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Last updated: March 16, 2026, 12:30 AM ET

AI Governance & Methodology

Data scientists must now prepare for mandatory shifts toward human-in-the-loop oversight, as the 2026 data mandate emphasizes active metadata and European data sovereignty. This evolving compliance framework necessitates mastery of advanced statistical techniques, particularly for quantifying impact, where proficiency in methods like doubly robust estimation and regression discontinuity is becoming essential. Mastering these causal inference playbooks allows practitioners to move beyond correlation toward verifiable treatment effects.