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Where our numbers come from

Real government data. Transparent calculations. No invented wages or hidden rankings.

25public data sources
2020–2027data years covered
October 15, 2026last data import

Every figure on PayByTrade comes from a public U.S. government source, or is calculated from one with a formula shown on this page. Each page lists its sources at the bottom.

Government data reported figures · Our calculation derived from government data · Your scenario numbers you control

Try it: how real pay works Our calculation

A relative buying-power comparison, not take-home pay or a household budget.

Data freshness

Each source has its own data period. The site-wide update date is when we last imported data, not the year the numbers describe.

DataData periodGeographyImportedNext expected
Wages & earningsMay 2025 (history May 2020–2025)Metro areaOctober 15, 2026May 2026 data, ~spring 2027
Purchasing power2024Metro areaOctober 15, 20262025 data, ~Dec 2026
Housing & rentFY2027County, combined to metroOctober 15, 2026FY2028, ~Aug–Sept 2027
Local homes2024 1-year estimatesMetro areaOctober 15, 20262025 estimates, ~Sept 2026
Job outlook & training2025–2035NationalOctober 15, 20262026–36, ~Sept 2027
Job duties & work conditionsRelease 31.0NationalOctober 15, 2026Releases several times a year
Safety2023–2024NationalOctober 15, 20262025–26 tables, ~late 2027
Local job market2021–2025 annual averages (2025 preliminary)Metro areaOctober 15, 20262026 averages, ~spring 2027
Businesses & competition2024 / 2023Metro areaOctober 15, 20262025 / 2024 data, ~mid-2027
New construction2021–2025Metro areaOctober 15, 20262026 data, ~spring 2027
PopulationJuly 2020–2025Metro areaOctober 15, 2026Vintage 2026, ~Mar 2027
Commute2024 1-year estimatesMetro areaOctober 15, 20262025 estimates, ~Sept 2026
InflationMonthly, through 2026NationalOctober 15, 2026Monthly
ApprenticeshipExits FY2020–2024; dashboard totals FY2026State and nationalOctober 15, 2026Refreshed by DOL a few times a year
Trade schoolsData updated Oct 2026School, matched to nearest metroOctober 15, 2026Yearly
Outdoor work weather1991–2020 averagesWeather station, one per metroOctober 15, 2026Next normals 2031
Union membership2025 annual averagesStateOctober 15, 20262026 data, ~Jan 2027
Serious injuriesJanuary 2015–December 2024State (federal OSHA states)October 15, 2026Updated periodically
Fatality investigationsEvents 2015–2024StateOctober 15, 2026Updated daily (6-month lag)
Licensed contractors (California)Current as of each downloadCounty, combined to metroOctober 15, 2026Downloaded at each data update
Licensed contractors (Florida)Current as of each downloadCounty, combined to metroOctober 15, 2026Downloaded at each data update
Licensed electricians & plumbers (Colorado)Current as of each downloadZIP code, matched to county and metroOctober 15, 2026Downloaded at each data update
Licensed contractors (Texas)Current as of each downloadCounty, combined to metroOctober 15, 2026Downloaded at each data update
Registered contractors (Washington)Current as of each downloadZIP code, matched to county and metroOctober 15, 2026Downloaded at each data update
LicensingOctober 2026StateOctober 15, 2026Checked yearly

Wages & earnings

Source
U.S. Bureau of Labor Statistics: Occupational Employment and Wage Statistics (OEWS)
Data period
May 2025 (history May 2020–2025)
Geography
Metro area
Next update
May 2026 data, ~spring 2027

What we show: Median and percentile yearly pay, hourly median, employment, pay over time.

How: Published BLS figures, shown as reported. Trade and city combinations BLS doesn't publish are left out. Hourly figures in charts marked * are yearly ÷ 2,080.

Purchasing power

Source
U.S. Bureau of Economic Analysis: Regional Price Parities (RPP), all items
Data period
2024
Geography
Metro area
Next update
2025 data, ~Dec 2026

What we show: Real pay and real-pay rank; local prices vs. U.S.

How: Real pay = median pay ÷ (price index ÷ 100). The index includes housing, so real pay already reflects local rents.

Housing & rent

Source
U.S. Department of Housing and Urban Development: Fair Market Rents (county level)
Data period
FY2027
Geography
County, combined to metro
Next update
FY2028, ~Aug–Sept 2027

What we show: Typical 1- and 2-bedroom rent; share of median pay a 1-bed takes.

How: County rents weighted by 2024 county population for metros with several counties. Rent burden = 1-bed rent × 12 ÷ median pay. It's a separate view from real pay; don't add them together.

Local homes

Source
U.S. Census Bureau: American Community Survey, table DP04
Data period
2024 1-year estimates
Geography
Metro area
Next update
2025 estimates, ~Sept 2026

What we show: Number of homes, share built before 1980 and since 2010, homeownership, median home value.

How: Shown as published. All households, not only tradespeople.

Job outlook & training

Source
U.S. Bureau of Labor Statistics: Employment Projections
Data period
2025–2035
Geography
National
Next update
2026–36, ~Sept 2027

What we show: 10-year growth, openings per year, share self-employed, typical education and training.

How: National figures, labeled as such on every page.

Job duties & work conditions

Source
U.S. Department of Labor: O*NET 31.0 (Occupation Data, Tasks, Related Occupations, Work Context, Job Zones)
Data period
Release 31.0
Geography
National
Next update
Releases several times a year

What we show: Job description, top 5 tasks, related trades, how often workers face outdoor work, heights, noise and more, and time to get started.

How: Tasks ranked by O*NET importance scores. Work conditions use O*NET's 1–5 scales, shown as Rarely → Very often.

Safety

Source
U.S. Bureau of Labor Statistics: Survey of Occupational Injuries and Illnesses, Table R100
Data period
2023–2024
Geography
National
Next update
2025–26 tables, ~late 2027

What we show: Injuries and illnesses with days away from work per 10,000 full-time workers; most common cause.

How: Uses the detailed occupation where published, otherwise the closest broader group.

Local job market

Source
U.S. Bureau of Labor Statistics: Local Area Unemployment Statistics
Data period
2021–2025 annual averages (2025 preliminary)
Geography
Metro area
Next update
2026 averages, ~spring 2027

What we show: Unemployment rate and 5-year chart; Job market grade.

How: All workers in the metro, not only one trade.

Businesses & competition

Source
U.S. Census Bureau: Nonemployer Statistics (2024) and County Business Patterns (2023)
Data period
2024 / 2023
Geography
Metro area
Next update
2025 / 2024 data, ~mid-2027

What we show: One-person businesses and their average revenue; companies with employees, their workers, share with fewer than 5 employees.

How: Reported by industry, not occupation, so related trades can share a figure (e.g. plumbing and HVAC contracting). Trades without a matching industry skip this section.

New construction

Source
U.S. Census Bureau: Building Permits Survey, annual metro files
Data period
2021–2025
Geography
Metro area
Next update
2026 data, ~spring 2027

What we show: New homes permitted, 5-year chart, permits per 1,000 residents and rank.

How: Permits signal construction activity, not open jobs. Ranked per resident so smaller fast-growing metros aren't buried under big cities.

Population

Source
U.S. Census Bureau: Metro population estimates (Vintage 2025)
Data period
July 2020–2025
Geography
Metro area
Next update
Vintage 2026, ~Mar 2027

What we show: Population change since 2020, growth rank, net migration.

How: Shown as published.

Commute

Source
U.S. Census Bureau: American Community Survey, table S0801
Data period
2024 1-year estimates
Geography
Metro area
Next update
2025 estimates, ~Sept 2026

What we show: Average commute, share commuting 45+ minutes, how people get to work.

How: All workers, not only tradespeople.

Inflation

Source
U.S. Bureau of Labor Statistics (via FRED): Consumer Price Index, CPI-U, not seasonally adjusted
Data period
Monthly, through 2026
Geography
National
Next update
Monthly

What we show: Pay growth after inflation.

How: May-to-May CPI change, matching the May reference month of the wage survey.

Apprenticeship

Source
U.S. Department of Labor: RAPIDS apprentice records (Completion Rate Analysis workbook) and Registered Apprenticeship dashboards
Data period
Exits FY2020–2024; dashboard totals FY2026
Geography
State and national
Next update
Refreshed by DOL a few times a year

What we show: Completion rate, graduates per year, typical program hours, union vs. non-union completion; national active-apprentice totals.

How: Completion rate = completed ÷ (completed + cancelled) among apprentices who left a program in FY2020–2024. Groups with fewer than 30 exits are left out. Some state agencies report only partly to DOL (CT, DE, MD, NY, PA).

Trade schools

Source
U.S. Department of Education: College Scorecard (field of study and institution files)
Data period
Data updated Oct 2026
Geography
School, matched to nearest metro
Next update
Yearly

What we show: Certificate and associate programs for a trade near each city and in each state: cost, recent graduates, first-year earnings.

How: Programs grouped by 4-digit CIP code, so one family can cover several trades (e.g. welding, machining and sheet metal). Earnings appear only where the school publishes them. Schools within 60 km of a metro are listed under it.

Outdoor work weather

Source
NOAA National Centers for Environmental Information: U.S. Climate Normals, annual/seasonal by station
Data period
1991–2020 averages
Geography
Weather station, one per metro
Next update
Next normals 2031

What we show: Days at 90°F+ and 100°F+, freezing nights, rain days, snowfall, summer highs and winter lows.

How: Each metro uses a station named after its main city, preferring the airport; otherwise the nearest low-lying station within 60 km. The station is named on every page.

Union membership

Source
U.S. Bureau of Labor Statistics: Union Members (Current Population Survey), table 5
Data period
2025 annual averages
Geography
State
Next update
2026 data, ~Jan 2027

What we show: Share of workers who are union members or covered by a union contract, and state rank.

How: All wage and salary workers in the state, not only the trades. The U.S. rate is computed from the state figures.

Serious injuries

Source
Occupational Safety and Health Administration: Severe Injury Reports
Data period
January 2015–December 2024
Geography
State (federal OSHA states)
Next update
Updated periodically

What we show: Severe injury reports (hospitalization, amputation, loss of an eye) by industry and state, amputations, most common cause.

How: Reports are matched to each trade's industry code (e.g. 238160 roofing contractors), so they cover everyone at those employers. States with their own OSHA State Plan aren't in the federal data and are noted as such.

Fatality investigations

Source
Occupational Safety and Health Administration: Fatality Inspection Data (federal and State Plan)
Data period
Events 2015–2024
Geography
State
Next update
Updated daily (6-month lag)

What we show: Number of fatality and catastrophe investigations OSHA opened at each trade's industry, by state and nationwide.

How: Matched by the site's NAICS industry code, like the injury reports. Counts only; we never show names or employers.

Licensed contractors (California)

Source
California Contractors State License Board: License Master statewide public database file
Data period
Current as of each download
Geography
County, combined to metro
Next update
Downloaded at each data update

What we show: Active contractor licenses in each trade's classification (e.g. C-10 Electrical) by metro, per 10,000 residents and rank among California metros.

How: Counts licenses with CLEAR status that haven't expired, by classification; a license with several classes counts once in each. Metro = county of the business address, grouped with HUD's county-to-metro list.

Licensed contractors (Florida)

Source
Florida Department of Business and Professional Regulation: Construction Industry and Electrical Contractors licensee files
Data period
Current as of each download
Geography
County, combined to metro
Next update
Downloaded at each data update

What we show: Active electrical, plumbing, air conditioning/mechanical, roofing, sheet metal and solar contractor licenses by metro, per 10,000 residents and rank among Florida metros.

How: Counts active, unexpired certified and registered licenses, one per license number. Metro = county in the license's address, grouped with HUD's county-to-metro list.

Licensed electricians & plumbers (Colorado)

Source
Colorado Department of Regulatory Agencies: Professional and Occupational Licenses in Colorado (data.colorado.gov)
Data period
Current as of each download
Geography
ZIP code, matched to county and metro
Next update
Downloaded at each data update

What we show: Active electrical and plumbing contractor licenses, plus master, journeyman and residential electricians and plumbers, by metro.

How: Active, unexpired licenses with a Colorado mailing address. ZIP codes are matched to counties with the Census 2020 ZCTA-to-county file (largest land share), then to metros. Apprentice registrations are left out.

Licensed contractors (Texas)

Source
Texas Department of Licensing and Regulation: License files: electrical, A/C and refrigeration, elevator contractors; master and journeyman electricians; residential wiremen
Data period
Current as of each download
Geography
County, combined to metro
Next update
Downloaded at each data update

What we show: Active electrical, air conditioning and elevator contractor licenses by metro, plus licensed master, journeyman and residential electricians.

How: Unexpired licenses with a Texas county, one per license number, counted by business county where given, otherwise the license holder's county. Apprentices are left out.

Registered contractors (Washington)

Source
Washington Department of Labor & Industries: L&I Contractor License Data – General (data.wa.gov)
Data period
Current as of each download
Geography
ZIP code, matched to county and metro
Next update
Downloaded at each data update

What we show: Active electrical, plumbing and elevator contractors plus registered construction contractors by specialty (roofing, painting, flooring, HVAC/R and more), by metro.

How: Active, unexpired registrations with a Washington address, one per license number per trade; a firm with two specialties counts in both. ZIP codes are matched to counties with the Census ZCTA-to-county file, then to metros.

Licensing

Source
State licensing agencies: One official agency per state, seeded from the NASCLA member directory
Data period
October 2026
Geography
State
Next update
Checked yearly

What we show: Each state's main licensing office, with notes where trades are licensed separately or locally.

How: Homepage-level links to official agencies. States that license trades locally say so instead of linking a wrong agency.

Rankings, gaps & geography

Geography

Most local figures are for metropolitan areas (a central city plus surrounding counties), named by their first city. HUD rents are published by county; we combine them into metros weighted by population. Some figures are state-level (licensing) or national (job outlook, duties, work conditions, safety, inflation), and every page labels which is which.

Missing data

We never estimate a missing number. If BLS doesn't publish pay for a trade in a city (often because too few people were surveyed), there's no page for it. If a city lacks one figure, such as price levels for Puerto Rico, that section is left out and the page says why.

Ranks and grades

Ranks compare a city with every other metro for the same trade (#1 = highest pay, lowest rent burden, etc.; ties share a rank). Scorecard grades use the same comparison: A = top 20%, B = next 20%, down to F = bottom 20%. Best cities and Which trade fits me? turn each factor into a percentile and take a weighted average using your sliders; the reasons shown are the factors where a result is in the top 30%.

Rate calculator

Minimum rate = (pay × (1 + tax & benefits %) + yearly overhead) ÷ billable hours. Billable hours are hours you can charge a customer, usually far fewer than the 2,080 an employee is paid for. The tax & benefits figure is a planning allowance, not a tax calculation. The defaults are starting assumptions, not data. Open the rate calculator.

Spot an error?

Contact us with the page address and the number in question. We check it against the original source and correct it.

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