Buy Now Pay Later (BNPL) Regulatory Gap
Evidence for Consumer Protection Reform from CFPB Complaints
Overview
This project examines whether the current U.S. regulatory framework adequately protects Buy Now, Pay Later (BNPL) consumers. Using CFPB complaint data, natural language processing of consumer narratives, and a structured regulatory gap analysis, the project documents the scope of consumer harm and evaluates the adequacy of the existing legal framework.
Abstract
Buy Now, Pay Later (BNPL) services have reshaped consumer credit in the United States. Younger consumers are especially drawn to platforms like Klarna and Affirm because they offer a frictionless, often “interest-free” alternative to traditional credit, typically without a hard credit check. But that ease of use can make BNPL feel low-risk, encouraging consumers to take on multiple simultaneous loans without fully understanding the obligations involved.
A major concern is the regulatory gap surrounding these products. Because BNPL providers often classify their offerings as deferred payments rather than loans, they generally fall outside the Truth in Lending Act (TILA), the main federal law governing consumer credit disclosure. As a result, millions of Americans use credit products without the protections credit card users receive, including standardized APR disclosure, clear cost-of-credit statements, and guaranteed dispute rights.
This project examines whether the current regulatory framework adequately protects BNPL consumers through three methods: (1) exploratory data analysis of CFPB consumer complaint data to track complaint trends and common issues; (2) natural language processing of complaint narratives to identify recurring harms in consumers’ own words; and (3) a structured regulatory gap analysis comparing BNPL disclosure practices with TILA requirements for credit card issuers. Together, these analyses support policy recommendations aimed at closing the regulatory gap while preserving the accessibility benefits BNPL can provide.