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Statutory Scaffolding13 TITLES
NYC Admin. Code § 20-870New York City Local Law 144 of 2021 (2021)

Automated Employment Decision Tools (AEDT) Mandatory Bias Audits

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Full Statutory File
SYSTEMIC ARCHITECTURE:Pioneering municipal regulatory regime governing algorithmic hiring opacity, establishing the global template for AI employment bias audits.
NYC Admin. Code § 20-871Mandatory Annual Independent Bias Audit

“Prohibits deployment of predictive hiring algorithms without an annual audit calculating selection rates and adverse impact ratios across race, ethnicity, and sex categories.”

Judicial Interpretation: Mandates strict compliance with the EEOC Four-Fifths (80%) Rule.

NYC Admin. Code § 20-872Advance Candidate Notice & Opt-Out

“Requires 10 business days advance written notice that an automated tool will assess the applicant, detailing the job qualifications and characteristics tested.”

Judicial Interpretation: Creates transparency rights enabling applicants to request alternative evaluation processes.

Real-World Impact & Dignity Ledger
Empirical Jurisprudence

Evaluated against the 3D Dignity Index (Formal Protection Δ, Material Access, Risk Redistribution). Tracks empirical implementation data and frontline community impact for this statutory regime.