Vident Partners provides vetted labor economics expert witnesses for cases involving pay equity regressions, hiring and promotion statistics, relevant labor market analysis, disparate impact, wage and hour class damages, and workforce data in employment litigation nationwide. Request a referral today.
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A labor economist answers whether a pattern in a workforce can be explained by something other than the claim in the suit. Who was hired, promoted, paid or let go, compared with whom, and after accounting for what? The work rests on payroll and HR records, plus government data on the outside labor market. This page covers workforce analysis in employment disputes. Lost earnings for one injured person belong to a forensic economist, and a vocational expert addresses what that person can still do.
The first choice usually decides the case. In Hazelwood School District v. United States, the Supreme Court addressed a comparison of a district's teaching staff with its pupils, when the better measure was the qualified population in the relevant labor market 1. The Court remanded for further findings on the relevant labor market area 1. It also repeated the idea that a difference greater than two or three standard deviations would make a hypothesis of neutral hiring suspect 1. In Teamsters v. United States, the Court said statistics showing imbalance are probative because imbalance is often a telltale sign of purposeful discrimination, absent explanation 2.
So the economist asks who was really available and qualified, in what geography, in what period. Two sides can reach opposite answers from the same payroll file by defining that pool differently.
Government data helps define the market. The Current Population Survey is a monthly survey of U.S. households conducted by the Census Bureau for the Bureau of Labor Statistics 3. The Occupational Employment and Wage Statistics program produces employment and wage estimates annually for over 800 occupations, at national, state and metropolitan levels 4. Each has limits: survey categories may not match the job in dispute, and an expert should say how they were mapped.
Pay cases usually use regression, comparing pay after controlling for legitimate factors such as job, tenure and performance. The fight is over which factors are legitimate. Under the Equal Pay Act, an employer may not pay employees of one sex less than the opposite sex for equal work on jobs requiring equal skill, effort and responsibility in the same establishment 5. Choosing to control for a factor the employer itself may have tainted, such as a performance rating or a job grade, can hide the very effect being tested. Grouping employees who do not do equal work creates the opposite problem. Each side's expert should show results with and without the disputed variables.
The statute is stable, but the agency position has moved sharply, so any expert must address the date and forum.
Title VII says a disparate impact violation is established if a party shows that a particular employment practice causes a disparate impact and the respondent fails to show the practice is job related and consistent with business necessity 6. The Uniform Guidelines, still in the Code of Federal Regulations, state that a selection rate less than four-fifths of the rate for the group with the highest rate will generally be regarded by federal enforcement agencies as evidence of adverse impact 7.
In June 2026, however, the Justice Department's Office of Legal Counsel issued an opinion to the EEOC Chair concluding that the EEOC's Title VII guidelines are unconstitutional because they contemplate liability based on disparate effects alone 8. It also said plaintiffs must establish that the practice specifically caused the disparate impact 8. OPM then removed references to the Guidelines from federal personnel regulations, effective July 31, 2026 9. Courts decide what Title VII means, so an opinion of this kind does not itself change a court's reading of the statute. But an expert report that leans on the four-fifths rule alone is now exposed, and tests of statistical significance and causation should be set out separately. Counsel should confirm the current status of the Guidelines and any later cases before relying on them.
Data availability may also change. In 2026 the EEOC proposed to rescind the EEO-1 and related reports and their recordkeeping requirements 10. An expert should confirm what the employer actually kept.
FLSA collective actions often need labor economists too, usually to estimate unpaid time from samples and timekeeping data. An employer who violates the minimum wage or overtime rules is liable for the unpaid wages and an additional equal amount as liquidated damages 11. Sampling is often central, and the limits on representative evidence that apply in class actions apply here as well.
No license applies. Look for a doctorate in economics or a closely related field, with a focus on labor, and hands-on experience with payroll and HRIS data. Ask how the expert defined the comparison group and how the results change under other reasonable choices. A statistician can check the model. A forensic economist addresses individual loss. An HR practices expert addresses whether a policy was followed, and a compensation consultant may explain how a pay system was designed.
In a June 2026 opinion, the Justice Department's Office of Legal Counsel concluded that the EEOC's Title VII guidelines are unconstitutional because they contemplate liability based on disparate effects alone, so the four-fifths rule should no longer carry a report by itself.
Case Types
Pay equity claims under the Equal Pay Act and Title VII
Hiring, promotion, and termination pattern cases
Disparate impact challenges to tests and selection criteria
Age analyses in reductions in force
Relevant labor market and applicant pool disputes
Wage and hour collective action damages
Employee misclassification and overtime exposure
No-poach and wage-suppression labor market disputes
Qualifications
Related Specialties
FAQ
Look for a doctorate in economics with a focus on labor and hands-on experience with payroll and HR data. Ask how the expert defined the comparison group and how the results change under other reasonable choices. A strong report shows that sensitivity testing.
It is the group of people who were available and qualified for the job in the geography and period at issue. In Hazelwood, the Supreme Court looked to the qualified population in the relevant labor market and remanded for further findings. Two experts can reach opposite answers by defining the pool differently.
It remains in the text of 29 CFR 1607.4 as this page was prepared, but a June 2026 Office of Legal Counsel opinion concluded that the EEOC's Title VII guidelines are unconstitutional, and OPM removed references to them from federal personnel rules. Courts decide what Title VII means. Counsel should confirm the current status and should not rest a report on that rule alone.
No number proves it. Hazelwood repeated the idea that a difference greater than two or three standard deviations would make a hypothesis of neutral hiring suspect. That goes to chance. It says nothing about the cause, so an expert must also address legitimate explanations and practical size.
Usually the economist estimates unpaid time from timekeeping data and samples, and calculates exposure. The FLSA provides for unpaid wages plus an additional equal amount as liquidated damages. Sampling methods are often contested, and the expert should explain how the sample represents the group.
In general, labor economics expert fees are determined by the expert themselves, based on a variety of criteria. Among those criteria are academic standing, forensic experience, the volume of data, the need for class-level analysis, and publications. Vident does have some influence over expert fees by comparing experts within a specialty, but ultimately it is a personal decision by the expert.
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