[Congressional Bills 119th Congress]
[From the U.S. Government Publishing Office]
[S. 4476 Introduced in Senate (IS)]

<DOC>






119th CONGRESS
  2d Session
                                S. 4476

    To provide for voluntary disclosure by developers and users of 
 artificial intelligence regarding workforce data and for reporting by 
  the Secretary of Labor regarding the workforce data, and for other 
                               purposes.


_______________________________________________________________________


                   IN THE SENATE OF THE UNITED STATES

                             April 30, 2026

 Mr. Warner (for himself and Mr. Budd) introduced the following bill; 
     which was read twice and referred to the Committee on Health, 
                     Education, Labor, and Pensions

_______________________________________________________________________

                                 A BILL


 
    To provide for voluntary disclosure by developers and users of 
 artificial intelligence regarding workforce data and for reporting by 
  the Secretary of Labor regarding the workforce data, and for other 
                               purposes.

    Be it enacted by the Senate and House of Representatives of the 
United States of America in Congress assembled,

SECTION 1. SHORT TITLE.

    This Act may be cited as the ``Workforce Transparency Act of 
2026''.

SEC. 2. FINDINGS AND PURPOSES.

    (a) Findings.--Congress finds the following:
            (1) Artificial intelligence systems are already, as of the 
        date of enactment of this Act, widely used by workers, 
        employers, and consumers across sectors of the United States 
        economy.
            (2) The most immediate labor-market effects of artificial 
        intelligence are currently occurring at the task, skill, and 
        workflow level, rather than through the wholesale elimination 
        of occupations.
            (3) Research shows that artificial intelligence is also 
        improving workforce productivity by accelerating routine 
        cognitive tasks, enabling workers to focus on higher-value 
        functions, and contributing positively to aggregate economic 
        growth, even as adoption and impacts vary by sector and over 
        time. Artificial intelligence also has the potential to create 
        new roles, consistent with previous patterns in which 
        technological change has led to significant changes in the 
        types of jobs people do over time.
            (4) Policymakers, workers, educators, and employers lack 
        timely and standardized information about how artificial 
        intelligence systems are being used and how such use affects 
        productivity, skills, and workforce outcomes.
            (5) Aggregated, privacy-preserving transparency, including 
        information voluntarily shared by a covered AI system provider 
        and complementary data published by the Federal Government, can 
        meaningfully improve workforce development, education policy, 
        and economic planning without revealing proprietary 
        information, trade secrets, individual-level data, or other 
        information that would undermine individual privacy.
            (6) A Federal transparency framework that encourages 
        participation and supports modernization of government data 
        systems can establish a consistent national baseline, reduce 
        fragmentation across States, and provide a level playing field 
        among covered AI system providers.
    (b) Purposes.--The purposes of this Act are to--
            (1) establish a Federal framework for aggregated, de-
        identified transparency or data-sharing regarding use of 
        artificial intelligence systems relevant to workforce impacts;
            (2) support evidence-based workforce, education, and 
        economic policymaking through both voluntary participation by a 
        covered AI system provider and improved Federal labor-market 
        data;
            (3) protect individual privacy, confidential business 
        information, and competition; and
            (4) promote public trust through consistent, responsible, 
        and privacy-preserving data-sharing.

SEC. 3. DEFINITIONS.

    In this Act:
            (1) Aggregated workforce transparency data.--The term 
        ``aggregated workforce transparency data'' means statistical 
        information that--
                    (A) is aggregated across users, accounts, 
                interactions, or customers;
                    (B) does not identify or reasonably permit the 
                identification of a particular person, household, or 
                employer; and
                    (C) does not disclose--
                            (i) proprietary model weights, training 
                        data, source code, or system architecture; or
                            (ii) information that a covered AI system 
                        provider has contractually defined as 
                        confidential or not subject to disclosure.
            (2) Artificial intelligence.--The term ``artificial 
        intelligence'' has the meaning given the term in section 5002 
        of the National Artificial Intelligence Initiative Act of 2020 
        (15 U.S.C. 9401).
            (3) Covered ai system.--The term ``covered AI system'' 
        means an artificial intelligence system made available to 
        consumers or businesses other than such a system that is--
                    (A) designed and marketed by a person primarily for 
                internal business use by the person;
                    (B) used solely for academic or non-commercial 
                research; or
                    (C) designed for a narrow, discrete technical 
                function without general-purpose capabilities.
            (4) Covered ai system provider.--The term ``covered AI 
        system provider'' means a person that develops, deploys, or 
        makes available a covered AI system.
            (5) Enterprise customer.--The term ``enterprise customer'' 
        means a business, governmental, or institutional customer that 
        accesses a covered AI system pursuant to a negotiated contract 
        governing data use, confidentiality, or disclosure.
            (6) Participating entity.--The term ``participating 
        entity'' means a covered AI system provider or enterprise 
        customer that elects to submit data in accordance with section 
        4(a).
            (7) Secretary.--The term ``Secretary'' means the Secretary 
        of Labor.

SEC. 4. WORKFORCE TRANSPARENCY REPORTING.

    (a) In General.--A participating entity may submit to the 
Secretary, in accordance with this Act and any regulations promulgated 
by the Secretary under this Act, aggregated workforce transparency 
data, including (as reasonably feasible) such data regarding the 
following:
            (1) Task or activity level use.--Aggregated distribution of 
        interactions across broad task or activity categories, such as 
        writing, coding, research, analysis, translation, or job-
        related assistance (as established and periodically updated by 
        the Secretary through notice and comment rulemaking under 
        section 553 of title 5, United States Code).
            (2) Geographic distribution.--Aggregated distribution of 
        interactions across broad task or activity categories, by State 
        or by metropolitan statistical area or comparable geographic 
        unit.
            (3) Age ranges.--Aggregated distribution of interactions 
        across broad task or activity categories, by adult age ranges, 
        as reasonably feasible and consistent with privacy safeguards 
        or laws.
            (4) Temporal trends.--Changes in usage patterns over time 
        based on task or activity category.
    (b) Reporting Windows.--The Secretary shall establish a system for 
submissions under subsection (a) that allows for such submissions by a 
participating entity only for aggregated workforce transparency data 
concerning information that is not more recent than 91 days before the 
date of the submission, including, for purposes of the first submission 
by the participating entity, such data with respect to the 2-year 
period preceding the date on which the participating entity first 
elects to make such a submission.
    (c) Rule of Construction.--This Act shall not be construed to 
require a covered AI system provider or enterprise customer to elect to 
submit or otherwise be required to submit aggregated workforce 
transparency data under this section.

SEC. 5. PRIVACY, SECURITY, AND CONFIDENTIALITY SAFEGUARDS.

    (a) Prohibited Disclosures.--A participating entity may not submit 
under section 4(a)--
            (1) personal data or information linked or reasonably 
        linkable to an individual;
            (2) employer-specific, customer-specific, or individual-
        specific performance data;
            (3) trade secrets, proprietary algorithms, model weights, 
        training datasets, or source code;
            (4) information that a participating entity is 
        contractually prohibited from disclosing pursuant to agreements 
        or terms with consumers, users, or enterprise, governmental, or 
        institutional customers or that the participating entity 
        otherwise commits to protecting from disclosure in policies or 
        representations, including restrictions or commitments on data 
        use, aggregation, or secondary disclosure; or
            (5) data in violation of a contract or other terms with an 
        enterprise customer, consumer, or user, including contractual 
        restrictions on data use, aggregation, disclosure, or secondary 
        analysis.
    (b) Compliance With Applicable Laws.--In making submissions under 
section 4(a), a participating entity shall exclude or further aggregate 
data as necessary to comply with other applicable laws.
    (c) Compliance With Contract Terms.--This Act shall not be 
construed to obviate the terms, including privacy or data protections, 
in any contract between a participating entity and its customers, 
users, or other consumers.
    (d) Safeguards.--In preparing data for purposes of making 
submissions under section 4(a) and making such submissions, a 
participating entity shall apply aggregation, anonymization, and de-
identification techniques consistent with guidance issued under section 
6(c).
    (e) Freedom of Information Act.--Any aggregated workforce 
transparency data submitted under section 4(a) shall be exempt from the 
disclosure requirements under section 552 of title 5, United States 
Code (commonly known as the ``Freedom of Information Act'').

SEC. 6. REPORTING AND REGULATIONS.

    (a) Lead Agency.--The Secretary of Labor, acting through the 
Commissioner of Labor Statistics and in coordination with the Secretary 
of Commerce acting through the Director of the Bureau of the Census, 
shall administer this Act.
    (b) Data Reporting.--
            (1) Public database.--The Secretary shall establish and 
        maintain a publicly available, online database containing 
        aggregated workforce transparency data derived from submissions 
        under section 4(a).
            (2) Annual report to congress.--The Secretary shall 
        annually submit a report to Congress summarizing aggregated 
        workforce transparency data derived from submissions under such 
        section.
            (3) Requirements for data.--In carrying out this 
        subsection, the Secretary shall aggregate data from submissions 
        by participating entities under section 4(a) and ensure that 
        any published dataset, analysis, or report does not attribute 
        any submitted data to any specific participating entity or any 
        identifiable person.
    (c) Guidance.--Not later than 180 days after the date of enactment 
of this Act, the Secretary shall issue non-binding guidance regarding--
            (1) standardized reporting formats and taxonomies for 
        purposes of submissions under section 4(a);
            (2) acceptable aggregation, anonymization, and privacy-
        preserving methods for purposes of submissions under such 
        section;
            (3) procedures to minimize reporting burden for purposes of 
        such submissions, including alignment with existing Federal 
        data-collection efforts; and
            (4) definitions and classifications for broad task or 
        activity categories used in workforce-related artificial 
        intelligence usage reporting.
    (d) Rulemaking.--
            (1) In general.--Not later than 180 days after the date of 
        enactment of this Act, the Secretary shall issue regulations 
        necessary to carry out this Act.
            (2) Requirements.--The regulations issued under paragraph 
        (1) shall clarify the extent to which a participating entity 
        shall aggregate, anonymize, or otherwise ensure privacy 
        safeguards for aggregated workforce transparency data submitted 
        under section 4(a).
    (e) Working Group.--The Secretary, acting through the Commissioner 
of Labor Statistics and in coordination with other relevant agencies, 
shall establish a working group to develop a process to publish or 
enhance public labor-market data that combines age and occupational 
information, in order to improve understanding of how artificial 
intelligence affects entry-level workers and early-career 
professionals.

SEC. 7. PROHIBITION REGARDING ADVERSE INFERENCES.

    A Federal agency may not draw an adverse inference against any 
covered AI system provider or enterprise customer that elects not to 
make submissions under section 4(a).

SEC. 8. ENFORCEMENT.

    The Secretary may seek injunctive relief in any court of competent 
jurisdiction against a participating entity with respect to aggregated 
workforce transparency data submitted under section 4(a) that the 
Secretary determines is a knowing and willful misrepresentation by the 
entity of the data.

SEC. 9. SEVERABILITY.

    If any provision of this Act or the application of such provision 
to any person or circumstance is held to be unconstitutional, the 
remainder of this Act and the application of the provision to any other 
person or circumstance, shall not be affected.
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