AI in the Workplace and California Employment Law: Bias, Discrimination, and Your Rights

AI in the Workplace and California Employment Law: Bias, Discrimination, and Your Rights
AI in the Workplace and California Employment Law: Bias, Discrimination, and Your Rights | Smith Reback Law

California Employment Law Β· AI and FEHA Β· 2025 to 2026

AI in the Workplace and California Employment Law:
Bias, Discrimination, and Your Rights

By Smith Reback Law  |  Employment Law Insights  |  Encino, California

The algorithm scored your resume and filtered it out before a human being ever saw it. The AI performance management platform ranked you in the bottom quartile. The automated scheduling tool repeatedly assigned you the worst shifts. A facial expression analysis system gave your interview a low score. A manager reviewed the recommendation, agreed with the output, and you were passed over, disciplined, or terminated. You never saw the data. You never knew the criteria. And your employer told you the decision was objective.

In California, that story has a legal answer. As of October 1, 2025, the California Civil Rights Department finalized sweeping new regulations under the Fair Employment and Housing Act (FEHA) that directly govern the use of artificial intelligence and automated decision systems in employment. These rules represent one of the most significant expansions of California employment discrimination law in years β€” and they apply to every employer in the state with five or more employees.

What the New AI Regulations Cover

On June 27, 2025, the California Civil Rights Council finalized amendments to FEHA regulations specifically targeting what the regulations call Automated Decision Systems, commonly referred to as ADS. An ADS is defined as any computational process β€” including artificial intelligence, machine learning, algorithms, statistics, or other data processing techniques β€” that makes a decision or facilitates human decision-making regarding an employment benefit.[1]

The regulations, now codified at California Code of Regulations, title 2, sections 11008.1 through 11008.4, took effect on October 1, 2025, and apply to all California employers with five or more employees that use any such system in employment decision-making.[2] The scope is deliberately broad. It includes tools used for resume screening, interview scheduling and scoring, skill or trait assessments, promotion recommendations, performance monitoring, scheduling algorithms, and any other computational process that influences what happens to you as a worker.

The core prohibition is simple: an employer may not use an ADS that discriminates against an applicant or employee, either intentionally or through disparate impact, based on any characteristic protected by FEHA β€” including race, national origin, sex, gender, gender identity, disability, religion, age, sexual orientation, and pregnancy.[3]

Smith Reback Law Β· Infographic 1 of 3

Where AI and Automated Decision Systems Are Used in Employment
All of these can be subject to FEHA's ADS regulations if they produce discriminatory outcomes
πŸ“„
Resume Screening
Algorithms that filter, rank, or reject applicants before any human reviews their application.
πŸŽ₯
Interview Scoring
AI tools that analyze facial expressions, tone of voice, or physical characteristics during video interviews.
πŸ“Š
Performance Management
Platforms that score, rank, or flag employees for discipline or termination based on algorithmic assessments.
πŸ—“οΈ
Scheduling Algorithms
Systems that assign shifts, hours, or workloads in ways that may disproportionately harm protected groups.
πŸ’‘
Promotion Recommendations
Predictive analytics tools that identify or exclude candidates for advancement or compensation increases.
πŸ§ͺ
Skill and Trait Assessments
Computer-based tests that measure dexterity, reaction time, or other characteristics that may disadvantage disabled applicants.

Disparate Impact: Why Intent Does Not Matter

One of the most important legal principles in the new FEHA AI regulations is the disparate impact theory. Under this framework, you do not need to prove that your employer intended to discriminate. You do not need to show a manager made a biased decision. You need to show that the algorithm produced outcomes that disproportionately harmed members of a protected group β€” and that the employer cannot justify the system's criteria as a genuine business necessity.[4]

This is particularly significant for AI discrimination cases because algorithmic bias is often invisible. A tool trained on historical data may encode the biases of past hiring decisions, producing results that systematically screen out women for engineering roles, filter out older workers for certain positions, or flag workers of certain national origins for more frequent monitoring β€” all without any human ever making a consciously discriminatory choice.[5]

The regulations also address a subtle but powerful risk: the use of proxy characteristics. A proxy is a characteristic or category closely correlated with a protected class that, when used by an algorithm, produces discriminatory outcomes even though the protected characteristic itself is never explicitly considered. For example, an algorithm that screens out applicants from certain zip codes may effectively discriminate based on race if residential segregation patterns make zip code a proxy for race.[6]

"An employer may be liable even if it did not intend to discriminate where the use of the ADS results in a disparate impact on a protected class under FEHA."

California Civil Rights Council FEHA Regulations β€” via Inside Privacy and Inside Jobs Β· insideprivacy.com

Employer Obligations: What the Law Requires

The FEHA AI regulations do not simply create liability β€” they create affirmative obligations. Employers must take proactive steps to ensure their AI tools are bias-free, and those steps carry their own legal significance. Conducting antibias testing or engaging in similar proactive efforts to avoid unlawful discrimination is specifically identified in the regulations as relevant evidence in support of defenses against discrimination claims. Conversely, the absence of antibias testing can itself be used as evidence against an employer.[7]

The regulations also dramatically extend recordkeeping requirements. All ADS data β€” including input data, output scores, decision criteria, audit results, and related correspondence β€” must be preserved for at least four years. This doubles the previous two-year requirement and is designed to ensure that a discriminated-against worker who discovers the harm months or years later can still find evidence of what the algorithm did.[8]

Critically, employer responsibility does not end at their own front door. The regulations expand the definition of "employer" under FEHA to include agents and third parties acting on behalf of an employer, including the vendors that develop or deploy automated decision systems. If your employer uses an AI hiring tool purchased from a software vendor, and that tool discriminates against you, your employer can still be held liable for the discrimination β€” even if they did not design the tool and did not know it was biased.[9]

Workers must also receive notice before ADS tools are used in evaluating them, including an explanation of their rights and any opportunity to request human review or appeal the algorithmic outcome.[10]

Smith Reback Law Β· Infographic 2 of 3

What Employers Must Do Under California's FEHA AI Regulations
Effective October 1, 2025 β€” California Code of Regulations, tit. 2, Β§Β§ 11008.1 to 11008.4
πŸ” Conduct Antibias Audits
Regularly test all ADS tools for disparate impact across protected characteristics. Timely, repeatable, and transparent audits are required. A single validation at launch is not sufficient.
πŸ“ Four Year Recordkeeping
Preserve all ADS data including input data, scoring outputs, decision criteria, and audit results for a minimum of four years β€” double the prior requirement.
🏒 Vendor Oversight
Employers are liable for discriminatory AI tools sourced from third party vendors. Vendor contracts must include transparency, testing, and compliance obligations.
πŸ”” Pre-Use Worker Notices
Applicants and employees must receive notice explaining when and how ADS tools are used in decisions affecting them, and what rights they have to opt out or request human review.
β™Ώ Disability Accommodations
ADS tools that measure skill, dexterity, reaction time, or other physical characteristics may require reasonable accommodation for disabled applicants and employees under FEHA.
πŸ“Š EEO Data Collection
Employers must collect and retain race, sex, and national origin data for applicants and employees for at least four years to allow statistical analysis of ADS outcomes.

How to Prove an AI Discrimination Claim

Proving that an algorithm discriminated against you is a new legal frontier, but the tools are available. Under the four-year recordkeeping requirement, employers must retain the very data that can prove a discriminatory outcome. If you were passed over for a job, denied a promotion, or terminated after an ADS was used in the decision, your employer is required to have kept the algorithmic inputs and outputs that drove that decision.[8]

Claims can be pursued under both the disparate treatment theory (the algorithm was programmed with discriminatory criteria or used demographic data directly) and the disparate impact theory (the algorithm disproportionately harmed a protected group without business justification). In either case, the employer's failure to conduct bias audits or document anti-bias efforts is powerful evidence against them.

California also enacted SB 53, the Transparency in Frontier Artificial Intelligence Act, effective January 1, 2026, which among other things adds whistleblower protections for employees of large AI companies who report concerns that a company's activities pose a specific and substantial danger to public health or safety. This reflects California's recognition that AI accountability must extend inside the companies building these tools as well as those using them.[11]

Smith Reback Law Β· Infographic 3 of 3

How to Pursue an AI Discrimination Claim in California
Step by step under FEHA's ADS regulations β€” effective October 1, 2025
1
Identify That an ADS Was Used in Your Case
Ask your employer or the company involved what tools were used in the hiring, promotion, performance, or termination decision affecting you. Under the regulations, you are entitled to pre-use and post-use notice of ADS usage.
2
Request the Data and Algorithmic Records
Employers are required to retain ADS input data, scoring outputs, and decision criteria for four years. Request these records as part of any legal investigation or before filing a complaint.Records kept 4 years
3
Show Disparate Impact or Discriminatory Design
Use statistical analysis of the ADS outcomes to show that the algorithm disproportionately harmed members of your protected class. You do not need to prove the employer intended to discriminate.
4
File with the California Civil Rights Department
File a complaint with the CRD within three years of the discriminatory ADS decision. Include all documentation about the tool used, the outcome, and your protected characteristic.Deadline: 3 years
5
Pursue Full FEHA Damages in Civil Court
Once the CRD issues a right-to-sue notice, pursue a civil lawsuit for back pay, front pay, emotional distress, punitive damages in egregious cases, and attorneys fees. Employer liability extends to vendor-supplied AI tools.

The Bottom Line

Algorithmic discrimination is discrimination. California law does not allow employers to outsource their bias to a software vendor and call the result objective. The new FEHA AI regulations make clear that if an automated system screens you out, terminates you, or denies you opportunities based on criteria that disproportionately harm your protected group β€” even without any human making a conscious biased choice β€” your employer may be fully liable under FEHA.

At Smith Reback Law, we represent California workers navigating this new frontier of employment discrimination law. Whether you were filtered out by a resume screening algorithm, scored poorly by an AI interview tool, flagged for termination by a performance management platform, or denied advancement by predictive analytics, we know how to build these cases, demand the algorithmic records, and hold employers accountable. Your consultation is completely confidential and costs nothing.

References & Legal Sources

  1. Ogletree Deakins β€” "10 FAQs About California's New Algorithmic Discrimination Rules" (Sept. 2025) β€” ogletree.com
  2. Hinshaw and Culbertson LLP β€” "Employers: Ensure You Are Compliant with California's New AI Anti-Discrimination Rules Under the FEHA" (Feb. 2026) β€” hinshawlaw.com
  3. Saul Ewing LLP β€” "California's AI Hiring Rules Are Here: What Employers Need to Know Before October 1" (2025) β€” saul.com
  4. 1000Attorneys.com β€” "Fired by an Algorithm in California: FEHA ADS Regulations Explained" (updated Apr. 2026) β€” 1000attorneys.com
  5. Mayer Brown β€” "California Adopts New Employment AI Regulations Effective October 1, 2025" (Sept. 2025) β€” mayerbrown.com
  6. McDermott Law β€” "California's New AI Rules Under FEHA Take Effect October 1, 2025" (Oct. 2025) β€” mcdermottlaw.com
  7. Jackson Lewis β€” "California's New AI Regulations Take Effect Oct. 1: Here's Your Compliance Checklist" (Sept. 2025) β€” jacksonlewis.com
  8. Greenberg Traurig LLP β€” "Beyond Bias: California Sets a New Standard for Regulating AI in the Workplace" (July 2025) β€” gtlaw.com
  9. Paul Hastings LLP β€” "New California Regulations on Employers' Use of AI to Make Decisions Go Into Effect Oct. 1, 2025" (Aug. 2025) β€” paulhastings.com
  10. K and L Gates β€” "AI in Recruiting and Employment Decision-Making: New California AI Regulations Strike a Balance Between Efficiency and Algorithmic Accountability" (Oct. 2025) β€” klgates.com
  11. Inside Jobs Blog β€” "Navigating California's New and Emerging AI Employment Regulations" (citing SB 53, Oct. 2025) β€” insidejobsblog.com
  12. DCI Consulting β€” "Updated California FEHA Rules on AI and Equal Employment Practices" (Aug. 2025) β€” blog.dciconsult.com
Legal Disclaimer: This blog post is for general informational purposes only and does not constitute legal advice or create an attorney-client relationship. Laws are subject to change. For advice about your specific situation, please consult a licensed California employment attorney.

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Were You Screened Out, Passed Over, or Fired by an AI System? You May Have a Legal Claim.

California's new FEHA regulations hold employers liable for algorithmic discrimination β€” even if no human made a biased decision. Our team knows how to demand the records, analyze the ADS outputs, and build your case. Evaluation is free and confidential.

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© 2026 Smith Reback Law  Β·  16255 Ventura Blvd, Suite 600, Encino, CA 91436  Β·  (213) 433-1818  Β·  Intake1818@smithrebacklaw.com

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