Parsimonious Models of Financial Insolvency in Small Companies
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 gene...
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Veröffentlicht in: | Small business economics 2004-02, Vol.22 (1), p.51-66 |
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description | 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. |
doi_str_mv | 10.1023/B:SBEJ.0000011572.14143.be |
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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. 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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.</description><subject>Accounting</subject><subject>Bank assets</subject><subject>Bank capital</subject><subject>Bankruptcy</subject><subject>Business structures</subject><subject>Business studies</subject><subject>Capital investments</subject><subject>Company insolvency</subject><subject>Discriminant analysis</subject><subject>Discriminants</subject><subject>Economic models</subject><subject>Economics</subject><subject>Financial analysis</subject><subject>Financial investments</subject><subject>Financial management</subject><subject>Insolvency</subject><subject>Modeling</subject><subject>Profitability ratios</subject><subject>Regression analysis</subject><subject>Small & medium sized enterprises-SME</subject><subject>Small and medium sized enterprises</subject><subject>Small business</subject><subject>Statistical analysis</subject><subject>Variables</subject><subject>Working capital</subject><issn>0921-898X</issn><issn>1573-0913</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2004</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNpdkN9LwzAQx4MoOKd_glD24FvrJWnTZA-CG5s_mChMwbeQphlkpMlsNmH_va0TBe_l7uBzx5cPQiMMGQZCryfj5WT2mEFfGBclyXCOc5pV5ggNup2mIDA9RgMQBKdc8PdTdBbjuqMBShigmxfVRtsEb8MuJk-hNi4mYZXMrVdeW-WSBx-D-zRe7xPrk2WjnEumodkob008Rycr5aK5-OlD9DafvU7v08Xz3cP0dpHqnME2rQqCS1VzA5hVtQCsNGeElKYWnCqtu7kq6pJoLYShqmaMKahFRXJGIC8MHaKrw99NGz52Jm5lY6M2zilvuuCSlrygwMsOHP0D12HX-i6bJAQEcM6KDhofIN2GGFuzkpvWNqrdSwyy9yonsvcq_7zKb6-y6qNcHo7XcRva38scCBEUA_0CACh1TA</recordid><startdate>20040201</startdate><enddate>20040201</enddate><creator>Pindado, Julio</creator><creator>Rodrigues, Luis F.</creator><general>Kluwer Academic Publishers</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>0U~</scope><scope>1-H</scope><scope>3V.</scope><scope>7WY</scope><scope>7WZ</scope><scope>7X5</scope><scope>7XB</scope><scope>87Z</scope><scope>8A3</scope><scope>8AO</scope><scope>8BJ</scope><scope>8FK</scope><scope>8FL</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>BEZIV</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FQK</scope><scope>FRNLG</scope><scope>F~G</scope><scope>JBE</scope><scope>K60</scope><scope>K6~</scope><scope>L.-</scope><scope>L.0</scope><scope>M0C</scope><scope>PQBIZ</scope><scope>PQBZA</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>Q9U</scope></search><sort><creationdate>20040201</creationdate><title>Parsimonious Models of Financial Insolvency in Small Companies</title><author>Pindado, Julio ; Rodrigues, Luis F.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c460t-b5217ad8e016bd901ac86227ed983acc622b5d72cc99e3ad666a0d9b2462045e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2004</creationdate><topic>Accounting</topic><topic>Bank assets</topic><topic>Bank capital</topic><topic>Bankruptcy</topic><topic>Business structures</topic><topic>Business studies</topic><topic>Capital investments</topic><topic>Company insolvency</topic><topic>Discriminant analysis</topic><topic>Discriminants</topic><topic>Economic models</topic><topic>Economics</topic><topic>Financial analysis</topic><topic>Financial investments</topic><topic>Financial management</topic><topic>Insolvency</topic><topic>Modeling</topic><topic>Profitability ratios</topic><topic>Regression analysis</topic><topic>Small & medium sized enterprises-SME</topic><topic>Small and medium sized enterprises</topic><topic>Small business</topic><topic>Statistical analysis</topic><topic>Variables</topic><topic>Working capital</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Pindado, Julio</creatorcontrib><creatorcontrib>Rodrigues, Luis F.</creatorcontrib><collection>CrossRef</collection><collection>Global News & ABI/Inform Professional</collection><collection>Trade PRO</collection><collection>ProQuest Central (Corporate)</collection><collection>ABI/INFORM Collection</collection><collection>ABI/INFORM Global (PDF only)</collection><collection>Entrepreneurship Database</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>ABI/INFORM Global (Alumni Edition)</collection><collection>Entrepreneurship Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>International Bibliography of the Social Sciences (IBSS)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ABI/INFORM Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central</collection><collection>Business Premium Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>International Bibliography of the Social Sciences</collection><collection>Business Premium Collection (Alumni)</collection><collection>ABI/INFORM Global (Corporate)</collection><collection>International Bibliography of the Social Sciences</collection><collection>ProQuest Business Collection (Alumni Edition)</collection><collection>ProQuest Business Collection</collection><collection>ABI/INFORM Professional Advanced</collection><collection>ABI/INFORM Professional Standard</collection><collection>ABI/INFORM Global</collection><collection>ProQuest One Business</collection><collection>ProQuest One Business (Alumni)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central Basic</collection><jtitle>Small business economics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Pindado, Julio</au><au>Rodrigues, Luis F.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Parsimonious Models of Financial Insolvency in Small Companies</atitle><jtitle>Small business economics</jtitle><date>2004-02-01</date><risdate>2004</risdate><volume>22</volume><issue>1</issue><spage>51</spage><epage>66</epage><pages>51-66</pages><issn>0921-898X</issn><eissn>1573-0913</eissn><abstract>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. 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subjects | Accounting Bank assets Bank capital Bankruptcy Business structures Business studies Capital investments Company insolvency Discriminant analysis Discriminants Economic models Economics Financial analysis Financial investments Financial management Insolvency Modeling Profitability ratios Regression analysis Small & medium sized enterprises-SME Small and medium sized enterprises Small business Statistical analysis Variables Working capital |
title | Parsimonious Models of Financial Insolvency in Small Companies |
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