Data extraction from financial documents is the process of automatically pulling structured, accurate field values, income figures, account balances, transaction amounts, and tax information , from bank statements, pay stubs, W-2s, tax returns, and other financial documents. The extracted data feeds income verification, fraud detection, cross-document reconciliation, and ultimately the credit decision in a lending workflow.