Bankruptcy prediction model for listed companies in Greece
Open Access
- 27 May 2021
- journal article
- Published by LLC CPC Business Perspectives in Investment Management and Financial Innovations
- Vol. 18 (2), 166-180
- https://doi.org/10.21511/imfi.18(2).2021.14
Abstract
This paper deals with the ever-increasing issue of bankruptcy prediction in distressed economies. Specifically, the aim of this study is to create a model by establishing a new set of predictor variables, which achieves significant discrimination among listed manufacturing firms in Greece, by using multivariate discriminant analysis (MDA). An equally balanced matched sample of 28 Greek-listed manufacturing firms was used in this study covering the distressed period from 2008 to 2015 (including all firms that went bankrupt between 2008–2015). It is found that the quick ratio, cash flow interest coverage, and economic value added (EVA) divided by total assets are significant for predicting bankruptcy in Greece. The discriminant analysis (DA) model comprised the aforementioned variables and correctly classified 96.43% of grouped cases 1 year before bankruptcy. The adjusted DA prediction model for two and three years before bankruptcy used the same variables and correctly classified 92.86% and 89.29% of grouped cases, respectively. Consequently, this mix of financial ratios achieved strong classification accuracy even three years before bankruptcy, captivating an overall picture of a firm’s financial health and providing a powerful tool for decision making to investors and risk managers in the banking section and economic policy makers.Keywords
This publication has 27 references indexed in Scilit:
- The Ability of Explaining and Predicting of Economic Value Added (EVA) versus Net Income (NI), Residual Income (RI) & Free Cash Flow (FCF) in Tehran Stock Exchange (TSE)International Journal of Economics and Finance, 2013
- A Study of Financial Distress based on MDAJournal of Management Research, 2011
- Equity market data, bank failures and market efficiencyJournal of Economics and Business, 2007
- Extending the Merton Model: A hybrid approach to assessing credit qualityMathematical and Computer Modelling, 2007
- Identifying failing companies: a re-evaluation of the logit, probit and DA approachesJournal of Economics and Business, 1999
- Forecasting Company Failure in the UK Using Discriminant Analysis and Financial Ratio DataJournal of the Royal Statistical Society. Series A (General), 1982
- Financial Ratios and the Probabilistic Prediction of BankruptcyJournal of Accounting Research, 1980
- ZETATM analysis A new model to identify bankruptcy risk of corporationsJournal of Banking & Finance, 1977
- Financial Ratios, Discriminant Analysis and the Prediction of Corporate BankruptcyThe Journal of Finance, 1968
- Financial Ratios As Predictors of FailureJournal of Accounting Research, 1966