Parsimonious models of financial insolvency in small companies

被引:31
|
作者
Pindado, J
Rodrigues, LF
机构
[1] Univ Salamanca, Dept Adm & Econ Empresa, E-37007 Salamanca, Spain
[2] Inst Politecn Viseu, Escola Super Tecnol, Dept Management, Viseu, Portugal
关键词
D O I
10.1023/B:SBEJ.0000011572.14143.be
中图分类号
F [经济];
学科分类号
02 ;
摘要
This study is an extension of current research on insolvency diagnosis. We intend to demonstrate that in small firms, the relevant information for the preventive diagnosis of insolvency can be synthesised in a model built upon a more reduced number of economic and financial ratios than the ones generally used in this kind of study. Our approach produces parsimonious models that can extract information from publicly available accounting-financial data. We demonstrate that using an extensive exploratory stage that will monitor the effects of correlation between financial variables, we will be able to build relatively stable models with a small set of variables. The results of the models built by resorting to discriminant analysis and to logistic regression present a similar accuracy to models previously developed. Our models present the advantage of including a small number of variables that can be interpreted in the light of current financial theory and therefore it reduces the number of financial data needed to make an insolvency diagnosis. This is particularly decisive when working in an environment of restricted information availability, which is very common in small companies.
引用
收藏
页码:51 / 66
页数:16
相关论文
共 50 条
  • [31] Failure prediction models for Slovak small companies
    Svabova, Lucia
    Durica, Marek
    Valaskova, Katarina
    EUROPEAN JOURNAL OF INTERNATIONAL MANAGEMENT, 2022, 18 (04) : 617 - 637
  • [32] An Empirical Approach to the Financial Behaviour of Small and Medium Sized Companies
    Jose Lopez-Gracia
    Cristina Aybar-Arias
    Small Business Economics, 2000, 14 : 55 - 63
  • [33] FINANCIAL INFORMATION USED BY SMALL AND MEDIUM SIZED INDUSTRIAL COMPANIES
    Bagatini, Fabiano Marcos
    REVISTA GESTAO ORGANIZACIONAL, 2008, 1 (02): : 132 - 144
  • [34] FINANCIAL ASPECTS OF LEATHER RESEARCH WITH SPECIAL REFERENCE TO SMALL COMPANIES
    GRIMLEY, SS
    JOURNAL OF THE AMERICAN LEATHER CHEMISTS ASSOCIATION, 1974, 69 (01): : 19 - 27
  • [35] Analysis of temporal sensitivity in the insolvency prediction models:: an application to the industrial small business
    Gomez Miranda, Maria Elena
    de la Torre Martinez, Jose Maria
    Martinez, Isabel Roman
    REVISTA ESPANOLA DE FINANCIACION Y CONTABILIDAD-SPANISH JOURNAL OF FINANCE AND ACCOUNTING, 2008, 37 (137): : 85 - 111
  • [36] An empirical approach to the financial behaviour of small and medium sized companies
    Lopez-Gracia, J
    Aybar-Arias, C
    SMALL BUSINESS ECONOMICS, 2000, 14 (01) : 55 - 63
  • [37] Applying the Theory of Fuzzy Logic in the Financial Management of Small Companies
    Morozko, Natalia
    Morozko, Nina
    Didenko, Valentina
    MONTENEGRIN JOURNAL OF ECONOMICS, 2022, 18 (04) : 49 - 60
  • [38] Discrimination models of the financial crisis of listed companies and its application
    He, YZ
    Pang, SL
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS, 2006, 13 : 189 - 196
  • [39] FINANCIAL DISTRESS PREDICTION OF THE ROMANIAN COMPANIES USING CHAID MODELS
    Andreica, Madalina Ecaterina
    METALURGIA INTERNATIONAL, 2012, 17 (12): : 196 - 200
  • [40] EARLY WARNING MODELS FOR FINANCIAL DISTRESS: THE CASE OF THE ROMANIAN COMPANIES
    Andreica, Madalina Ecaterina
    METALURGIA INTERNATIONAL, 2009, 14 : 174 - 178