Assess the learner’s ability to analyze measurement invariance and differential item functioning (DIF) in standardized educational assessments across demographic groups, including selecting appropriate methods (multi-group CFA, IRT-based DIF, Mantel-Haenszel, logistic regression), evaluating model fit and identification, interpreting effect sizes and DIF impact on group comparisons, and recommending remediation or reporting practices to ensure assessment fairness.