The COVID-19 pandemic has caused unprecedented damage to businesses across various industries, leading to a surge in bankruptcy filings worldwide. To predict COVID-19-related bankruptcies, this study examines the effectiveness of the Chaos Based Bankruptcy Model in forecasting bankruptcy using