Journal of risk and financial management · 2021 · 18 citations · 72 references
BusinessAccountancyAccountingCorporate DisclosureCorporate ReportingFinancial AccountingBankruptcyCorporate TransparencyFinancial ReportingFinancial StatementsInternational Financial Reporting StandardsBankruptcy PredictionBankruptcy Prediction ModelsCorporate Financial DisclosureGenerally Accepted Accounting Principles ApplicationIfrs DifferencesInternational Financial Reporting Standards ApplicationInternational Financial Reporting Standards DisclosureLogistic Regression
The purpose of our paper is to investigate whether any differences between International Financial Reporting Standards (IFRS) and local Generally Accepted Accounting Principles (GAAP) impact the transparency of financial reporting of non-listed companies through bankruptcy prediction. This contributes to extant research that has focused on the effects of IFRS adoption in the context of listed companies. For our investigation, we used logistic regression, well-established accounting-based predictors, and a sample of financial statements from privately held Swedish companies using IFRS, and Norwegian companies using Norwegian GAAP. The results indicate that financial statements made under IFRS may be better suited for bankruptcy prediction than those made under Norwegian GAAP. Our findings suggest that the use of IFRS could aid in increasing the informativeness of financial reports by promoting transparency and prevent managers of firms facing insolvency from engaging in creative accounting practices. Our results should, however, be applied with caution, as they may be due to the differences in characteristics across firms that are not captured by our research design. We leave this issue open to future research.
72
An introduction to ROC analysis
Tom Fawcett · Pattern Recognition Letters · 2005 · 21.3K citations
A Limited Memory Algorithm for Bound Constrained Optimization
Richard H. Byrd, Peihuang Lu, Jorge Nocedal et al. · SIAM Journal on Scientific Computing · 1995 · 6.2K citations