Feedback in education is broken at the instrument level: the average NSSE institution response rate fell from 42% in 2000 to roughly 25–26% by 2025, the SERU survey hit an 18% response rate at flagship institutions in 2024, and surveys generally see 70% of respondents quit before completion due to fatigue.