A Review of Financial Distress Prediction Models: Logistic Regression and Multivariate Discriminant Analysis

Journal Title: Indian-Pacific Journal of Accounting and Finance - Year 2017, Vol 1, Issue 3

Abstract

In corporate finance, the early prediction of financial distress is considered more important as another occurrence of business risks. The study presents a review of literature for early prediction of financial bankruptcy. It contributes to the formation of a systematic review of the literature regarding previous studies done in the field of bankruptcy. It addresses two most commonly used financial distress prediction models, i.e. multivariate discriminant analysis and logit. Models are discussed with their advantages and disadvantages. After methodological review, it seems that logit regression model (LRM) is more advantageous than multivariate discriminant analysis (MDA) for better prediction of financial bankruptcy. However, accurate prediction of bankruptcy is beneficial to improve the regulation of companies, to form policies for companies and to take any precautionary measures if any crisis is about to come in future.

Authors and Affiliations

Ehsan ul Hassan, Zaemah Zainuddin, Sabariah Nordin

Keywords

Related Articles

A Review of Financial Distress Prediction Models: Logistic Regression and Multivariate Discriminant Analysis

In corporate finance, the early prediction of financial distress is considered more important as another occurrence of business risks. The study presents a review of literature for early prediction of financial bankruptc...

Islamic Financial Institutions and Real Estate Cycle

The role of Islamic financial intuitions is essential in providing Islamic financing specifically to investors and stakeholders to invest in real estate. Therefore, understanding the link of the real estate cycle to the...

Effect of Risk Management Committee on Monitoring Mechanisms

Corruption has become an identification label for many African countries of which Nigeria is one of the top listed countries. Monitoring mechanisms (MM) is therefore at the forefront of issues being considered by governm...

Examining the Independent Audit Committee, Managerial Ownership, Independent Board Member and Audit Quality in Listed Banks

This research examines the effects of the independent audit committee on the relationship between managerial ownership and independent board member on audit quality in the Indonesian listed banks. Primarily, the study ex...

Preface to the Volume 2 Issue 4 of Indian-Pacific Journal of Accounting and Finance

I welcome you to the Volume 2 Issue 4 of Indian-Pacific Journal of Accounting and Finance (IPJAF). In this Issue 4, all the presentations are international research with emphasis on Islamic financing, entrepreneurship,...

Download PDF file
  • EP ID EP281214
  • DOI -
  • Views 94
  • Downloads 0

How To Cite

Ehsan ul Hassan, Zaemah Zainuddin, Sabariah Nordin (2017). A Review of Financial Distress Prediction Models: Logistic Regression and Multivariate Discriminant Analysis. Indian-Pacific Journal of Accounting and Finance, 1(3), 13-23. https://europub.co.uk/articles/-A-281214