Predictive Financial Forecasting Data Pipeline

Create an end-to-end automated data pipeline that aggregates financial indicators from diverse sources, applies advanced predictive modeling techniques, and generates probabilistic financial forecasts. The system should dynamically integrate economic indicators, market sentiment data, and machine learning models to produce multi-horizon financial predictions. Implement robust data validation, confidence interval calculations, and automated report generation with interactive visualization components.