Salary Comparison: How to Research What You Should Be Earning
Use percentile distributions, not averages, to understand your market position and negotiate with data-specific confidence.
The Salary Comparison Tool is a free interactive tool that analyzes salary data across roles, locations, and experience levels for job seekers and professionals, helping them understand their market position and negotiate with confidence using research-backed percentile distributions and trend analysis.
Most workers guess at their market value. A smaller fraction actually research it. And only a subset of those walk into salary conversations with data specific enough to shift the outcome. According to a survey by Fidelity Investments, 85% of people who negotiated got at least some of what they asked for (CNBC, 2022). The problem is not that negotiation fails. The problem is that most people never start.
85% of negotiators
received at least part of what they asked for in salary negotiations
Source: CNBC/Fidelity Investments (2022)
Understanding Salary Percentiles and Market Position
Percentile distributions (10th through 90th) reveal exactly where you stand relative to peers, unlike misleading salary averages.
Salary ranges published by job boards are averages. Averages obscure more than they reveal. A software engineer in San Francisco earning $180,000 might sit at the 25th percentile for their market while the same salary puts a software engineer in Austin at the 75th. Percentile distributions (10th, 25th, 50th, 75th, 90th) tell you exactly where you stand relative to peers with similar titles, locations, and experience.
The Bureau of Labor Statistics publishes wage data for roughly 830 occupations across every U.S. metro area through its Occupational Employment and Wage Statistics program. These figures represent the most reliable baseline for salary comparison because they draw from employer surveys rather than self-reported data. Self-reported salary data (common on crowdsourced platforms) skews higher because higher earners are more likely to share, a form of selection bias.
Understanding where you fall in the distribution matters more than knowing the average. Sitting at the 30th percentile signals room to negotiate or switch. Sitting at the 80th percentile signals that your current employer values your contribution highly, and a move might not improve your compensation.
What Are the Signs You May Be Underpaid?
Stagnant pay, expanded responsibilities without title changes, and job postings listing higher ranges are the clearest signals.
Your salary hasn't kept pace with the cost of living in your area over the past two years. Colleagues in similar roles at competing companies report significantly higher total compensation. You received a below-market offer when you were hired and haven't negotiated since.
Your responsibilities have expanded well beyond your original job description without a corresponding title or pay adjustment. Job postings for your exact title and location consistently list ranges above your current pay. Any of these signals warrant a structured salary comparison to determine your actual market position.
What Are Signs You Have Strong Salary Leverage?
High-demand skills, specialized certifications, employer-posted ranges above your pay, and competing offers create negotiation leverage.
Your skills are in high demand in the current market (check job posting volume for your title). You have specialized certifications or experience that few candidates in your area possess. Your employer has recently posted similar roles at salary ranges above your current pay.
Industry wage growth for your role has been accelerating (rising trend signal). You have a competing offer or credible external interest from recruiters. These leverage factors can be quantified using percentile data and presented as evidence in salary conversations.
How to Use Salary Data in Negotiation: A Step-by-Step Approach
Anchor on your percentile baseline, identify your target range, research employer budget signals, prepare evidence, and present with specifics.
Establish your percentile baseline. Use BLS data and salary comparison tools to find where you sit in the 10th-through-90th percentile range for your role, location, and experience level. This is your anchor point. Identify your target range. Aim for the 60th to 75th percentile if you bring above-average experience. If you have rare skills or certifications, the 75th to 90th percentile is defensible.
Research the employer's budget signals. Check whether the company posts salary ranges. Nearly 58% of Indeed postings now include this information, per the Indeed Hiring Lab (2024). Posted ranges reveal the employer's authorized budget.
Prepare your evidence packet. Combine three types of data: market percentile data for your role, specific accomplishments or metrics that justify above-median pay, and any competing offers or recruiter interest. Present your case with specifics, not demands. Frame the conversation around market data.
58% of job postings
on Indeed now include employer-provided salary information
Source: Indeed Hiring Lab (2024)
What Is the Hidden Cost of Not Negotiating Your Salary?
An underpaid baseline compounds over a decade through raises, bonuses, and equity, costing hundreds of thousands of dollars.
Salary negotiation is not just about the immediate pay raise. It sets the baseline for every future increase, bonus calculation, and equity grant tied to your compensation. A worker who accepts a salary $10,000 below market rate and receives average annual increases over a decade can end up hundreds of thousands of dollars behind a peer who negotiated their starting offer. The compounding effect of an underpaid baseline is one of the most underappreciated dynamics in career finance.
Salary transparency is also expanding. Research from the Indeed Hiring Lab (2024) found that salary information now appears in a majority of U.S. job postings on their platform, a trend driven by state pay transparency laws and employer competition for talent. When employers post salary ranges, those ranges become your negotiation floor, not your ceiling. Knowing how to read and respond to posted ranges is now a core job search skill.
How Does This Salary Comparison Tool Work?
It combines your inputs with AI-generated salary intelligence to produce percentile distributions, trend indicators, and negotiation scripts.
This tool combines your inputs (role title, location, experience level, and industry) with salary intelligence generated by an AI model trained on labor market data. For each query, it produces percentile distributions showing the 10th through 90th percentile salary range, trend indicators (whether compensation for your role is rising, stable, or declining), and a negotiation preparation section with scripts and research templates.
The methodology draws on the same data categories tracked by the BLS OEWS program and the Atlanta Fed Wage Growth Tracker, which monitors wage dynamics for job switchers versus job stayers. Results are personalized estimates, not guarantees, and should be cross-referenced with multiple sources before entering any negotiation.
Sources
- CNBC/Fidelity - 85% of Negotiators Succeed (2022)
- Pew Research - Gender Pay Gap (2023)
- Bureau of Labor Statistics - Women's Earnings (2024)
- Indeed Hiring Lab - Salary Transparency (2024)
- Pew Research - Job Switcher Wage Gains (2022)
- Federal Reserve Bank of Atlanta - Wage Growth Tracker
- Bureau of Labor Statistics - OEWS Program
- Dunning-Kruger Effect (Wikipedia)