The pharmaceutical industry plays a crucial role in developing life-saving drugs and treatments. However, fraud and unethical practices within this industry can have serious consequences, including financial losses, regulatory penalties, and harm to patients. To ensure that companies follow ethical guidelines, compliance officers act as watchdogs, preventing fraudulent activities and