Advanced Financial Forecasting and Time Series Modeling

Develop a comprehensive SQL-based financial forecasting system that supports multiple time series modeling techniques, including ARIMA, exponential smoothing, and machine learning approaches. Create a flexible framework for generating accurate financial predictions, handling complex seasonal patterns, and supporting multiple forecasting methodologies. Implement advanced statistical techniques and generate comprehensive predictive insights.