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Technology • INVESTIGATIVE REPORT

Fintech Lending Algorithms: How Machine Learning Determines Your Interest Rate

Beyond three-digit FICO scores, algorithmic lenders now evaluate cash-flow volatility, payroll deposit regularity, and banking telemetry to price loans.

Fintech Lending Algorithms: How Machine Learning Determines Your Interest Rate

The traditional credit scoring model invented in the late 20th century is rapidly giving way to real-time machine learning underwriting engines.

Fintech lenders analyze thousands of discrete data points through Open Banking APIs: median monthly bank account minimums, payroll frequency, utility payment consistency, and discretionary spending ratios.

Understanding these algorithmic inputs allows consumers to strategically optimize their primary transactional accounts months before applying for major institutional credit.

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