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.
| WA | 85.4% | 514 |
|---|---|---|
| NY | 82.5% | 3,017 |
| CA | 80.3% | 6,350 |
| MA | 80.1% | 773 |
| IL | 73% | 396 |
| TX | 47.3% | 1,110 |
Outside North America, a pay figure is the exception: 18.7% of UK postings carry one.
| United States | 75% | 25,399 |
|---|---|---|
| Canada | 69.4% | 1,585 |
| Mexico | 22.2% | 586 |
| United Kingdom | 18.7% | 6,369 |
| Ireland | 18.5% | 498 |
| Poland | 14.9% | 565 |
| Germany | 13.8% | 2,586 |
| Spain | 13.7% | 919 |
| France | 13% | 1,442 |
| Australia & NZ | 10% | 1,003 |
| Brazil | 9.1% | 506 |
| Netherlands | 7.2% | 1,031 |
| Singapore | 5.2% | 1,145 |
| India | 2.4% | 2,776 |
| Japan | 2.4% | 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.
| Role group | Lower quartile | Median | Upper quartile | Postings |
|---|---|---|---|---|
| Data & AI | $175k | $210k | $262k | 2,065 |
| Legal & compliance | $165k | $204k | $253k | 479 |
| Software engineering | $167k | $202k | $244k | 4,208 |
| Product | $166k | $202k | $240k | 1,190 |
| Design | $144k | $181k | $215k | 581 |
| Marketing | $138k | $172k | $213k | 1,017 |
| Sales | $128k | $168k | $220k | 2,905 |
| Operations | $114k | $160k | $208k | 431 |
| Finance & accounting | $124k | $160k | $205k | 602 |
| People & recruiting | $123k | $160k | $188k | 411 |
| Customer support & success | $103k | $130k | $165k | 442 |
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.
| Design | 16.7% | 1,852 |
|---|---|---|
| Product | 15.5% | 3,098 |
| Data & AI | 15.4% | 7,111 |
| Marketing | 14.8% | 3,289 |
| Software engineering | 11.3% | 13,946 |
| Finance & accounting | 10.8% | 2,001 |
| Legal & compliance | 10.8% | 1,349 |
| Customer support & success | 10% | 2,132 |
| People & recruiting | 9.4% | 1,570 |
| Sales | 7.7% | 10,688 |
| Operations | 7.5% | 2,163 |
| Healthcare | 4.1% | 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.
| 1 year | 3.7% | 2,407 |
|---|---|---|
| 2 years | 5.8% | 3,773 |
| No number stated | 47.1% | 30,639 |
| 3–4 years | 11.6% | 7,546 |
| 5–7 years | 20.5% | 13,336 |
| 8–9 years | 4.9% | 3,188 |
| 10+ years | 6.3% | 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%).
| Finance & accounting | 50.1% | 2,001 |
|---|---|---|
| Software engineering | 38.6% | 13,946 |
| Healthcare | 37.8% | 1,086 |
| Data & AI | 36.4% | 7,111 |
| Legal & compliance | 34.9% | 1,349 |
| Product | 33.9% | 3,098 |
| Operations | 30.8% | 2,163 |
| Customer support & success | 29.2% | 2,132 |
| Design | 28.9% | 1,852 |
| Sales | 28.1% | 10,688 |
| Marketing | 24.6% | 3,289 |
| People & recruiting | 23.9% | 1,570 |
Remote and hybrid
30.3% of postings are listed as remote, and a further 20.6% describe a hybrid arrangement.
| Healthcare | 42.8% | 1,086 |
|---|---|---|
| Sales | 37.6% | 10,688 |
| Data & AI | 35.5% | 7,111 |
| Customer support & success | 34.3% | 2,132 |
| Marketing | 31.4% | 3,289 |
| Product | 29.3% | 3,098 |
| Legal & compliance | 28.4% | 1,349 |
| Software engineering | 26.9% | 13,946 |
| Finance & accounting | 25.6% | 2,001 |
| People & recruiting | 23.8% | 1,570 |
| Design | 23.6% | 1,852 |
| Operations | 16.6% | 2,163 |
| Mexico | 46.2% | 586 |
|---|---|---|
| Brazil | 45.5% | 506 |
| Canada | 43.5% | 1,585 |
| United States | 31.1% | 25,399 |
| Poland | 30.8% | 565 |
| India | 21.3% | 2,776 |
| Ireland | 20.9% | 498 |
| Spain | 19.7% | 919 |
| Japan | 18.1% | 785 |
| Australia & NZ | 17.9% | 1,003 |
| France | 17.7% | 1,442 |
| Germany | 16% | 2,586 |
| United Kingdom | 14.2% | 6,369 |
| Netherlands | 13.2% | 1,031 |
| Singapore | 10.2% | 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.
| Collaboration | 72.9% | 47,423 |
|---|---|---|
| Communication | 68.9% | 44,821 |
| Ownership | 37.9% | 24,655 |
| Stakeholder management | 37.7% | 24,525 |
| Leadership | 36% | 23,419 |
| Writing | 35.4% | 23,028 |
| Mentoring | 30.6% | 19,906 |
| Data analysis | 29.5% | 19,190 |
| Fast-paced | 22.8% | 14,832 |
| Problem solving | 19.7% | 12,815 |
| Presentation | 14.8% | 9,628 |
| Attention to detail | 14.2% | 9,237 |
| Customer support & success | APIs 19.6% · Salesforce 17.5% · CRM 15.4% · SQL 12.2% · Python 11.7% · Linux 10.3% |
|---|---|
| Data & AI | Python 54% · LLMs 28.5% · SQL 27.7% · APIs 21.4% · AWS 17.8% · Google Cloud 15.7% |
| Design | Figma 32.5% · React 7.7% · JavaScript / TypeScript 7.7% · APIs 7.2% · Agile / Scrum 6.7% · Python 6.6% |
| Finance & accounting | Excel / spreadsheets 40.5% · Forecasting 30.8% · CPA 24.1% · NetSuite 21.5% · GAAP 20.9% · SQL 13.7% |
| Marketing | CRM 16.7% · Salesforce 12.3% · SEO 12.1% · HubSpot 7.8% · Excel / spreadsheets 7.6% · APIs 7.3% |
| Operations | Excel / spreadsheets 20.6% · SQL 10.5% · Forecasting 10.4% · Salesforce 7.5% · Tableau / Looker / Power BI 6.1% · CRM 5.2% |
| People & recruiting | Applicant tracking system 25.9% · Workday 9.9% · Excel / spreadsheets 8.1% · Git 4.1% · Forecasting 3.9% · Agile / Scrum 3.7% |
| Product | APIs 22.1% · Agile / Scrum 17.9% · LLMs 11.3% · Jira 9.5% · SQL 9.2% · Forecasting 7.6% |
| Sales | Forecasting 30.3% · Salesforce 27.7% · CRM 24.8% · Quota 23.9% · MEDDIC / MEDDPICC 11% · APIs 10.9% |
| Software engineering | Python 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.