Does the bankrupt cheat? Impact of accounting manipulations on the effectiveness of a bankruptcy prediction

PLoS One. 2023 Jan 17;18(1):e0280384. doi: 10.1371/journal.pone.0280384. eCollection 2023.

Abstract

The aim of this article is to answer the question whether the unreliability of the Altman bankruptcy prediction model may be caused by manipulations in financial statements. Our study was carried out on a group of 369 bankrupt Polish companies, with the research period covering the years 2011-2020. In the study, we divided the companies into two groups: those correctly classified by Altman's model as at risk of bankruptcy, and companies for which the model did not indicate a significant bankruptcy risk. Using a logit model, we tested whether the probability of companies being correctly classified as failed depends on the risk of a manipulation of financial statements. We use Benford's law to measure the risk of a manipulation of financial statements. We also repeated our study using panel data models. Our analyses show that the manipulation of financial statements is not the cause of the inaccurate predictions of the Altman model. On the contrary, the results of the analyses indicate that manipulations occurs for companies with a lower Z-score and therefore a worse financial situation. This means that a deterioration in the quality of financial statements can be a signal of an increasing probability of bankruptcy.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Bankruptcy*
  • Financial Statements*
  • Logistic Models
  • Probability

Grants and funding

PM The project is financed within the framework of the program of the Minister of Science and Higher Education under the name „Regional Excellence Initiative” in the years 2019 – 2022; project number 001/RID/2018/19. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.