ValidiFI’s portal provides a Data Study workflow that allows uploading of historical applications or transactions for analysis and describes outputs such as a broad set of attributes, risk scores, and recommended action codes for production tests.
Critical evaluation:
- This vendor-run analysis can be useful for buyer validation, but it may be subject to selection effects related to file formatting, portfolio composition, and inclusion rules.
- Buyers should require a clear methodology (holdout sets, time windows, reject inference, bias checks), performance metrics aligned to the buyer’s KPIs (e.g., approval rate lift at constant loss, fraud loss reduction, ACH return reduction), and an agreement on success criteria prior to accepting vendor-provided results.