targeted learning in data science causal inferenc and semiparametric theory. Assumption-Dependent: Validity hinges on assumptions like positivity and no unmeasured confounding. Sensitivity to Data Quality: Poor data quality can undermine the benefits. Emerging Trends and Future Directions Integration with K Kayden Denesik Jan 21, 2026