Testing as Collapse: Why Evaluation Cannot Measure Ability

Testing as Collapse: Why Evaluation Cannot Measure Ability proposes a unified structural hypothesis of evaluation. The paper argues that standardized tests are not neutral measurements of ability but constraint fields that induce collapse in the systems they attempt to measure. Performance under evaluation is shown to be a function of collapse sensitivity, which is itself determined by coherence, not competence. The paper demonstrates that test scores reflect the behavioral residue of systems under distortion rather than underlying capability. It further introduces the necessity–impossibility paradox of repeated testing, showing that no testing regime can simultaneously maintain construct stability and reveal collapse dynamics. The paper concludes by outlining what a structurally honest, low‑constraint, pattern‑based evaluation system would require, reframing assessment around coherence, longitudinal expression, and naturalistic contexts.