Salary Transparency Impact: What the Evidence Shows
What salary transparency does to pay gaps, wages, hiring and morale, based on U.S. studies, plus how job seekers and employers can use public pay data.
By the Salary Atlas editorial team · Published

Salary transparency tends to narrow pay gaps and can nudge wages up when employers post ranges, but it can also change how people feel about their own pay, and the effect depends heavily on what kind of transparency you mean. The best U.S. studies point in different directions on different questions. This guide walks through what they found, what the laws require, and what job seekers and employers can do with the information.
TL;DR
- Posting pay ranges is linked to wage gains: a 2025 NBER working paper found pay transparency laws raised wages by 1.3 to 3.6%, while laws letting coworkers share pay were linked to roughly 2% lower wages in an earlier study.
- Transparency narrows gender pay gaps. A study of about 100,000 U.S. academics found better pay equity, though pay tracked individual performance less closely.
- Employers gain more focused recruiting but risk morale problems when current staff see that new hires earn more.
- Being open about how pay is decided tends to work better than exposing everyone's exact pay.
- Public wage data, such as Bureau of Labor Statistics figures, lets you check any posted range against the wider market.
Table of Contents
- What salary transparency actually means
- Impact on gender and racial pay gaps
- Impact on wages overall
- Impact on job seekers and hiring
- Impact inside the company: morale and productivity
- Can two people in the same job be paid differently?
- What U.S. laws require
- How to use pay transparency as a job seeker
- How employers can get the benefits and avoid the problems
- Our perspective
- Check any range against BLS data
- FAQ
- Sources
What salary transparency actually means
The phrase covers a wide spectrum. A 2023 synthesis from the Women's Funding Network describes it as openness about the wages and compensation of employees or job openings, ranging from public employee names and pay levels to total secrecy. In between sit options such as publishing pay bands by job classification, giving salary ranges to applicants, and publishing pay broken down by gender and race.
It helps to separate three forms, which the Academy of Management distinguishes in a September 2026 article:
- Pay communication: employees can talk about their pay with one another.
- Pay disclosure: the employer shares compensation ranges, for example in job postings.
- Procedural transparency: the employer explains how pay, bonuses, levels and raises are determined.
On the federal side, the Department of Labor says that applicants and employees of covered federal contractors are protected when they ask about, discuss or disclose their own pay or a coworker's, including details learned through ordinary means such as conversations with colleagues.
Impact on gender and racial pay gaps
This is the most consistent finding in the literature. A study published in Nature Human Behaviour followed roughly 100,000 U.S. academics between 1997 and 2017 and found that increased pay transparency significantly improved pay equity and equality. The trade-off: it weakened the link between pay and individually measured performance.
That trade-off matters. Transparency compresses differences, including unjustified ones, but it can also compress differences that reflect real performance variation. Employers who adopt it often respond by tightening and documenting the criteria behind pay, which is where procedural transparency comes in.
The mechanism is not mysterious. When a range is public, a pay gap that once hid inside individual negotiations becomes visible, and the person paid at the bottom can ask why. Pay secrecy, by contrast, puts the burden of discovering a gap on the person who is underpaid.
Impact on wages overall
Whether transparency raises or lowers pay for everyone is where the evidence splits, and the split depends on the type of transparency.
Posted ranges tend to raise wages. A November 2025 NBER working paper found that after Colorado's law, the share of postings with salary information rose by 30 percentage points, and pay transparency laws increased wages by 1.3 to 3.6%, including for incumbents and for firms that already posted salaries. Transparency in postings had no effect on pay dispersion, according to the same paper, while benchmarking reduced dispersion without changing average wages. Coworker pay-sharing rules were linked to lower wages. A separate NBER study covering 2000 to 2016 looked at state laws protecting workers' right to discuss salaries and found wages declined by about 2% overall. The proposed explanation is that employers may cap high pay to avoid costly internal renegotiations once everyone can compare.The 2025 paper itself notes that the wage effects are theoretically ambiguous, and that earlier research on internal transparency found wage declines. So the honest summary is not "transparency raises pay" or "transparency lowers pay." Externally posted ranges seem to help workers bargain; internal visibility can make employers more cautious about outliers.
| Type of transparency | What was studied | Reported wage effect |
|---|---|---|
| Posted pay ranges (Colorado) | Share of postings with salary data, 30-point increase | Wages up 1.3 to 3.6% |
| Right to discuss pay (state laws, 2000 to 2016) | Worker protections for sharing salaries | Wages down about 2% |
| Benchmarking | Employer pay comparisons | Less pay dispersion, no change in average wages |
Impact on job seekers and hiring
For job seekers, the practical value is simple: you know whether a job can pay what you need before you spend hours applying. The Federal Reserve Bank of Minneapolis notes that disclosing ranges may help workers focus applications on suitable pay and negotiate higher salaries, while employers can aim recruiting at candidates for whom the package fits, which may save interview time.
A related policy is the ban on asking about pay history. A 2020 field experiment found that when employers were prohibited from seeing applicants' compensation history, they evaluated more candidates, hired people whose past average wages were 5 to 13% lower, and saw employees negotiate better wage bargains. In other words, taking the old salary out of the conversation shifts attention to the value of the role.
Employers can disclose pay at several moments, according to Cornell's 2024 review: in job postings, during recruitment, when positions change or staff are promoted, at offer or hire, or on request. Each moment has different costs and benefits, and a range in a posting is the easiest to administer.
The risk of fewer applications
Some commentary suggests that companies posting pay ranges may see fewer applications from candidates, since people who are not a fit self-select out. That can be a benefit (less screening) or a cost (a thinner pool) depending on the role. The research above leans toward the first reading, but a small employer in a tight labor market should watch its own applicant numbers.
Impact inside the company: morale and productivity
The Minneapolis Fed also lists the drawbacks: compliance and implementation costs, enforcement challenges, and lower morale if existing staff feel unfairly treated compared with new hires whose pay is now public. That last one is the most common real-world problem. A posted range for a new role can instantly reveal that a newcomer will earn more than someone who has done the job for years.
Employee reactions depend on what is shown. The Academy of Management piece reports that procedural transparency can improve perceived justice and fairness, while disclosing coworkers' exact pay can risk envy or counterproductive behavior. Peter Bamberger of Tel Aviv University, quoted there, argues that being open about the pay-setting process tends to produce positive outcomes because staff understand bonus criteria, pay levels and advancement decisions, whereas exposing individual pay requires more care.
On productivity, a 2025 study of 20,000 U.S. academics found that pay transparency did not decrease average productivity. But employees identified as overcompensated raised their effort, and those identified as undercompensated reduced theirs. If you want more data on how workplace conditions shape effort, this employee engagement data is a useful companion to the pay research.
The Women's Funding Network synthesis reaches a similar conclusion: greater transparency is generally more beneficial when it comes with formal evaluation systems, pay grades, job classifications, and clear communication about how pay is determined. Transparency without structure invites arguments; transparency with structure answers them.
Can two people in the same job be paid differently?
Yes, and transparency is often what makes the difference visible. The EEOC explains in its equal pay fact sheet that the Equal Pay Act requires equal pay for men and women doing substantially equal work in the same establishment. Job content, not job title, decides whether the work is substantially equal. Differences are allowed when they rest on seniority, merit, quantity or quality of production, or a factor other than sex.
The same page notes that protection reaches beyond base salary to overtime, bonuses, stock options, profit sharing, insurance, leave, reimbursements and benefits. Title VII, the ADEA and the ADA also prohibit compensation discrimination based on protected characteristics in the circumstances those laws cover.
So two coworkers can lawfully earn different amounts for a legitimate reason, such as experience or a seniority system. What is not lawful is a gap that traces back to a protected characteristic. For employers, the EEOC's pay tips are practical: define compensation criteria and apply them consistently, avoid relying solely on prior salary, which can be discriminatory, and document pay decisions.
What U.S. laws require
There is no single federal rule requiring employers to publish salary ranges in job ads. The requirements come from states and cities, and they differ in scope. Three examples show the range:
- Colorado requires compensation and benefits information in each external job posting an employer chooses to make, and compensation information in covered internal promotion notices, according to the state labor department's rule presentation.
- New York City has a 2026 bill in the City Council that would require salary ranges in job advertisements and disclosure of current employees' compensation ranges on request once per calendar year.
- New York State saw a 2022 bill that would require disclosure of pay or a range, and the job description if one exists, for advertised jobs, promotions or transfers performed at least partly in the state.
How to use pay transparency as a job seeker
A posted range is a starting point, not a guarantee. A few ways to turn it into leverage:
- Check the range against independent data. Look up the occupation and state in public wage statistics. Our guide to finding BLS salary data by job and state explains the mean, median and percentile columns.
- Know which number you are reading. A posted range might reflect the median or something closer to the top of the market. Calculating the median wage is a quick way to see what a typical worker earns.
- Anchor on a higher percentile when you can justify it. If you have the experience, the 75th percentile gives a documented number to negotiate from.
- Ask where you fall in the range. A range of $80,000 to $110,000 is wide. Ask what determines placement in it, which is procedural transparency in action.
- Adjust for location. If the role is remote, read how location-based pay works before comparing offers.
How employers can get the benefits and avoid the problems
The research suggests a few priorities:
- Build structure first. Job classifications, pay grades and written criteria give you something to point to when someone asks why a colleague earns more.
- Audit before you post. If a new-hire range exceeds what tenured staff earn, fix it before it is public. That mismatch is the most predictable morale problem.
- Use external benchmarks. Public wage data shows where your range sits in the market. Reduced dispersion without lower average pay is the benchmarking result the NBER paper reports.
- Document decisions. The EEOC's advice to record pay decisions protects you if a gap is questioned.
- Explain the process, not just the number. Employees accept differences more readily when they understand how pay is set.
Our perspective
We built Salary Atlas on one belief: a salary figure is only useful if you can see where it came from. Transparency law gets attention, but the thing job seekers and HR teams struggle with day to day is trust in the numbers. A posted range means little if you cannot tell whether it is competitive.
That is why we publish BLS wage data with every figure linked to its source, with no paywall and no signup, and why we do not fill gaps with estimates, self-reported figures or scraped postings. When we read the research, the pattern we notice is that transparency works best when it comes with structure and shared reference points. Workers do better when they can check a number, and employers do better when the number they publish can survive being checked.
We also think the debate gets too absolute. Posted ranges and open pay conversations are different tools with different effects, as the studies above show. Anyone who tells you transparency simply raises or simply lowers pay is skipping the details.
, Joelen Zyoktova
Check any range against BLS data
When a job posting lists a range, you can test it in minutes. Salary Atlas shows U.S. wage data from the Bureau of Labor Statistics by job title, state, percentile and experience level, free and without signup. Start with a role like software developer salary, or browse everything from the Salary Atlas home page.
FAQ
What states have pay transparency laws?
Several states and cities require pay information in job postings or promotions, and Colorado is one frequently studied example. Requirements differ on who is covered, what must be disclosed and when. Check your state labor department's website for the current rule, since proposals in places like New York have changed over time.
Can two employees doing the same job be paid differently?
Yes, if the difference rests on a legitimate factor such as seniority, merit or quantity or quality of production. The EEOC says the Equal Pay Act requires equal pay for men and women doing substantially equal work, and job content, not title, decides that. A difference tied to sex or another protected characteristic is unlawful.
Does salary transparency lower wages?
It depends on the type. A 2025 NBER paper found that pay transparency laws increased wages by 1.3 to 3.6%, while an earlier study of laws protecting workers' right to discuss pay found wages about 2% lower. Posted ranges and internal pay sharing are different policies with different effects.
Does pay transparency hurt employee morale?
It can, mainly when existing staff learn that new hires earn more, as the Minneapolis Fed notes. Explaining how pay is determined tends to improve perceptions of fairness, while exposing individual pay without context risks envy. A 2025 study of academics found no decline in average productivity.
Does transparency close the gender pay gap?
Research points that way. A study of about 100,000 U.S. academics found that more transparency significantly improved pay equity and equality. It did not eliminate differences, and it came with a weaker link between pay and measured performance.
Sources
- Pay Transparency Measures in the United States (Women's Funding Network)
- Pay Transparency Regulations FAQ (U.S. Department of Labor)
- Three Types of Pay Transparency Are Changing the Game (Academy of Management)
- The influence of pay transparency on (gender) inequity (Nature Human Behaviour)
- NBER working paper w34480
- Equilibrium Effects of Pay Transparency (NBER)
- Pay transparency in job postings (Federal Reserve Bank of Minneapolis)
- How Do Employers Use Compensation History? (University of Chicago Press)
- Pay Transparency Laws: The Good, the Bad, and the Ugly? (Cornell)
- Pay transparency and productivity (RePEc)
- Employee engagement data
- Facts About Equal Pay and Compensation Discrimination (EEOC)
- Pay Tips (EEOC)
- Pay and Promotion Transparency in Colorado Equal Pay Law (Colorado Department of Labor and Employment)
- New York City Council Int 0114-2026
- New York State Senate bill S9427A
Recommended
Occupation wage figures on Salary Atlas come from the U.S. Bureau of Labor Statistics. Figures in this article that are not linked to a source are estimates. See our methodology.