Quantum computing’s parallel processing can simulate market scenarios and portfolio risks exponentially faster than classical systems. In fraud detection, quantum algorithms could analyze billions of transaction patterns in seconds. As the tech matures, expect breakthroughs in credit scoring, derivative pricing, and risk modeling with near-instant accuracy.