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Credit Scoring

Alternative credit assessment and risk evaluation for lending

Fig. 115 · Touchstone

The field

At a glance

Definition

Alternative credit assessment and risk evaluation for lending

Technologies

Machine learning models incorporate hundreds of data points beyond traditional credit bureau data. Cash flow analysis assesses creditworthiness from bank transaction patterns. Open banking APIs access real-time financial data for scoring. Explainable AI provides reasons for credit decisions as required by law.

Applications

Cash flow-based scoring enables lending to self-employed and gig workers. Rent payment reporting builds credit history for renters. International credit scoring helps immigrants establish US credit. Real-time credit monitoring updates scores based on current financial behavior.

Market and funding

Credit scoring assesses creditworthiness using traditional and alternative data. With 1 funder. AI models promise more accurate and inclusive credit assessment.

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