What complaint data are good for
Consumer complaints can identify recurring friction points, suspicious practices, servicing problems and product channels that generate consumer concern. They can also help regulators prioritize supervision and consumer education.
What complaint data cannot measure
Complaints are self-selected. The dataset does not provide the total number of borrowers exposed to each product or company, so complaint counts should not be converted into failure rates. A larger online market can also generate more complaints even if individual risk is unchanged.
Why online lending deserves separate treatment
An online borrower may interact with a lender, broker, lead generator or tribal entity without a storefront. That makes identity, licensing, data collection and payment authorization especially important.
Where this connects
See how to check a loan app, online lender rules, lead generators and the scam warning guide.
Primary sources
Consumer Response Annual Report 2025
Consumer Financial Protection Bureau · 2026
Large administrative complaint dataset. Useful for issue patterns, not prevalence estimates because complaints are self-selected.