation. In the first stage, we verified that past growth, size, age, R&D intensity, and cash flow are important determinants for the survival of Portuguese SMEs. Then, after controlling for possible bias of data, we now find that relationships between determinants and growth in Portuguese SMEs present significant non-linearities over growth distribution: (i) Gibrat’s Law cannot be rejected in the context of reductions in the size of Portuguese SMEs, but is rejected when company size increases; (ii) debt and R&D intensity are restrictive determinants of Portuguese SME growth when there is reduction in size, being determinants promoting growth in the case of increased size; (iii) age is a restrictive factor of Portuguese SME growth only when there is an increase in size; and (iv) cash flow, although a determinant promoting Portuguese SME growth regardless of the level of growth, takes on greater importance when there is a reduction in size.
机译:本文使用分位数回归来研究葡萄牙中小企业(SME)的增长与其决定因素之间的关系。为了控制样本选择偏差,我们使用了两步估算。在第一阶段,我们验证了过去的增长,规模,年龄,研发强度和现金流量是葡萄牙中小企业生存的重要决定因素。然后,在控制了可能的数据偏差之后,我们现在发现,葡萄牙中小企业的决定因素与增长之间的关系呈现出明显的非线性增长分布:(i)在葡萄牙中小企业规模减小的背景下,不能拒绝吉布拉特定律,但随着公司规模的增加而被拒绝; (ii)债务和研发强度是规模缩小时葡萄牙中小企业增长的限制性决定因素,是规模增长时促进增长的决定性因素; (iii)年龄仅在规模增加时才是葡萄牙中小企业增长的制约因素; (iv)现金流量,尽管无论增长水平如何,都是促进葡萄牙中小企业增长的决定因素,但在规模缩小时,现金流量就显得尤为重要。

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