ADP Research · Jul 18, 2025
ADP Research ranks U.S. metros for recent graduates
Markdown · JSON · Original source
ADP Research’s article, published July 18, 2025, ranks U.S. metro areas by wages, affordability, and hiring for young workers in jobs that typically require a bachelor’s degree. It says Raleigh, North Carolina, again ranked highest overall, while the greater Virginia Beach and Norfolk region ranked lowest. The rankings draw on anonymized ADP payroll data and compare 55 metro areas using wages adjusted for local costs and a hiring rate based on hires relative to employment. ADP Research says these measures can point graduates toward different choices: Seattle and New York had higher median wages than the observed-metro median, but relatively low or falling hiring rates. The article’s overall ranking combines affordability-adjusted wages and hiring, so graduates who prioritize job availability or pay may prefer different places. Its estimate of likely graduates relies on job titles and the education typically required for those jobs, not workers’ recorded educational attainment. The figures describe the study’s selected workers, jobs, and metros; the article does not establish which location will lead to a job or better outcomes for an individual graduate.
Headline and summary by Escape Meridian, prepared by Luna from the attributed source. A source check is not independent confirmation of the source’s claims.
Original source
ADP Research · Article
Source details
Original source date: Jul 18, 2025 (2025-07-18).
Date basis: Date stated on the publisher’s page.
Added to Escape Meridian: 2026-11-13T01:08:24.275Z. First observed: 2026-10-30T03:24:00.237Z. Retrieved: 2026-10-30T10:31:50.873Z.
Referenced by
Recorded citations and public file attachments. A reference alone does not establish agreement or influence.
No public references recorded here yet.
Limits
Text as retrieved on October 30, 2026; originally published July 18, 2025. ADP Research says payroll data does not record workers’ educational attainment; it uses job titles and typical education requirements to identify likely graduates. The comparison covers selected workers aged 20 to 29 in jobs requiring considerable preparation and metro areas with at least one million residents; the article does not establish individual job prospects. The article reports a combined ranking based on affordability-adjusted wages and hiring; it does not show how the ranking predicts later employment or other outcomes for graduates.
Open question
How well do these metro-level rankings predict where an individual graduate will find work?
Source-stated
ADP Research says Raleigh, North Carolina, again ranked highest overall for graduates in its comparison.
But our top metro for graduates didn’t change: Raleigh, North Carolina, once again claimed the top spot.
Source-stated
ADP Research compared wages, hiring rates, and affordability across 55 U.S. metro areas with at least one million residents.
Then we looked at 55 U.S. metro areas with at least one million residents, ranking them by annual wages, hiring rates, and affordability.
Source-stated
ADP Research says its hiring rate is the number of young workers hired into the specified jobs in the previous 12 months divided by the number employed in those jobs during the same period.
We divided hires by employment. The result gives us the rate at which employers grew their considerably-prepared headcount aged 20 to 29 each month.
Source-stated
ADP Research says payroll data does not record education, so it maps job titles to occupations’ typical education requirements to identify likely graduates.
Payroll data doesn’t tell us the educational attainment of workers. To fill that gap, we map worker job titles to the Department of Labor’s Occupational Information Network (O*NET) Job Zones, which measure the education, experience, and training that jobs require.
Source-stated
ADP Research says Seattle and New York had higher median wages than the median for all observed metros, alongside lower hiring rates than some alternatives.
Both Seattle and New York median wages are significantly higher than the median wages for all observed metros at $49,252.
Escape Meridian interpretation
Escape Meridian reads the rankings as comparisons among selected workers, occupations, and metro areas, not as a prediction of an individual graduate’s job prospects.
We looked at 55 U.S. metro areas with at least one million residents and compared them on three characteristics:
Source and contributor context
ADP Research · Publisher
The publisher is identified here. No individual author has been inferred.
Source media
Media retrieval status: unchecked.
Terms and references
Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.
Editorial provenance
Version 1. Publication ID: 93ba293f-bee2-9333-c6ef-621fb68546cd.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: passed by anthropic/claude-opus-5.5 on 2026-11-13T01:03:55.087Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model.
Observation: 36107b4d7ae3693d90b1b0de9863c510081a6b2eb326fc2e5ba949714a2c6dcf. Source text hash: 1ad178d0c07adf3fceeaed23ed9af86cbb3dbd5959f4e3323478fbb511241897.
Revision and source-check history
Version 1 · 2026-11-13T01:08:24.275Z
ADP Research ranks U.S. metros for recent graduates
ADP Research’s article, published July 18, 2025, ranks U.S. metro areas by wages, affordability, and hiring for young workers in jobs that typically require a bachelor’s degree. It says Raleigh, North Carolina, again ranked highest overall, while the greater Virginia Beach and Norfolk region ranked lowest. The rankings draw on anonymized ADP payroll data and compare 55 metro areas using wages adjusted for local costs and a hiring rate based on hires relative to employment. ADP Research says these measures can point graduates toward different choices: Seattle and New York had higher median wages than the observed-metro median, but relatively low or falling hiring rates. The article’s overall ranking combines affordability-adjusted wages and hiring, so graduates who prioritize job availability or pay may prefer different places. Its estimate of likely graduates relies on job titles and the education typically required for those jobs, not workers’ recorded educational attainment. The figures describe the study’s selected workers, jobs, and metros; the article does not establish which location will lead to a job or better outcomes for an individual graduate.
Original source
ADP Research · Article
Source details
Original source date: Jul 18, 2025 (2025-07-18).
Date basis: Date stated on the publisher’s page.
Added to Escape Meridian: 2026-11-13T01:08:24.275Z. First observed: 2026-10-30T03:24:00.237Z. Retrieved: 2026-10-30T10:31:50.873Z.
Limits
Text as retrieved on October 30, 2026; originally published July 18, 2025. ADP Research says payroll data does not record workers’ educational attainment; it uses job titles and typical education requirements to identify likely graduates. The comparison covers selected workers aged 20 to 29 in jobs requiring considerable preparation and metro areas with at least one million residents; the article does not establish individual job prospects. The article reports a combined ranking based on affordability-adjusted wages and hiring; it does not show how the ranking predicts later employment or other outcomes for graduates.
Open question
How well do these metro-level rankings predict where an individual graduate will find work?
Source-stated
ADP Research says Raleigh, North Carolina, again ranked highest overall for graduates in its comparison.
But our top metro for graduates didn’t change: Raleigh, North Carolina, once again claimed the top spot.
Source-stated
ADP Research compared wages, hiring rates, and affordability across 55 U.S. metro areas with at least one million residents.
Then we looked at 55 U.S. metro areas with at least one million residents, ranking them by annual wages, hiring rates, and affordability.
Source-stated
ADP Research says its hiring rate is the number of young workers hired into the specified jobs in the previous 12 months divided by the number employed in those jobs during the same period.
We divided hires by employment. The result gives us the rate at which employers grew their considerably-prepared headcount aged 20 to 29 each month.
Source-stated
ADP Research says payroll data does not record education, so it maps job titles to occupations’ typical education requirements to identify likely graduates.
Payroll data doesn’t tell us the educational attainment of workers. To fill that gap, we map worker job titles to the Department of Labor’s Occupational Information Network (O*NET) Job Zones, which measure the education, experience, and training that jobs require.
Source-stated
ADP Research says Seattle and New York had higher median wages than the median for all observed metros, alongside lower hiring rates than some alternatives.
Both Seattle and New York median wages are significantly higher than the median wages for all observed metros at $49,252.
Escape Meridian interpretation
Escape Meridian reads the rankings as comparisons among selected workers, occupations, and metro areas, not as a prediction of an individual graduate’s job prospects.
We looked at 55 U.S. metro areas with at least one million residents and compared them on three characteristics:
Source and contributor context
ADP Research · Publisher
The publisher is identified here. No individual author has been inferred.
Source media
Media retrieval status: unchecked.
Terms and references
Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.
Editorial provenance
Version 1. Publication ID: 93ba293f-bee2-9333-c6ef-621fb68546cd.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: passed by anthropic/claude-opus-5.5 on 2026-11-13T01:03:55.087Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model.
Observation: 36107b4d7ae3693d90b1b0de9863c510081a6b2eb326fc2e5ba949714a2c6dcf. Source text hash: 1ad178d0c07adf3fceeaed23ed9af86cbb3dbd5959f4e3323478fbb511241897.
passed · 2026-11-13T01:03:55.087Z · anthropic/claude-opus-5.5
Publication: 93ba293f-bee2-9333-c6ef-621fb68546cd
attribution — pass: The reading attributes the rankings, methodology and findings to ADP Research. The evidence is a single analytical article from that publisher, not a listing, and the reading keeps its claims as ADP Research's statements.
To help answer these questions, we turned to the anonymized ADP payroll data of more than 140,000 people aged 20 to 29 at over 27,000 U.S. employers.
summary — pass: The title, summary and question faithfully convey what the source covers: a ranking of 55 metros by wages, affordability and hiring, with Raleigh again first and Virginia Beach/Norfolk last. It also gives the Seattle and New York pay-versus-hiring tradeoff and the job-title proxy for education. Central terms such as hiring rate and affordability-adjusted wages are explained in plain language. The question is a genuine open issue rather than a leading claim.
Regrettably, it sank even lower this year, finishing at the bottom of our percentile rankings.
date — pass: The reading states July 18, 2025, matching evidence.originalPublished at day precision. The evidence is a publisher page, not an archive copy. The reading notes the later retrieval date and uses no later events or hindsight framing.
support — pass: Each claim matches its excerpt. This covers Raleigh's top rank, the 55-metro scope, the hires-divided-by-employment definition, and the job-title mapping to O*NET Job Zones. It also covers Seattle and New York's above-median wages with low or falling hiring. The interpretation claim is labeled as Escape Meridian's and stays conditional. The limitations reflect the source's own methodology without inventing outcomes.
In Seattle, for example, the median wage increased by just over $2,000 to $58,225, but its hiring rate remained relatively low at 2.2 percent.
media — pass: No media was selected, and no verified media candidates were supplied, so no media was omitted.
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