What Does History Add? Calendar Controls and Information-Timing Audits for University Trajectory Forecasting
The predictive value of historical summaries in a rule-based university trajectory simulator is Audit, which reconstructs 16,750 routes and 804,000 monthly records and documents family dependence, prior exposure, strict temporal indexing, matched recursive references and independent numerical replay.