Research · November 2026

What 65,052 job postings ask for

By Fortan Pireva · Published · Postings read on

We read every job posting that was open on 2026-11-12 at 1,793 employers who hire through Greenhouse, Ashby, Lever or Recruitee, and counted what the postings say: whether they name the pay, how many years they ask for, whether a degree is required, and how often they ask for skill with AI tools. These employers lean toward technology companies, so read the numbers as a picture of that part of the market.

  • 80.5% vs 48.4%

    of US postings name the pay in states that require it, against states that do not

  • 10.1%

    ask the candidate for skill with AI tools

  • 67.8%

    mention AI somewhere in the posting

  • 1.3%

    mention a cover letter

  • 33%

    mention a degree

  • 5 years

    the median experience asked for, where a number is given

Pay: the law decides whether you see a number

Across all countries, 42.4% of postings state a pay figure. In the United States it is 75%, and the gap inside the US is the clearest result in this study: where a state law requires a pay range in the posting, 80.5% of postings have one. Elsewhere, 48.4% do.

US postings that state pay, by state (postings naming one state; states with 300 or more)
WA85.4%514
NY82.5%3,017
CA80.3%6,350
MA80.1%773
IL73%396
TX47.3%1,110

Outside North America, a pay figure is the exception: 18.7% of UK postings carry one.

Postings that state pay, by country
United States75%25,399
Canada69.4%1,585
Mexico22.2%586
United Kingdom18.7%6,369
Ireland18.5%498
Poland14.9%565
Germany13.8%2,586
Spain13.7%919
France13%1,442
Australia & NZ10%1,003
Brazil9.1%506
Netherlands7.2%1,031
Singapore5.2%1,145
India2.4%2,776
Japan2.4%785

Where a US posting gives a range in dollars, the top of the range is typically 29% above the bottom. The midpoints below are high because of who these employers are; compare the groups with each other, not with national pay data.

Midpoint of the posted annual range, US postings, by role group
Role groupLower quartileMedianUpper quartilePostings
Data & AI$175k$210k$262k2,065
Legal & compliance$165k$204k$253k479
Software engineering$167k$202k$244k4,208
Product$166k$202k$240k1,190
Design$144k$181k$215k581
Marketing$138k$172k$213k1,017
Sales$128k$168k$220k2,905
Operations$114k$160k$208k431
Finance & accounting$124k$160k$205k602
People & recruiting$123k$160k$188k411
Customer support & success$103k$130k$165k442

AI: most postings mention it, one in ten asks you for it

67.8% of postings mention AI somewhere, often in the paragraph about the company. Far fewer ask anything of the candidate: 10.1% ask for experience with AI tools, fluency with them, or daily use. That count is deliberately strict, so the real share is at least that.

Postings that ask the candidate for skill with AI tools, by role group
Design16.7%1,852
Product15.5%3,098
Data & AI15.4%7,111
Marketing14.8%3,289
Software engineering11.3%13,946
Finance & accounting10.8%2,001
Legal & compliance10.8%1,349
Customer support & success10%2,132
People & recruiting9.4%1,570
Sales7.7%10,688
Operations7.5%2,163
Healthcare4.1%1,086

The request is not confined to engineering: design, product and marketing postings ask for it more often than software postings do. Separately, 5.4% of postings carry a note that the employer may use AI in its own hiring process.

Experience: five years is the usual number

52.9% of postings put a number on experience. Where they do, the median is 5 years.

Years of experience asked for (first number in the posting)
1 year3.7%2,407
2 years5.8%3,773
No number stated47.1%30,639
3–4 years11.6%7,546
5–7 years20.5%13,336
8–9 years4.9%3,188
10+ years6.3%4,098

Of postings with a junior or associate title, 13% ask for three or more years, and 5.3% ask for five or more.

Degrees: a third of postings mention one

33% of postings mention a degree. Of those, 37.2% say equivalent experience will do. US postings mention a degree about twice as often as UK ones (38.8% against 20.6%).

Postings that mention a degree, by role group
Finance & accounting50.1%2,001
Software engineering38.6%13,946
Healthcare37.8%1,086
Data & AI36.4%7,111
Legal & compliance34.9%1,349
Product33.9%3,098
Operations30.8%2,163
Customer support & success29.2%2,132
Design28.9%1,852
Sales28.1%10,688
Marketing24.6%3,289
People & recruiting23.9%1,570

Remote and hybrid

30.3% of postings are listed as remote, and a further 20.6% describe a hybrid arrangement.

Postings listed as remote, by role group
Healthcare42.8%1,086
Sales37.6%10,688
Data & AI35.5%7,111
Customer support & success34.3%2,132
Marketing31.4%3,289
Product29.3%3,098
Legal & compliance28.4%1,349
Software engineering26.9%13,946
Finance & accounting25.6%2,001
People & recruiting23.8%1,570
Design23.6%1,852
Operations16.6%2,163
Postings listed as remote, by country
Mexico46.2%586
Brazil45.5%506
Canada43.5%1,585
United States31.1%25,399
Poland30.8%565
India21.3%2,776
Ireland20.9%498
Spain19.7%919
Japan18.1%785
Australia & NZ17.9%1,003
France17.7%1,442
Germany16%2,586
United Kingdom14.2%6,369
Netherlands13.2%1,031
Singapore10.2%1,145

Cover letters: rarely mentioned, except in a few places

Only 1.3% of postings mention a cover letter. The application form may still have a field for one; this counts the posting text. Two groups stand out: postings in Australia and New Zealand (12%) and postings for interns and graduates (5.3%).

The words postings use

These are the share of postings in which each term appears, which is what a keyword match counts.

Working-style terms, all postings
Collaboration72.9%47,423
Communication68.9%44,821
Ownership37.9%24,655
Stakeholder management37.7%24,525
Leadership36%23,419
Writing35.4%23,028
Mentoring30.6%19,906
Data analysis29.5%19,190
Fast-paced22.8%14,832
Problem solving19.7%12,815
Presentation14.8%9,628
Attention to detail14.2%9,237
Most-named tools and skills, by role group
Customer support & successAPIs 19.6% · Salesforce 17.5% · CRM 15.4% · SQL 12.2% · Python 11.7% · Linux 10.3%
Data & AIPython 54% · LLMs 28.5% · SQL 27.7% · APIs 21.4% · AWS 17.8% · Google Cloud 15.7%
DesignFigma 32.5% · React 7.7% · JavaScript / TypeScript 7.7% · APIs 7.2% · Agile / Scrum 6.7% · Python 6.6%
Finance & accountingExcel / spreadsheets 40.5% · Forecasting 30.8% · CPA 24.1% · NetSuite 21.5% · GAAP 20.9% · SQL 13.7%
MarketingCRM 16.7% · Salesforce 12.3% · SEO 12.1% · HubSpot 7.8% · Excel / spreadsheets 7.6% · APIs 7.3%
OperationsExcel / spreadsheets 20.6% · SQL 10.5% · Forecasting 10.4% · Salesforce 7.5% · Tableau / Looker / Power BI 6.1% · CRM 5.2%
People & recruitingApplicant tracking system 25.9% · Workday 9.9% · Excel / spreadsheets 8.1% · Git 4.1% · Forecasting 3.9% · Agile / Scrum 3.7%
ProductAPIs 22.1% · Agile / Scrum 17.9% · LLMs 11.3% · Jira 9.5% · SQL 9.2% · Forecasting 7.6%
SalesForecasting 30.3% · Salesforce 27.7% · CRM 24.8% · Quota 23.9% · MEDDIC / MEDDPICC 11% · APIs 10.9%
Software engineeringPython 40% · APIs 33.1% · AWS 27.7% · Kubernetes 23.6% · JavaScript / TypeScript 21.4% · Go 19%

The postings themselves

The median posting is 832 words long and has been open for 47 days. 16.2% have been open for more than 90 days, and 8.2% for more than 180.

What this means for your resume

Postings differ more than a single resume can cover: the tools named for a sales role and a finance role barely overlap, and one posting in ten now asks about AI tools. The practical step is to read each posting for its own terms and make sure your resume answers them. You can check a resume against a posting for free, or see how a tailored resume is written for one.

How we counted

  • Source. Public postings read from employers' own job boards on Greenhouse (35,057), Ashby (20,589), Lever (7,492) and Recruitee (1,914), all open on 2026-11-12. At most 500 postings are read per employer.
  • One posting per role. 84,711 postings became 70,325 after counting the same title at the same employer once, and 65,052 after keeping those written in English.
  • Measures. Each figure is a count of postings whose text matches a written pattern, such as a currency amount or "5+ years of experience". Role groups and seniority come from words in the job title; country and state come from the location line. Groups under 300 postings are not shown.
  • Pay-range states. CA, CO, DC, HI, IL, MD, MA, MN, NJ, NY, VT, WA. State figures use postings that name a single state.
  • Limits. This is one day, not a trend. The employers are those using these four hiring systems, which over-represents technology companies and under-represents retail, healthcare and the public sector. Pattern matching misses unusual phrasing, so shares are closer to minimums than maximums.

You are welcome to quote these figures with a link to this page. Questions about the method: contact us.

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