- Points, bands and gates have not been empirically validated against pilot outcomes.
- Usability testing with owners, estimators and finance teams is still required.
- No actual contractor has completed the quiz in this research pass.
- A future interactive implementation needs accessible controls and deterministic score/gate testing.
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