Identity and Application Fraud Guidance for Online Lending

Fraud guidance for your workflow

Lending teams need to understand whether application details fit together and whether repeated submissions warrant further fraud review. Contact validity, identity reuse and device or network context can support that task when interpreted carefully. Fraud indicators should remain distinct from measures of creditworthiness.

Review the submission sequence

Compare field consistency and repeated identifiers with application timing and relevant verification results. A shared address, common name or updated phone number can have an ordinary explanation. Record the basis for escalation.

Four areas to connect

For lenders, contact details, device connections, and repeated applications can add context before an application moves further through review.

• Applicant Details: Check consistency across fields.
• Contact Context: Evaluate email and phone signals.
• Application Links: Review recurring identifiers.
• Submission Patterns: Compare timing and repetition.

Keep current evaluation separate from future data

IFD can help evaluate suitable provider capabilities and testing approaches. Its separate cross-application identity dataset is currently in development and is not generally available or production deployed.

Keep the customer context

Fraud indicators are not creditworthiness measures and should be evaluated within the appropriate workflow.

What working with IFD looks like

Tell us which decision you want to improve and what evidence your team already has. IFD helps clarify useful signals, compare suitable providers and scope an evaluation. We review coverage, limitations and practical fit so your team can decide on the next step.

• Define one abuse pattern and the decision it affects.
• Identify the evidence gaps and relevant provider capabilities.
• Agree a representative evaluation and meaningful outcomes.
• Review results, limitations and commercial terms before deciding.