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Labor-market evidence, assembled and cited

The labor-market section you're required to file, built from public data and cited line by line.

Werkbits pulls O*NET, BLS and state projection data into the documents programs must produce, starting with the Program Labor Market Brief for Perkins V needs assessments. Every figure traces to its source table.

Free for individuals. The explorer and the agent endpoint run on the same engine, at no cost.

PROGRAM LABOR MARKET BRIEFSample

Welding Technology

Trident Technical College · Charleston–North Charleston, SC

SOC 51-4121 · Welders, Cutters, Solderers, and Brazers

Median annual wage, Charleston metro$56,0601
Compared with South Carolina+12.2%1
Compared with the United States+4.3%1
Projected annual openings, 2024–2034In full brief2
  1. 1. U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, SOC 51-4121.
  2. 2. S.C. Department of Employment and Workforce, long-term occupational projections, Lowcountry region.
Excerpt from a three-page sample brief. The full brief adds program enrollment and completions, related occupations, and the method note.
910

occupations with O*NET skill ratings, from the O*NET 31.0 database

36% vs 16%

of real job changes captured by our top ten similar occupations, against occupation size alone

s4-v1

published scoring contract. The same inputs return the same numbers.

Every figure

carries a footnote to the public table it came from

Products

Documents with a due date, not another data subscription.

Each product answers a filing or reporting requirement your team already has. You get a finished document, ready to drop into the submission.

For Perkins V CLNA coordinators at community and technical colleges

Program Labor Market Brief

The labor-market section of your comprehensive local needs assessment, one program at a time: regional wages against state and national benchmarks, projected openings, related occupations, and your program's completions, each with its source.

  • Three pages per program, footnoted to BLS, O*NET, state projections and IPEDS
  • Regional figures for your service area, not a statewide average
  • Method note your review team can check
$1,500per program · $4,500 for five
See the sample →

For rapid response teams handling WARN Act layoffs

Bulk Transition Assessment

For every affected occupation, the occupations its workers most often move to, how closely the work matches, and which skills sit furthest below the new role's level. Built for the first weeks after a notice, when counselors need options fast.

  • Ranked destination occupations for each affected role
  • Skill gaps listed by size, with O*NET importance and level
  • Occupations O*NET has not rated are flagged, never guessed
Priced per noticeby number of occupations
Request a quote →

How we cite

You can follow any number back to the table it came from.

Reviewers ask where a figure came from. The answer is on the page: the publisher, the table, the occupation code and the release. Where Werkbits computes something, the method note says how.

01

Public source

BLS wage statistics, state long-term projections, O*NET 31.0 and IPEDS completions, pulled at the release named in the footnote.

02

Stated computation

Comparisons and scores follow a published contract, so a second analyst gets the same result from the same inputs.

03

Line in your document

Each figure lands with its footnote, and gaps in the data are labeled as gaps.

How an order works

Tell us the program. Receive the finished section.

STEP 1

Name the program and region

The program title or CIP code, your college, and the service area your CLNA covers.

STEP 2

We assemble and check

Program-to-occupation mapping, regional wages, projections and completions, each figure checked against its source.

STEP 3

You receive the brief

PDF and Word, within the date we confirm with you. Edit it, paste it into your assessment, or hand it to your review committee as is.

Method

What we claim, and what we don't.

We would rather you trust fewer claims than doubt all of them.

What the evidence supports

  • Occupation similarity predicts where workers actually move: our top ten capture 36% of observed changes in the Current Population Survey, against 16% for occupation size alone.
  • Scores are deterministic and reproducible under contract s4-v1.
  • Wage and projection figures are reported as published, with their release.

What we don't claim

  • The skill-gap score measures what must be learned. It has not been validated against training time, cost or completion.
  • We do not design curriculum or tell you what to teach.
  • 13 occupations have no O*NET skill ratings; we show their work activities and say no gap estimate is possible.

Free tools

Check the engine yourself before you buy anything.

Werkbits Explorer

Compare any two occupations, see where workers in a role can move, and read every role's tasks and rated skills. The arithmetic behind each score is shown under it.

For AI agents

A public MCP server with six read-only tools. Add it to Claude or any MCP client as a custom connector. No key, no sign-up.

https://werkbits.onrender.com/mcp

Your CLNA is due. Start with one program.

Send the program name and your service area. We reply with the brief's scope and a delivery date.