Employee fraud can be a significant threat to organizations, leading to financial losses, damaged reputation, and diminished trust among stakeholders. People analytics, a data-driven approach to understanding and managing human resources, can play a crucial role in identifying potential fraud before it escalates. In this article, we will explore twenty indicators that may signal an employee is about to commit fraud, and how leveraging people analytics can aid in detecting and preventing such occurrences.