Transparent ETL and Data Lineage Frameworks: Building Trustworthy AI for Financial Services

Abstract

In the era of artificial intelligence-driven finance, trust, explainability, and regulatory compliance havebecome paramount for financial institutions deploying AI systems for critical decision-making processes.The reliability and trustworthiness of any AI model fundamentally depend on the quality, transparency,and traceability of its underlying data pipelines, making transparent ETL processes and comprehensive data lineage tracking essential components