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NYC LL144 AEDT Bias Audit Readiness

NYC Local Law 144 advisory for employers using AI in hiring. Readiness support, documentation review, and audit workflow advisory — not guaranteed compliance or official certification.

LL144 Overview

What Is NYC Local Law 144?

NYC Local Law 144 of 2021 is a municipal law that requires employers and employment agencies using automated employment decision tools (AEDTs) in New York City to conduct annual independent bias audits, provide notice to candidates and employees, and publish summary results. The law became enforceable on July 5, 2023. It is a municipal law, not a federal or state law, and applies within the City of New York.

The law reflects a growing trend toward regulating AI in employment contexts. Its requirements are specific to New York City and may interact with other obligations, including federal anti-discrimination laws, state privacy laws, and the EU AI Act for organizations that also operate in Europe. Lexara Advisory provides readiness support for organizations navigating these overlapping requirements.

AEDT Definition

What Is an AEDT (Automated Employment Decision Tool)?

An AEDT is a computational process derived from machine learning, statistical modeling, data analytics, or artificial intelligence that produces a prediction, score, classification, or recommendation used to substantially assist or replace discretionary decision-making in employment decisions. This definition includes tools used for hiring, promotion, termination, and other employment actions.

Whether a particular tool qualifies as an AEDT depends on the specific tool, its role in the decision process, and the context of its use. A tool that merely ranks candidates may be treated differently from one that makes final hiring recommendations. Determining whether a tool meets the statutory definition requires individualized analysis of its functionality, inputs, outputs, and decision role.

Applicability

When LL144 May Apply

LL144 may apply if your organization uses an AEDT in New York City for hiring or promotion decisions. The applicability depends on whether the tool meets the statutory definition of an AEDT, whether it is used to substantially assist or replace discretionary decision-making, and whether the decisions affect candidates or employees in New York City. The law applies to employers and employment agencies.

Organizations with remote hiring practices, multi-state operations, or vendor-provided tools should examine whether their tools trigger LL144 requirements. The applicability analysis must consider the specific tool, the employment decisions it supports, and the geographic scope of its use. Lexara Advisory provides classification support to help organizations assess whether LL144 may apply to their specific tools and circumstances.

Requirements

Candidate and Employee Notice Requirements

LL144 requires employers to provide notice to candidates and employees when an AEDT is used to assess them. The notice must inform them that an AEDT is being used in the hiring or promotion process, the characteristics the tool evaluates, and the types of data collected. The specific notice requirements depend on the tool and the circumstances of its use.

Notice must be provided at least 10 business days before the AEDT is used, and candidates must have the opportunity to request an alternative process or accommodation. The exact content and timing of notice depends on the specific tool and the employment process. Lexara Advisory reviews notice practices and documentation to help organizations understand what notice obligations may apply to their specific circumstances.

Audit

Independent Bias Audit Requirements

LL144 requires an annual independent bias audit of each AEDT used in New York City. The audit must be conducted by an independent auditor and assess whether the tool has a disparate impact on candidates or employees based on sex, race, or ethnicity. The audit must examine the tool's selection or scoring rates across demographic groups.

The exact requirements for a bias audit depend on the specific tool and the data available. LL144 does not prescribe a single methodology, and the adequacy of any audit methodology depends on the specific circumstances of the tool being audited. Organizations must also consider that demographic data may not always be available, and the law recognizes certain limitations in data collection. Lexara Advisory provides audit workflow advisory to help organizations understand the audit requirements that may apply to their tools.

Public Summary

Public Summary Requirements

LL144 requires that the results of a bias audit be published on the employer's or employment agency's website. The summary must include the date of the audit, the distribution date of the tool, the number of candidates or employees assessed, and the selection or scoring rates across demographic groups. The exact content of the public summary depends on the specific tool and the data available.

The summary must be made available for at least six months after the latest distribution date of the AEDT. Organizations must ensure that published summaries are accurate and consistent with the audit results. The specific disclosure requirements and the format of the summary depend on the specific tool and the audit findings. Lexara Advisory provides documentation review to help organizations understand what public summary obligations may apply to their specific circumstances.

Key Concepts

Selection Rate, Scoring Rate, and Impact Ratio

A selection rate measures the proportion of candidates from a demographic group who pass a screening or assessment stage and advance to the next stage. A scoring rate measures the proportion of candidates from a demographic group who receive a score above a threshold that advances them in the process. These rates are used to evaluate whether a tool produces different outcomes across demographic groups.

An impact ratio compares the selection or scoring rate of one demographic group to that of the highest-performing group. For example, if the selection rate for female candidates is 40% and the selection rate for male candidates is 50%, the impact ratio for female candidates would be 0.80 (40/50). Impact ratios are used to assess whether a tool produces disparate outcomes across groups.

The interpretation of impact ratios depends on the specific context, the size of the candidate pool, and the statistical significance of the difference. An impact ratio below a certain threshold may suggest disparate impact, but the threshold is not fixed in the law and depends on the specific circumstances. Lexara Advisory provides audit workflow advisory to help organizations understand how impact ratio analysis may apply to their specific tools.

Data Limitations

Demographic Data Limitations and Vendor Documentation

LL144 recognizes that employers may not always have demographic data for candidates or employees. The law allows employers to use inferential statistics or other methods when demographic data is not available, but the specific methods and their adequacy depend on the specific circumstances. Organizations must also consider privacy and anti-discrimination laws that may limit the collection of demographic data.

Organizations that use third-party AEDTs often rely on vendors for documentation about the tool's design, training data, performance, and bias testing. LL144 places obligations on the employer or employment agency, not the vendor, so organizations must ensure that they have sufficient documentation to support their compliance efforts. Lexara Advisory provides documentation review to help organizations assess whether their vendor documentation is sufficient for their specific circumstances.

Lexara's Role

Audit Readiness Workflow and Lexara's Advisory Role

Lexara Advisory's audit readiness workflow includes: AEDT classification support to determine whether specific tools may be subject to LL144; documentation review to assess whether existing vendor documentation, notice practices, and data collection are adequate for audit purposes; audit workflow advisory to help organizations understand the independent audit requirements that may apply to their tools; and ongoing monitoring to track changes in tools, data, or legal requirements that may affect LL144 applicability.

Lexara Advisory provides readiness support, documentation review, classification support, and audit workflow advisory for organizations navigating NYC Local Law 144. We do not conduct official bias audits, provide guaranteed compliance, or offer regulator-approved certification. Our role is to help organizations understand the requirements that may apply to them, assess their current documentation and practices, and build a roadmap for audit readiness.

LL144 is a municipal law with specific requirements that depend on the specific tool, the specific employment process, and the specific circumstances of its use. The information on this page is for advisory purposes and does not constitute legal advice. Organizations should consult qualified legal counsel for matters specific to their situation.

Common Questions

Frequently Asked Questions

What is NYC Local Law 144?

NYC Local Law 144 of 2021 is a municipal law that requires employers and employment agencies using automated employment decision tools (AEDTs) in New York City to conduct annual independent bias audits, provide notice to candidates and employees, and publish summary results. The law became enforceable on July 5, 2023. It is a municipal law, not a federal or state law, and applies within the City of New York.

What is an AEDT (Automated Employment Decision Tool)?

An AEDT is a computational process derived from machine learning, statistical modeling, data analytics, or artificial intelligence that produces a prediction, score, classification, or recommendation used to substantially assist or replace discretionary decision-making in employment decisions. The definition depends on the specific tool, its role in the decision process, and the context of its use.

Does LL144 apply to my company?

LL144 may apply if your organization uses an AEDT in New York City for hiring or promotion decisions. The applicability depends on whether the tool meets the statutory definition of an AEDT, whether it is used to substantially assist or replace discretionary decision-making, and whether the decisions affect candidates or employees in New York City. The law applies to employers and employment agencies.

What is a bias audit under LL144?

Under LL144, a bias audit is an impartial evaluation by an independent auditor that assesses whether an AEDT has a disparate impact on candidates or employees based on sex, race, or ethnicity. The audit must examine the tool's selection or scoring rates across demographic groups. The exact requirements depend on the specific tool and the data available.

What is the public summary requirement under LL144?

LL144 requires that the results of a bias audit be published on the employer's or employment agency's website. The summary must include the date of the audit, the distribution date of the tool, the number of candidates or employees assessed, and the selection or scoring rates across demographic groups. The summary must be made available for at least six months after the latest distribution date of the AEDT.

LL144 is a municipal law. Lexara Advisory provides readiness support, not legal representation or guaranteed compliance. The information on this page is for advisory purposes and does not constitute legal advice. LL144 applicability and requirements depend on the specific tool, the specific employment process, and the specific circumstances. Consult qualified legal counsel for matters specific to your organization.

Last Legally Reviewed: 2026-06-27. Lexara Advisory LLC provides AI governance consulting and is not a law firm.