Patterns of debt use in small businesses: a non-parametric analysis

A. Chakraborty, R. Mallick
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引用次数: 3

Abstract

This paper uses non-parametric techniques to examine patterns of debt use by smallrms and how such patterns differ acrossrm categories. The methodological goal is to use the richness of therm level data and allow convincing presentations with minimum of assumptions. The procedures used provide easily comprehendible graphical descriptions of the data. The procedures augment what can be discerned from descriptive statistics by accounting for differential weights and allowing for clustering that is a native feature of cross-sectional data. We also investigate howrms could benet if credit availability improves. Though a model-based analysis would be required to provide a detailed analysis, our analysis suggests that greater credit availability will benet allrms. Firms with low levels of equity will be better off as their credit constraints will be less binding, whilerms with high levels of equity will benet from acquiring more debt.
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小企业债务使用模式:非参数分析
本文使用非参数技术来检查小企业使用债务的模式,以及这些模式在不同类别之间的差异。方法目标是利用热水平数据的丰富性,并允许以最少的假设进行令人信服的演示。所使用的程序提供了易于理解的数据图形描述。这些过程通过考虑差分权重和允许聚类(横截面数据的固有特征)来增加可以从描述性统计中辨别出来的内容。我们还调查了如果信贷可用性改善,银行将如何受益。虽然需要基于模型的分析来提供详细的分析,但我们的分析表明,更大的信贷可用性将使所有人受益。股本水平较低的公司将会更好,因为它们的信贷约束将不那么具有约束力,而股本水平较高的公司将从获得更多债务中受益。
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