Clustering Default Syndromes Across Italian SMEs

M. Modina, S. Zedda
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Abstract

The quantitative analyses related to firms’ default prediction extensively analyzed which balance sheet ratios include significant information on the probability of default of a firm. These analyses are typically aimed at measuring a generic default risk, while no analyses are aimed at describing the syndromes affecting firms and bringing them to default. Defining syndromes, which means describing how and why firms default, can be of fundamental importance for evaluating which specific weakness a firm is affected from, and which specific intervention can fix the problem. In this paper, we analyzed a panel of Italian small and medium sized companies (SMEs) for verifying if some syndromes can be found. Results shows that the main syndromes affecting the Italian SMEs are quite similar over sectors, even if each sector is characterized by specific equilibriums and values.
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意大利中小企业的集群性违约综合症
与企业违约预测相关的定量分析广泛地分析了哪些资产负债表比率包含企业违约概率的重要信息。这些分析通常旨在衡量一般的违约风险,而没有分析旨在描述影响公司并使其违约的综合症。定义综合症,即描述公司如何以及为什么违约,对于评估公司受到哪一特定弱点的影响,以及哪种具体干预措施可以解决问题,可能具有根本重要性。在本文中,我们分析了一组意大利中小企业(SMEs),以验证是否可以发现一些综合症。结果表明,影响意大利中小企业的主要综合症在各个部门之间非常相似,即使每个部门都具有特定的均衡和价值。
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