We have added device fingerprinting to identify participants creating multiple accounts with the same device. When four or more accounts share a fingerprint, all linked users are automatically banned from the platform. This keeps the panel clean without manual policing, protects researcher data quality, and makes it much harder for bad actors to game the system.