Administrative Law and AI’s Overconfidence

AI Overconfidence: Like overly confident individuals who give confident but often incorrect opinions, AI can provide assured answers that are not always accurate or contextually appropriate.
Regulatory Decision-Making: For consequential administrative decisions, such as setting environmental standards, the U.S. Administrative Procedure Act (APA) mandates decisions based on sound evidence and careful analysis rather than unverified AI-generated recommendations.
AI Limitations: AI like ChatGPT provides answers based on text patterns rather than real-world evidence, making it unsuitable on its own for making significant regulatory decisions without thorough validation.
Validation Requirement: Agencies must validate AI-generated results for complex policy decisions by conducting regulatory impact analysis, similar to traditional methods to ensure decisions withstand judicial scrutiny under the arbitrary-and-capricious standard.
Case Examples: Over-reliance on AI in government efforts, like the Department of Government Efficiency’s VA contract review, resulted in incorrect decisions highlighting the risks of unvalidated AI use.
Conclusion: While AI can assist in routine administrative tasks, it should not replace comprehensive analysis and validation for major regulatory decision-making, which still requires human expertise and judgment based on tangible outcomes.