Salary research often goes wrong before the negotiation even starts. Someone searches a job title, finds three websites with very different numbers, averages them together and treats the result as market value. The problem is that the underlying jobs may not be comparable at all. A national “operations manager” average can combine employers, industries, locations and levels of responsibility that have little in common with the role you are evaluating.
A better approach is to narrow the comparison step by step. Define the work itself first, then narrow by location, industry and level. Use broad wage data to understand the distribution, current postings to see what employers are advertising, and your own scope and experience to decide where within that range your case belongs.
Key Takeaways
- Match the occupation before comparing pay: similar job titles can describe very different responsibilities.
- Use wage distributions, not one average: percentile wages show how widely pay can vary within the same occupation.
- Location matters: wages can differ substantially across states and metropolitan areas.
- Industry matters too: the same occupation can have materially different pay across industries.
- Posted salary ranges are evidence, not proof: compare current roles with similar scope rather than collecting every posting with the same title.
- Your experience does not map automatically to a percentile: responsibility, specialized skills, industry and employer context also matter.
- Know what the data exclude: OEWS wage estimates do not include every form of compensation and do not cover self-employed workers.
- Finish with a defensible range: choose a target you can explain rather than presenting a salary website as the final authority.
Define the Job You Actually Do
Salary research begins by identifying the correct occupation, not by searching for a number.
Job titles are inconsistent across employers. “Analyst,” “manager,” “coordinator” and “specialist” can each cover a wide range of work.
Compare the role using:
- core responsibilities;
- decision-making authority;
- technical or professional skills required;
- team or budget responsibility;
- client responsibility;
- complexity of the work;
- required education or credentials; and
- the level of independence expected.
Job title: Operations Manager
Role A: Supervises 35 employees across two locations, owns staffing and budget decisions, and reports to a regional director.
Role B: Coordinates one internal workflow, has no direct reports and escalates budget decisions.
The same title does not make these clean salary comparisons.
Occupational Employment and Wage Statistics (OEWS) classify workers by the work performed, which is why matching duties is more useful than matching a title alone.
Use OEWS as Your Salary Baseline
For U.S. wage research, the Bureau of Labor Statistics’ Occupational Employment and Wage Statistics program is a strong starting point. Current OEWS data cover about 830 occupations across the nation, states and approximately 530 metropolitan and nonmetropolitan areas.
The current salary-negotiation dataset uses May 2025 OEWS estimates, which can support both starting-salary negotiations and raise discussions when the occupation and market are matched carefully.
For each occupation, look beyond the mean wage. OEWS includes:
- 10th percentile;
- 25th percentile;
- 50th percentile, or median;
- 75th percentile; and
- 90th percentile.
| Percentile | What it means |
|---|---|
| 10th | 10% of workers earn at or below this wage |
| 25th | 25% earn at or below this wage |
| Median | Half earn below and half earn above |
| 75th | 75% earn at or below this wage |
| 90th | 90% earn at or below this wage |
The distribution is more useful than a single average because it shows the spread of pay within an occupation.
Do Not Automatically Place Yourself at a Percentile
Experience and education can influence where an individual falls within a wage distribution, but location, industry and job scope matter too. A percentile is not a formula such as “five years of experience equals the 75th percentile.”
Narrow the Data to Your Location
National wage data are useful for orientation, but local data are often much more relevant to a negotiation.
OEWS estimates are available for states and hundreds of metropolitan and nonmetropolitan areas. CareerOneStop’s Salary Finder provides another way to search the same underlying wage data by occupation and location.
1. Find the national wage distribution for the occupation.
2. Find the state estimate.
3. Find the metropolitan or nonmetropolitan area that best matches the job.
4. Compare how much the local distribution differs from the national one.
If you work remotely, location can be more complicated. Employers may use national pay, employee-location pay zones, headquarters-based ranges or another compensation model. Ask how the employer determines the range instead of assuming a remote job has one national market salary.
Do Not Replace Wage Research With a Cost-of-Living Calculator
A cost-of-living calculator and market wage data answer different questions. Cost of living and market wages are related, but they are not the same thing.
Your personal housing or childcare expenses can determine whether a salary works for you. They do not tell you what employers in that labor market actually pay for a particular occupation.
For negotiation, wage data should usually carry more weight than a calculation that says City A is 18% more expensive than City B.
Check How Much Industry Changes the Range
Workers in the same occupation can earn materially different wages across industries, so industry can be as important as title when choosing comparables.
Industry pay differences can reflect:
- working conditions;
- skill demand;
- location;
- business economics;
- union prevalence;
- regulation;
- customer type; and
- how central the occupation is to the business.
The May 2025 data illustrate the point clearly: pay for computer systems analysts varies materially across industries such as colleges and universities, insurance carriers, computer systems design and aerospace manufacturing.
One industry does not always pay more than another, but industry can make a broad cross-industry salary number less relevant.
You work in compensation analysis for a large financial-services company.
A salary range based mainly on nonprofit HR roles may understate the market you compete in. A range drawn only from high-paying technology firms may overstate it.
Use the industry that most closely resembles the employers you would realistically work for.
Add Current Job Postings to the Research
Government wage data show what workers are earning across a broad labor market. Current job postings can show what employers are advertising for roles that are open now.
Search for positions that match:
- occupation;
- location or remote-pay policy;
- level;
- industry;
- team responsibility;
- required experience;
- important technical skills; and
- job scope.
Where a posting includes a salary range, record it together with enough context to know why you considered the job comparable.
| Posting | Range | Why it is comparable |
|---|---|---|
| Employer A | $88,000 to $105,000 | Same metro area, similar industry, individual contributor |
| Employer B | $96,000 to $118,000 | Same occupation but larger portfolio and more senior scope |
| Employer C | $82,000 to $97,000 | Similar scope but smaller organization |
Do not average these three ranges mechanically. Employer B’s broader responsibilities may justify its higher band.
Use Posted Ranges Carefully
A posted range does not necessarily tell you:
- where most hires enter the band;
- how much room exists for future raises;
- how the employer sets pay within the range;
- whether bonus or equity materially changes the package; or
- whether the role is truly equivalent to yours.
Salary-transparency requirements also vary by jurisdiction, so not every U.S. posting will provide a range.
Use Recruiter and Crowdsourced Data as Supporting Evidence
Private salary websites, recruiter reports and employee-submitted compensation data can add useful context, particularly for specialized roles where public datasets are broad.
But they can also introduce problems:
- small sample sizes;
- self-reported data;
- unclear job levels;
- old submissions;
- base salary mixed with total compensation;
- location differences; and
- selection bias.
Use supplemental sources to check whether the official wage data and current job postings point in the same general direction. Do not let one unusually high anonymous submission become your salary target.
Adjust for Your Actual Scope and Evidence
Once the market research gives you a broad range, compare your own role to the positions behind that range.
Factors that may support a stronger position include:
- broader decision-making authority;
- specialized skills that are relevant to the role;
- management responsibility;
- larger customers or accounts;
- budget ownership;
- credentials required by the job;
- strong directly relevant experience;
- responsibility across multiple locations or functions; and
- a record of results in similar work.
The evidence matters more than the adjective.
Stronger: “The role requires ownership of multi-state payroll operations. I have six years of directly relevant experience, currently own payroll across eight states and led the system conversion the new role would be responsible for maintaining.”
If you are researching for an internal raise, compare how your current responsibilities have changed since your compensation was last set. If you are evaluating an external offer, compare your experience with the actual requirements of the new role.
Know What OEWS Wage Data Do Not Measure
OEWS is a strong salary-research source, but it has boundaries.
OEWS covers wage and salary workers in nonfarm establishments. It does not include:
- self-employed workers;
- owners and partners in unincorporated firms;
- private household workers; or
- unpaid family workers.
OEWS covers employees rather than self-employed workers, so it is less suitable for comparing a salary with freelance, consulting or business income.
OEWS Wages Are Not the Same as Total Compensation
OEWS wages are measured as straight-time gross pay. The measure includes base pay, guaranteed pay, commissions, production bonuses and tips, while excluding items such as overtime, severance, shift differentials, nonproduction bonuses, employer benefit costs and tuition reimbursement.
So a wage estimate should not be treated as a complete benefits comparison.
If one employer offers a lower base salary but materially stronger health coverage, retirement contributions or another benefit, evaluate those separately.
Annual Estimates Can Use a 2,080-Hour Conversion
For most occupations, annual OEWS wage estimates are converted from hourly estimates using a standard 2,080-hour work year. That convention may not match actual annual pay for people who work more or fewer hours.
For occupations where that conversion is not appropriate, OEWS may publish only annual or only hourly wages.
If you need to compare an hourly posting with an annual salary, an hourly-to-salary calculator can put both figures on the same basis before you compare the roles.
Build a Market Salary Range You Can Defend
After gathering the evidence, summarize it instead of bringing ten browser tabs into the negotiation.
MARKET SALARY RESEARCH SUMMARY
Occupation: [Best-matching occupation]
Location: [Metro / state / employer pay zone]
Industry: [Relevant industry]
Level / scope: [Individual contributor, senior, manager, etc.]
Local OEWS wage distribution:
25th percentile: [$]
Median: [$]
75th percentile: [$]
Comparable current postings:
[Posting A: range + why comparable]
[Posting B: range + why comparable]
[Posting C: range + why comparable]
Role-specific evidence:
[Experience, specialized skills, responsibility, results]
Reasonable market range: [$ to $]
Negotiation target: [$ or narrow range]
Your reasonable market range does not have to match one source exactly; it should reflect what the sources collectively support.
Local OEWS median: $92,000
Local OEWS 75th percentile: $110,000
Comparable postings: mostly $95,000 to $115,000
Your experience: directly matches the role, with broader responsibility than several postings
Possible research conclusion: roughly $100,000 to $112,000 is a defensible market range for this specific search.
That range is illustrative. It is not a recommendation for any particular occupation.
Turn the Research Into a Negotiation Number
Market research gives you the evidence. Your negotiation strategy determines what you ask for.
For a job offer, consider:
- the employer’s offer;
- the employer’s stated range, if known;
- your market research;
- how closely your experience matches the role;
- the rest of the compensation package; and
- the minimum package you would actually accept.
For a current job, also consider:
- how your role has expanded;
- your current salary;
- your employer’s pay structure;
- your documented results; and
- whether the role may need promotion or re-leveling rather than a normal merit increase.
Then make a request that can be explained in one or two sentences.
The same research can help you answer salary expectations during an interview without guessing. For a new offer, it also gives you evidence for negotiating salary; internally, it can support a raise conversation.
Common Salary Research Mistakes
| Mistake | Better approach |
|---|---|
| Using one national average | Compare occupation, location, industry and wage distribution |
| Matching title instead of duties | Compare actual scope and responsibility |
| Assuming experience equals a percentile | Use experience together with role scope and market context |
| Averaging every salary website | Weight sources by relevance and data quality |
| Counting total compensation as base salary | Separate guaranteed base, variable pay and benefits |
| Using personal expenses as market evidence | Use expenses for your acceptance floor, not market valuation |
| Choosing the highest number you find | Build a range supported by multiple comparable data points |
| Ignoring the employer’s range | Understand where your target fits within the employer’s pay structure |
Salary research is not meant to prove that you deserve the highest number available. It should reduce uncertainty enough that you can make a credible request and recognize whether an offer is competitive.
Frequently Asked Questions (FAQs)
What is the best source for market salary data?
For U.S. wage and salary employees, OEWS is a strong baseline because it standardizes wage data by occupation, location and industry. Current job postings and other credible sources can then add role-specific context.
Should I use the median salary or average salary?
Neither should automatically become your target. The median shows the midpoint of the wage distribution, while the mean is an average that can be affected by very high or low wages. Review the full percentile distribution and compare it with your location, industry and scope.
What salary percentile should I target?
Years of experience do not map automatically to a percentile. Use your responsibilities, skills, education, location, industry and evidence of scope to decide where your case plausibly fits within the distribution.
How many salary sources should I use?
No fixed number of sources makes a salary range credible. A strong research set might include local OEWS wage data, several genuinely comparable job postings and one or two credible supplemental sources. Relevance matters more than collecting a large number of websites.
Are salary websites accurate?
They can be useful supporting sources, but methodology varies. Some rely on employer data, some on employee submissions and some on modeled estimates. Check whether the data match your location, job level and compensation type before relying on them.
Can I use job-posting salary ranges when negotiating?
Yes, especially when the postings closely match the occupation, location, industry and scope. Use several relevant examples rather than one unusually high posting, and remember that an advertised range does not tell you exactly where an employer will place a particular candidate.
Does BLS salary data include bonuses and benefits?
OEWS wages include some forms of pay, including guaranteed pay, commissions and production bonuses, but exclude items such as nonproduction bonuses, employer benefit costs, overtime and severance. Evaluate total compensation separately when comparing offers.
Can freelancers use BLS salary data?
Only as limited context. OEWS does not cover self-employed workers, and an employee wage is not equivalent to freelance revenue. Freelancers must also account for nonbillable time, business expenses, benefits and taxes when setting prices.
Sources
- U.S. Bureau of Labor Statistics: Using Occupational Employment and Wage Statistics During Salary Negotiations
- U.S. Bureau of Labor Statistics: Occupational Employment and Wage Statistics
- U.S. Bureau of Labor Statistics: State Occupational Employment and Wage Estimates
- U.S. Bureau of Labor Statistics: Metropolitan and Nonmetropolitan Area Wage Estimates
- U.S. Bureau of Labor Statistics: Industry-Specific Occupational Wage Estimates
- U.S. Bureau of Labor Statistics: Technical Notes for May 2025 OEWS Estimates
- CareerOneStop: Salary Finder












