• BadBanks & CAT Overlap. Simulation frameworks for adaptive testing under calibration error, item reuse, and overlap constraints; evaluating rescoring, selection, and stopping rules.
  • Balancing Bias / APE (AI‑assisted scoring). Ensemble LLM raters calibrated against human biases in MFRM; improving reliability and fairness.
  • GMM Diagnostics & IMV. Identification checks, posterior instability diagnostics, and predictive comparisons between GMM and simpler growth models.
  • LEVANTE. Cross‑cultural growth modeling and fairness evaluation across multilingual contexts (U.S., Canada, Colombia, Germany).