Businesses are increasingly leveraging big data in financial analysis to improve decision-making, risk management, and market competitiveness, and professionals who know how to apply this data are in high demand. Designed for graduate programs and advanced undergraduate studies, this text synthesizes traditional statistics and econometrics with contemporary artificial intelligence and machine learning methods, preparing readers for the realities of modern-day financial data analysis. It studies known unknowns versus unknown unknowns and provides a systematic and objective characterization of statistical versus…