The railroad inspector whose sign-off nobody questions
$149,430top of the range in Texas · middle $92,100 / yr
AI augments this role
Railroad Inspectors in the United States earn a median of $92,100 a year. Pay starts near $40,330. Pay reaches $149,430 at the top of the range in Texas, the best-paying state for this work among those with at least 500 people in the job.
Source: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025 (Transportation Inspectors, SOC 53-6051). Last checked 9 September 2026.
Entry level
$40,330
Top of the range · Texas
$149,430
Education
Associate's degree or experience
Wages — U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025 (Transportation Inspectors). Top of the range is the highest state-level figure among states with at least 500 people in the job. AI-impact rating is PayCrunch's editorial assessment. Updated September 2026.
🆕 New & Trending AI Tools for Railroad InspectorReviewed September 2026
We track new AI-tool launches every week and refresh this list — here’s what’s gaining traction for Railroad Inspector work right now.
Numeo AINEWPaid / see site
AI dispatch platform that matches loads and plans routes for trucking.
How a Railroad Inspector uses it: let AI find better loads and build the most efficient route/schedule
DAT iQNEWPaid / see site
Freight market intelligence with AI rate forecasting and lane analytics.
How a Railroad Inspector uses it: price a load right and pick profitable lanes with live market data
NetradyneNEWFleet / see site
AI-powered dashcam that coaches driving and rewards safe behavior.
How a Railroad Inspector uses it: get instant in-cab coaching and build a safety record that protects your CDL
NotebookLMNEWFree / $7.99 mo
Google tool that answers questions grounded only in the documents you give it — with citations.
How a Railroad Inspector uses it: load your own manuals, policies, or PDFs and ask questions that stay accurate to the source
Motive~$89/vehicle mo
Driver app with AI safety alerts, fuel and route insights (formerly KeepTruckin).
How a Railroad Inspector uses it: get real-time safety and fuel coaching and cut idle time on the road
Samsara~$99/vehicle mo
Connected-fleet platform with AI dash cams, routing, and maintenance alerts.
How a Railroad Inspector uses it: use AI dashcam coaching and predictive maintenance to stay safe and avoid breakdowns
Route4MePaid / see site
Route optimization that sequences multi-stop trips across 200+ variables.
How a Railroad Inspector uses it: turn a list of stops into the fastest, fuel-smart route in seconds
ChatGPTFree / $20 mo
The most-used AI assistant — writing, analysis, research, and images from a plain-language chat.
How a Railroad Inspector uses it: draft emails and documents, summarize long files, and get instant answers to on-the-job questions
ClaudeFree / $20 mo
AI assistant known for careful writing, long-document analysis, and coding.
How a Railroad Inspector uses it: analyze big reports or spreadsheets and turn messy notes into clean, finished writing
A railroad inspector looks at equipment or at operations and says, in a record someone else can use, what is fit to continue and what is not. Some inspectors work for a railroad, inside a mechanical shop or out along the line where cars and locomotives are offered for service. Others work for a contractor the railroad hires. Others work for a public agency and look at whether a carrier's equipment or its operations meet the requirements that apply. The settings differ. The career is still inspection: observe, judge against the rules you were given, document, and send the finding to the people who must act.
It is a career of attention rather than of drama. A good day is a stack of careful looks and clear notes. A bad day is a finding that takes equipment out of service or that requires a railroad to change how a job is being run, with tempers attached. The inspector who lasts can deliver that finding without a speech, and can also say when something is acceptable. Endless suspicion is not expertise. Neither is a habit of waving everything through so the yard can stay on schedule.
Equipment on some assignments, operations on others
Equipment inspection centers on the condition of rail cars, locomotives, and the related gear the railroad depends on. The inspector works where that equipment sits: a shop, a yard, a repair track. The task is to see the condition, compare it with the requirements the employer or the regulator uses, and record the result. Repair crews do the fixing. The inspector's product is the judgment and the note. Mixing those roles, by "just adjusting" something that should have been written up, is how records become fiction.
Operations inspection is a different assignment. Here the subject is the way work is being carried out: a crew on a job, a test the railroad is required to perform, a practice that either matches the carrier's rules or does not. The inspector watches, asks for the documents the event should have produced, and writes what occurred. This is still not a script for how to run a train. The inspector is not there to take over the crew's duties. The inspector is there to see whether the operation, as performed, fits the requirements that govern it.
Both kinds of day involve people who would prefer a clean result. A mechanical foreman wants cars back in service. A trainmaster wants the job to finish. An agency inspector wants a finding that will stand up if the railroad disputes it. The professional habit is the same in all three rooms. Look at the thing itself. Write what you saw. Cite the requirement you are using. Separate fact from recommendation. Leave the repair method, and the operating method, to the people qualified to perform them.
What the work feels like over a year
Much of the year is ordinary. Equipment that meets the mark. An operation that follows the rule. Notes that are short because nothing unusual happened. That ordinary record matters, because a file full of only bad findings looks like the inspector never looked at the rest. The unusual days are why the job exists: a defect that should take a car out of the train, a practice that puts a crew at risk, a pattern that shows up only when you compare this week with last month. Seeing the pattern requires keeping the ordinary notes, not only the exciting ones.
Travel is common in agency and regional roles. A railroad inspector employed by a carrier may stay at one shop or one hub. An inspector whose territory is a slice of a state, or several states, will spend time on the road and will need to be credible in an unfamiliar yard. Clothing, weather, and footing are part of shop and yard work. Office time is part of it too, because a finding that never gets written never happened. People who want only a desk, or only a dramatic field day, should ask which mix the posting actually is.
Conflict is part of the craft and can be handled without contempt. Railroaders are proud of keeping freight and passengers moving. An inspector who sneers at that pride will get silence instead of information. An inspector who hides a defect to stay liked will eventually own the consequence. The middle path is specific language, a calm tone, and a willingness to show the requirement you are applying. You can respect a crew and still write the finding.
Who hires, and what they are actually hiring
Class I railroads, smaller railroads, contract shops, and public agencies all use inspectors, and the posting should say which one. A carrier job may grow out of mechanical or transportation experience on that railroad. An agency job may ask for that same kind of experience plus an ability to apply federal requirements and to write a report a lawyer could read. A contractor may want someone who can work on several properties and follow each customer's process. Those are three different loyalties. Know which one you are joining.
The Federal Railroad Administration is the federal agency most people mean when they talk about government inspection of railroads. Its site is railroads.dot.gov. Agency hiring follows a public process, with whatever education and experience the announcement lists. Do not assume a railroad craft qualification automatically equals an agency job, and do not assume an agency title lets you skip a carrier's own training if you later move the other direction. Read the announcement. Then read it again for the duty location, the travel, and the kind of inspection named.
There is no single national licence that, by itself, creates a railroad inspector the way a medical board creates a physician. What you hold instead is a mix that depends on the employer: railroad craft experience, the employer's own authorization to inspect, and, for some roles, a federal position with its own conditions. Describe that mix honestly. "I inspected cars at this shop under this railroad's program for this many seasons" is a fact. "I know every rule in the industry" is a boast nobody can check and nobody needs.
Finding a way in, and staying useful
A common path starts in the craft. Carmen, mechanical supervisors, conductors, and other operating or shop employees learn how equipment fails and how work actually gets done. Some of them move into inspection because they are careful writers and because other people trust their eye. Another path starts with a technical education and a trainee role in a shop or an agency, learning the railroad's hardware from instructors rather than from a prior craft. Both paths can work. The weak path is collecting slogans about safety without time around the equipment or the operation.
Early years should be spent getting reliable at one kind of look. Equipment, or operations, or a defined slice of either. Jumping every month into a new specialty feels ambitious and produces shallow notes. Later, a broader assignment makes sense, especially in a small railroad where one person covers more ground, or in an agency role that expects range. Mentors matter. Ask to review your writeups with someone whose findings have stood up. The feedback you want is specific: what you missed, what you overcalled, and how the sentence could be plainer.
Advancement can mean a larger territory, a lead role that reviews other inspectors' work, or a move from a carrier to an agency or the reverse. Each move changes who you are accountable to. A lead inspector who only polices the team and never looks at a car will lose the team's respect. A field inspector who refuses to learn the report format will limit the job. Training roles exist for people who can teach the eye and the note without turning the class into a pile of war stories.
When you apply, bring writing samples the employer is allowed to see, or be ready to describe a finding without turning it into gossip about a named coworker. A strong description says what you looked at, what the requirement was, what you recorded, and who received the note. A weak description is a list of dramatic near-misses with no record behind them. Ask the interviewer what a normal week contains, how much of it is outdoors, and how disputes about a finding get resolved. Those answers tell you whether the seat matches the careful temperament the work rewards. They also tell you which wage comparison, later, belongs to a trainee desk and which belongs to an independent territory.
The broader series behind these wages
The figures that follow are Occupational Employment and Wage Statistics for May 2025, for Transportation Inspectors. That series is broader than railroad inspection alone. It also covers inspectors in other kinds of transportation, so a railroad-only career is looking at a wage release shared with a wider occupation. Keep that in mind when a number seems to describe a different workplace than a yard or a rail shop. The entry figure is $40,330. The national median is $92,100. The gap between those two is $51,770, wide enough that an offer at the bottom and an offer at the middle are different kinds of jobs, or at least different points in a career. The top figure is $149,430. It is the high end of the published range in Texas.
Texas also has a median, $101,440, and that median is a different statistic from the $149,430 high end. The highest state median is in Alabama, at $108,140, which is $16,040 above the national median. Alabama's median and Texas's high end are different facts about different places. From the national median to the Texas high end is $57,330. Other state medians are Florida at $101,470, Texas at $101,440, Georgia at $95,030, and New York at $93,420. Florida's median sits a hair above Texas's median. Georgia and New York sit closer to the national median, still above it. The lowest published state median in this set is Michigan at $35,890. The gap between Alabama's median and Michigan's median is $72,250.
Match one number to the seat. A new inspector, or a role near the bottom of the published distribution, can be compared with $40,330, with the national median of $92,100 as the middle and $51,770 as the size of that climb. An experienced railroad inspector doing independent work can start the comparison at $92,100 and then move to a state median if the job is in a state listed here. Alabama's median is $108,140. Florida's is $101,470. Texas's median is $101,440, while $149,430 remains only the high end of the published range in Texas. Georgia's median is $95,030. New York's is $93,420. Michigan's $35,890 median sits near the national entry figure, so the national median would misrepresent the local middle if it were quoted alone.
Say whether the posting is equipment, operations, or a mix, and say whether the employer is a carrier, a contractor, or an agency. Those facts tell you whether the broader transportation-inspector series is a loose neighborhood for your wage talk or a close description of the seat. Travel, territory, and a lead duty are reasons to discuss where an offer sits between the entry figure and the median, or between the national median and a higher state median. The Texas high end belongs in a sentence about the top of the published range, not in a sentence about a typical Texas paycheck. Bring the record of what you have actually inspected. The number is only useful beside that record.
The top of Railroad Inspector pay — and how to get there with AI
$149,430what Railroad Inspector pay reaches in Texas
Highest state-level top-of-range annual wage for Transportation Inspectors, among states with at least 500 people in the job. U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025.
And the role it leads to — Ship Engineers — reaches $244,020 in Louisiana.
$40,330entry$92,100middle$149,430top end
Routine equipment checks are what most railroad inspectors are paid for; the top of this range belongs to those certified in a specialised inspection discipline whose findings settle arguments between a railroad and a regulator.
Inspecting equipment for damage, abuse or mechanical malfunction and confirming compliance with rules and standards is the visible work, and much of the record keeping around it is now handled by tablets and a technical data management system. That has raised the value of everything the checklist cannot cover: non-destructive testing that finds a crack before it opens, corrosion assessment on structures, accident investigation where you reconstruct what maintenance records and logs actually show, and auditing whether another inspector's repair verification was performed properly. Each of those is gated by a certification, and each certification changes which assignments you are eligible for.
Your playbook, by where you are now
Just startingWrite records that hold up later
Make your inspection reports specific enough that a stranger could act on them a year later: what you examined, what you measured, what you concluded, what you recommended.
Examine maintenance records and logs to confirm that scheduled service was performed at prescribed intervals, rather than accepting a signature at face value.
Learn the federal and state standards your inspections enforce chapter by chapter, and note where they are stricter than your employer's internal rules.
Photograph and file evidence consistently in Adobe Acrobat and the Technical Data Management System TDMS, so a defect finding never rests on memory.
Build your own defect reference from what you actually encounter: corrosion patterns, wear signatures, the failures that repeat on one equipment type.
What proves it: An inspection file that another inspector can pick up and continue without asking you anything.
Realistic span: the first two or three years
A few years inTake the certification the hard work needs
Certify in non-destructive testing at the level your employer accepts for independent sign-off — ultrasonic and magnetic particle methods carry the most weight around rail and wheel work.
Add a welding inspection or structures qualification if bridges, track structures and repairs are part of your territory.
Volunteer for the assignments that verify whether repair work was performed properly, since auditing other people's work is where certified inspectors are required.
Learn to query the maintenance database in Microsoft Access so you can identify equipment with repeat defects instead of finding them one at a time.
Have Claude turn a long standards revision into a plain list of what changed for your equipment class, then confirm each line against the published text before you rely on it.
What proves it: A recognised testing or inspection certification plus independent sign-off authority.
Realistic span: years four through eight
ExperiencedInvestigate, audit, and set the standard
Move into accident and incident investigation, where the job is reconstructing cause from equipment condition, records and testimony.
Take regulatory or third-party audit work, since inspectors who can assess an entire compliance programme are scarce and expensive.
Write the inspection criteria and checklists your employer's other inspectors use, and defend them when a schedule pushes back.
Recommend equipment replacement and modification with the failure evidence and cost consequence stated, so the recommendation survives a budget meeting.
Weigh Texas, the strongest state for transportation inspectors, and marine or ship engineering as an adjacent licensed field for those who want to move off rail.
What proves it: Lead investigator or auditor status with inspection criteria carrying your authorship.
Realistic span: nine years and beyond
The next 90 days
Over the next ninety days, work out which defect on your territory you most often have to escalate to somebody else because you are not certified to make the call yourself. That handoff is where a railroad inspector's authority stops and someone else's pay begins. Identify the certification that closes it, get the eligibility requirements in writing, and count the documented inspection hours you already hold toward them. Book the training even if you are funding the first module alone. Meanwhile, pull the last six months of your inspection records and find the equipment that failed twice — a repeat defect is the strongest argument you can put in front of a manager for why the certification should be paid for.
Wage figures: BLS OEWS, May 2025. The playbook is PayCrunch editorial guidance, not a guarantee of pay or placement.
Every figure is the national median from the U.S. Bureau of Labor Statistics (OEWS) shown on that role’s own page.
Never used AI before? Start here (2 minutes).
Off duty, load the part of 49 CFR that governs your discipline into NotebookLM — Part 213 for track, Part 215 for freight cars, Part 236 for signals — and quiz yourself on the defect criteria. The inspectors who advance know the exact thresholds cold: class-of-track limits, measurement tolerances, condemning limits. AI turns the dense regulation into a searchable tutor that tests you until the numbers are automatic.
The tools are free or low-cost: NotebookLM and ChatGPT or Claude to explain and drill the standards, and to make your inspection reports airtight. The rule that never bends: AI supports study and documentation, never the inspection itself. Every defect call comes from your own hands-on examination and measurement against the regulation — not from a chatbot.
The one rule, forever: Inspection determinations follow 49 CFR and FRA standards, and no defect is cleared or certified by AI — the required physical, hands-on inspection and your qualified judgment govern. Use AI off duty to learn the standards, sharpen recognition, and draft documentation; never let it substitute for the actual inspection or measurement. On the job, your findings must rest on what you personally observed and measured against the regulation.
The plays — exact steps, exact prompts
Do these in order. Each one is copy-paste ready. You do not need to know anything about AI going in.
1
Master 49 CFR for your discipline cold
Why this pays: An inspector's authority rests on knowing the standard exactly. The one who has the class-of-track limits, measurement tolerances, and condemning limits memorized catches defects others walk past and never gets a call reversed — the competence that earns senior and federal positions.
NotebookLMChatGPTClaude
1
Load your discipline's CFR part (213 track, 215 freight car, 229 locomotive, 232 brakes, 236 signals) into NotebookLM off duty and drill the numbers.
2
Quiz yourself on measurements until the thresholds are automatic.
Copy-paste this prompt
You are an FRA regulations examiner. Quiz me one item at a time on [49 CFR Part 213 track safety standards]: class of track and the corresponding speed and geometry limits, gauge and alignment tolerances, and defect and remedial-action criteria. Give me a scenario with a measurement, ask whether it's a defect and what action is required, then correct me and cite the exact section. Escalate difficulty. Study only.
Study aid off duty only. On the job, verify against the current 49 CFR and FRA/railroad instructions — the regulation governs, and it is periodically amended.
What you'll haveThe exact standards memorized — you catch more defects and your calls hold up, the competence behind senior and federal roles.
2
Write defect reports that hold up
Why this pays: A defect report or violation that clearly ties a measured condition to the exact regulation withstands railroad pushback and legal challenge. Inspectors whose documentation is airtight are trusted with the serious findings and advance; sloppy write-ups get overturned.
ChatGPTClaudeGrammarly
1
After the physical inspection, use ChatGPT or Claude to structure the write-up: the exact condition, the measurement, the CFR citation, and the required remedial action — built from your real field notes.
2
Force every finding to tie a measured fact to a citation.
Copy-paste this prompt
Act as an editor for railroad inspection documentation. Help me structure this defect write-up so it's clear and defensible: the specific condition observed, the measurement or evidence, the exact 49 CFR section violated, the class of track or equipment context, and the required remedial action and timeframe. Flag anything vague or unsupported. My field notes: [paste your own notes, no confidential identifiers].
The findings must be your own observed and measured facts; AI only organizes them. Cite the regulation from the source, and follow FRA or railroad reporting procedure.
What you'll haveClear, defensible documentation that survives challenge — the reliability that earns the serious findings and advancement.
3
Sharpen defect recognition and root cause
Why this pays: The most valued inspectors don't just find defects — they understand why conditions develop and what they signal. That diagnostic depth prevents accidents and makes you the person consulted on hard cases, the reputation behind specialization and supervision.
ChatGPTClaude
1
Use ChatGPT or Claude to work through failure modes and root causes for your discipline, connecting symptoms to mechanisms and to the relevant standard.
2
Drill diagnosis from symptom to cause to citation.
Copy-paste this prompt
Act as a mentor teaching railroad defect diagnosis for [track / freight car] inspection. Give me a condition — for example [wide gauge developing on a curve, or a cracked wheel flange] — and walk me through the likely root causes, how it progresses if missed, what related conditions to check for, and which 49 CFR criteria apply. Then quiz me on other failure modes. General training only.
A learning tool to build judgment; real diagnosis rests on hands-on inspection and measurement. Confirm the applicable standard against the current CFR.
What you'll haveDiagnostic depth that prevents failures — the expertise that makes you the go-to inspector and opens specialized, higher-paid roles.
4
Advance to federal FRA inspector or a specialty
Why this pays: The top of the pay band is federal FRA inspection on the GS scale and specialized disciplines like signals and bridges. Building the exact knowledge those roles demand, faster than peers, is the direct route to $149,430-level pay.
NotebookLMChatGPTPerplexity
1
Identify the role you want — FRA federal inspector or a specialty — and use NotebookLM plus Perplexity to map the qualifications, the governing regulations, and the knowledge to build.
2
Get a concrete roadmap to the higher-paid role.
Copy-paste this prompt
You are a career mentor for railroad safety inspectors. Build me a plan to qualify as [an FRA federal track inspector / a signal inspector]: the regulations and standards to master, the experience and certifications typically required, how federal GS hiring and grades work for this role, and a study roadmap to get there. Then quiz me to find my knowledge gaps. General career research only.
A roadmap to verify against official FRA and USAJOBS requirements, which are authoritative. Standards and hiring criteria change.
What you'll haveA clear, fast path to the federal and specialized roles that sit at the top of an inspector's pay band.
Your 12-month sequence to the top of the range
How the plays above stack into a path from median pay toward the $149,430 tier.
Month 1
Load your discipline's 49 CFR part into NotebookLM and drill the defect criteria and tolerances until the numbers are automatic.
Months 2-3
Standardize an airtight defect-report structure that ties every finding to the exact citation.
Months 3-6
Build diagnostic depth on failure modes and root causes for your discipline.
Months 6-12
Target a federal FRA inspector role or a specialty (signals, bridges) and build the exact qualifications it requires.
Gear for this job
As an Amazon Associate, PayCrunch earns from qualifying purchases. Links to books and tools are for the job on this page; we only recommend what we’d use in the work.
Same live Jeffus 9th already on welder / iron-worker-apprentice / metalworker / boilermaker (ASIN 0357377656). This leftover page’s cert play is Add a welding inspection or structures qualification if bridges, track structures and repairs are part of your territory; volunteer for assignments that verify whether repair work was performed properly. Trade-school welding text for leftover welding-inspection / structures / repair-verification work — not leftover 49 CFR as a dump and not leftover ASME A17.3 (that is elevator). Confirm 0357377656. Live page HTTP 200, no PC_GEAR / amazon.com/dp / tag=paycrunch-20 at 2026-09-17 5:55 PM PT.
Next steps for a Railroad Inspector
Some links below are affiliate or partner links. PayCrunch may earn a commission if you enroll or subscribe through them, at no extra cost to you. Wage figures on this page still come from the Bureau of Labor Statistics, not from these programs.
Railroad Inspector work is specific enough that a stamped 'check out these courses' block would be noise. BLS files this work as Transportation Inspectors (SOC 53-6051). O*NET Job Zone 4 is typical: a bachelor's degree, so the honest next credential is a professional certificate or bachelor's-level coursework — not a random catalog dump.
The occupation's listed knowledge area is Transportation, which is what the course searches below actually query.
Railroad Inspectors in this dataset list Adobe InDesign among the tools in use, so a program that names that stack is a better fit than a survey course.
Coursera search for transportation — a professional certificate or bachelor's-level coursework that lines up with transportation, not a generic professional-development aisle.
Write a Railroad Inspector resume, or one aimed at Ship Engineers, instead of a blank template. Resume Now is a resume builder; we are not claiming a counted template set for this SOC.
A Railroad Inspector resume that names the actual tasks on this page, or the step-up title Ship Engineers, beats a blank template when you apply.
What Railroad Inspectors earn by state
These are the Bureau of Labor Statistics’ own figures for Transportation Inspectors, state by state — not a cost-of-living adjustment applied to the national number. Only states employing at least 500 people in the occupation are shown, because a state median drawn from a handful of workers is noise rather than a signal.
Alabama
$108,140
highest of them · +17% vs the national median
Michigan
$35,890
lowest of the 10 states that qualify · -61% vs the national median
The same job pays $72,250 more a year at the median in Alabama than in Michigan — 201% higher. That gap is what the Bureau measured, before any question of what it costs to live in either place. The top-of-range figure quoted at the head of this page, $149,430, is a different statistic in a different place: it is the 90th-percentile wage in Texas. The state that pays the typical worker most and the state where the best-paid go highest are not always the same one.
Source: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025, SOC 53-6051. 10 states clear the 500-employee reporting floor for this occupation; those below it are left out rather than shown with a wide error band.
Free data. Use any of it.
PayCrunch publishes verified, BLS-sourced salary + AI-playbook data on 1,000+ professions — free, no signup.
No. Inspection is hands-on — measuring rail, examining wheels and brakes, walking track, and making a qualified judgment against federal standards. AI can't perform the physical inspection or certify a defect. Its value is off duty: mastering the regulations, sharpening diagnosis, and tightening documentation so you outperform peers.
Can AI identify defects for me?
No. Automated inspection technology exists on the railroad's side (geometry cars, wayside detectors), but your findings must come from your own hands-on examination and measurement. Use AI to learn the criteria and to write up what you personally observed — never to substitute for the inspection.
How does AI actually raise an inspector's pay?
By accelerating the expertise advancement depends on: knowing 49 CFR cold, diagnosing root causes, and documenting defects so they hold up. That competence carries you to senior, supervisory, federal FRA, and specialized roles at the top of the band.
Is it safe to trust AI on the regulations?
Only as a study aid you verify. AI can misstate a threshold or cite an outdated version, and 49 CFR is amended over time. Learn from it, then confirm every criterion against the current regulation before it drives a real call.
What should I master first?
The 49 CFR part that governs your discipline — Part 213 for track, 215 for freight cars, 236 for signals. The exact thresholds are the core of the job, and knowing them cold is what separates inspectors who advance from those who don't.
Methodology & sources
Salary (median, 10th, top of the range) — U.S. Bureau of Labor Statistics, OEWS.
By state — the Bureau of Labor Statistics’ own state medians, limited to states employing at least 500 people in the occupation. No cost-of-living arithmetic is applied to a wage anywhere on this page.
The plays — PayCrunch's own step-by-step guidance using publicly available AI tools. Tool names/URLs are real and current as of August 2026; prompts written to work as-is. Verify any professional output before relying on it.