What's the recourse from the student here? submit your data to third parties or fail? Inevitable lawsuit fuel?
However, data that is not considered PII isn't an issue, so even if you chose to anonymize yourself, they can still use Google Analytics to track your behaviors and remain compliant.
Basically the same options citizens have, but at a much smaller scale, meaning individual contributions matter more.