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Last updated: March 15, 2026, 11:39 AM ET

AI Governance & Methodology

Human oversight ensures 2026 compliance as regulators demand active metadata and European data sovereignty frameworks. Meanwhile, doubly robust estimation joins six advanced causal inference methods now integrated into Python stacks, enabling richer treatment‑effect analysis. The shift toward mandatory human‑in‑the‑loop oversight also drives investment in audit‑ready data pipelines, while the expanded methodological toolkit supports more rigorous impact assessments across AI projects.