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
  • [21] SMALL BUSINESS INVESTMENT COMPANIES - FINANCIAL CHARACTERISTICS AND INVESTMENTS
    BREWER, E
    GENAY, H
    JOURNAL OF SMALL BUSINESS MANAGEMENT, 1995, 33 (03) : 38 - 56
  • [22] Parsimonious additive models
    Avalos, Marta
    Grandvalet, Yves
    Ambroise, Christophe
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 51 (06) : 2851 - 2870
  • [23] Term Structure Models During the Global Financial Crisis: A Parsimonious Text Mining Approach
    Kiyohiko G. Nishimura
    Seisho Sato
    Akihiko Takahashi
    Asia-Pacific Financial Markets, 2019, 26 : 297 - 337
  • [24] Term Structure Models During the Global Financial Crisis: A Parsimonious Text Mining Approach
    Nishimura, Kiyohiko G.
    Sato, Seisho
    Takahashi, Akihiko
    ASIA-PACIFIC FINANCIAL MARKETS, 2019, 26 (03) : 297 - 337
  • [25] Insolvency reform and the Indonesian financial crisis
    Linnan, DK
    BULLETIN OF INDONESIAN ECONOMIC STUDIES, 1999, 35 (02) : 107 - 137
  • [26] INSOLVENCY FOR THE SMALL BUSINESSMAN
    KRAUSE, S
    BUSINESS LAWYER, 1962, 18 (01): : 161 - 171
  • [27] USING FINANCIAL RATIOS TO PREDICT INSOLVENCY
    RUSHINEK, A
    RUSHINEK, SF
    JOURNAL OF BUSINESS RESEARCH, 1987, 15 (01) : 93 - 100
  • [28] Forecasting Insolvency of Brazilian Publicly Traded Companies
    Dos Santos, Atila P.
    Dos Santos, Sandra I. F.
    Do Prado, Hercules A.
    Ferneda, Edilson
    SMART DIGITAL FUTURES 2014, 2014, 262 : 228 - 236
  • [29] THE PRODUCTIVITY COMMISSION, CORPORATE INSOLVENCY AND PHOENIX COMPANIES
    Anderson, Helen
    O'Connell, Ann
    Ramsay, Ian
    Welsh, Michelle
    COMPANY AND SECURITIES LAW JOURNAL, 2015, 33 (06): : 425 - 429
  • [30] Groups of Companies in Insolvency: A German Perspective: Overcoming the Domino Effect in an (International) Group Insolvency
    Siemon, Klaus
    Frind, Frank
    INTERNATIONAL INSOLVENCY REVIEW, 2013, 22 (02) : 61 - 84