Customer developer docs

NYC Local Law 144 — Automated Employment Decision Tools (AEDT)

NYC Local Law 144 — annual independent bias audit for AEDTs with impact ratio, selection rate, and public summary requirements.

NYC Local Law 144 — Automated Employment Decision Tools (AEDT)

New York City Local Law 144 (effective 2023-07-05) requires annual independent bias audits and candidate notices for Automated Employment Decision Tools (AEDTs) used in hiring or promotion decisions affecting NYC residents. Ledgix evidences the bias-audit, impact-ratio, and selection-rate requirements with signed bias audit reports stratified by protected-attribute group.

Status: Full — every control resolves to an artifact Ledgix produces today following the Phase 3 bias-audit module shipping.

Scope

LL144 applies to employers and employment agencies using AEDTs to substantially assist or replace discretionary decision-making in employment decisions for residents of New York City. Coverage spans the annual independent bias audit (§ 5-303(a)), impact-ratio calculation (§ 5-302(b)(1)), selection-rate calculation (§ 5-302(b)(2)), public summary (§ 5-304), candidate notice (§ 5-305), and AEDT decision recordkeeping (§ 5-301).

Controls covered

FieldTypeRequiredDescription
LL144-5-303(a)bias_auditsAnnual Bias Audit by Independent AuditorPer-window signed bias audit reports with impact ratio and selection rate per protected category.
LL144-5-302(b)(1)bias_auditsImpact Ratio Calculationfour_fifths_ratio field per group (ratio < 0.80 indicates disparate impact).
LL144-5-302(b)(2)bias_auditsSelection Rate Per Categoryapproval_rate per protected-attribute group.
LL144-5-304bias_auditsPublic Summary of Bias Audit ResultsSummary-ready bias audit records with explicit pass/fail at 0.80 threshold.
LL144-5-305policy_snapshots / model_cardsNotice to Candidates and EmployeesVersioned policies defining qualifications plus model cards describing assessed characteristics.
LL144-5-301events_jsonl / checkpoint_chainAEDT Definition and Decision RecordsPer-decision employment action records with agent_id, action_category, approval outcome, plus Merkle checkpoint chain.

Evidence types referenced

  • bias_audits — signed per-window audit reports with four-fifths, chi-square, and selection-rate data per protected-attribute group.
  • policy_snapshots — versioned policies defining the qualifications/criteria used by the AEDT.
  • model_cards — model cards describing characteristics assessed by the underlying AEDT model.
  • events_jsonl — per-decision employment action records.
  • checkpoint_chain — Merkle checkpoint chain proving immutable retention of AEDT decision history.

Known gaps (if any)

None — every control resolves to an artifact Ledgix produces today. Bias audits require tenant-provided subject_context tagging for demographic stratification; the independent-auditor step is performed outside Ledgix and typically attached as a signed document reference on the audit record.

Audit pack workflow

Export an evidence ZIP for this framework from the admin console's Evidence Exports panel by selecting NYC Local Law 144 — Automated Employment Decision Tools (AEDT) and a time window. Each control's evidence_locators[] in the included framework_mapping.json points to the corresponding file in the ZIP.

References