Araoti, D.S. 2026. Predictive Fraud Detection Architecture: A Multi-Method Empirical Evaluation of Data-Driven Forensic Analytics, Internal Control Systems, and Continuous Auditing Using Primary Organizational Data. NOLEGEIN- Journal of Business Risk Management. 9, 2 (Jul. 2026).