Non-degree credentials are rapidly multiplying as alternatives to traditional higher education, but in a largely unregulated market. This column draws on nearly 40 million US worker resumes to analyse the returns to non-degree credentials. The findings suggest that they can deliver substantial wage gains if they are job-relevant, especially for workers without college degrees and those early in their careers. However, these are also the workers who are least likely to hold such credentials.