Degree and Experience Requirements in AI Training Job Listings, 2026

Abstract. We read the full text of 5,255 AI training job listings open on 24 platforms on November 5, 2026, and recorded whether each one asks for a degree, a license, a number of years of experience or fluency in a language. 61% of the listings don't mention a degree. Fewer are open to anyone: 36% ask for no degree, no license and no number of years, and about half of those still want experience in a field or a second language. Listings that ask for a degree, license or years pay a typical $70 an hour, against $55 for listings that ask for none of them. Remote roles that ask for nothing beyond a language pay a typical $35 an hour.

Most AI training jobs don't ask for a degree, and the ones that ask for credentials pay more

• 3,209 of 5,255 open listings don't mention a degree. Years of experience is asked for more often than a degree.
• Language is the most common ask in roles with no degree, license or years: 1,002 of 1,876 want native or fluent command of a language.
• Credentials pay most in healthcare. Healthcare listings that ask for a degree, license or years pay a typical $100 an hour, against $60 for those that don't.
• The platform you apply to decides more than your field: 2% of Ethos listings ask for none of the three, against 93% of RWS listings.

Methodology

We started from the 6,167 listings open on aitrainer.work on November 5, 2026 and kept the 5,255 whose description is at least 500 characters long. The rest are too short to show what a role asks for: Handshake AI publishes no description on 213 of its 246 listings, and Meridial posts two-line summaries.

For each listing, keyword rules checked the title and description for four things. A degree means a bachelor's, master's, PhD, JD, MD or MBA, or the word "degree" used in that sense. A license means a licensed professional, board certification, bar admission or a named certification such as CPA or CFA. Years of experience means a stated number, such as "3+ years" or "at least 2 years", and leaves out ages. Language means native, fluent, bilingual or C1/C2. A listing counts as asking for something whether it calls it required or preferred.

To check the rules, we read 40 listings picked at random from those marked as asking for no degree, license or years. None of them asked for one the rules had missed.

Pay is the hourly rate each listing advertises, with the screens used in the AI Training Pay Index: rates from $3 to $400 an hour, and no rates we estimated for platforms that publish none (see how we source pay). Typical pay is the median, and we give it only where at least 10 posted rates back it. Platforms often post the same role once per country, so we also counted unique roles, one per platform and job title.

Finding 1: 61% of listings don't mention a degree

3,209 of 5,255 listings say nothing about a degree. Counting each role once, 68% of 4,355 roles don't mention one. A number of years of experience is the most common requirement, in 43% of listings.

A listing can ask for more than one thing, so the shares add up to more than 100%.

Finding 2: 36% ask for no degree, license or years of experience

That is 1,876 listings. About half of them still want experience in a field, described without a number: musicians to judge AI-written songs, editors of published books, senior engineers. Most of the others want a native speaker of a language, and 409 are paid studies held in person in one city, mostly by Mindrift in New York and the Santa Clara Valley.

506 listings are remote and ask for no degree, license, years or field experience. They pay a typical $35 an hour, based on 380 posted rates. The largest groups are on Mercor, RWS search evaluation, AfterQuery and Claru, which pays people to film everyday tasks.

Finding 3: Listings that ask for one pay more

Listings that ask for a degree, license or years pay a typical $70 an hour, against $55 for listings that ask for none of them, based on 3,047 and 1,508 posted rates. The gap is wider on Mercor, $84 against $50, and on micro1, $75 against $49. In healthcare it is $100 against $60.

The lowest-paid listings ask for the least. Of 567 listings paying under $25 an hour, 68% ask for no degree, license or years. In each pay band above $25 an hour, 23% to 35% ask for none of them.

Finding 4: The platform matters more than the field

Ethos asks for a number of years in 97% of its listings, and SME Careers asks for a degree in 87%. RWS, Claru, Perle and Babel Audio ask for almost none of the three.

By field, 80% of language listings ask for no degree, license or years, against 13% of healthcare and 14% of STEM listings. Figures for each platform and field with 30 or more listings are in the CSV file.

Without a degree, a second language is the most common way in

A listing that doesn't ask for a degree still has a screening test. Most platforms in this study test applicants with a skills test, an AI interview or a work sample before they offer work. For someone without a degree, the roles in this data are language work, roles where a portfolio or work sample shows the skill, and in-person paid studies. The open language roles and our guide to AI training jobs you can do without a degree list where to apply.

We think the platform effect in Finding 4 comes from where each platform puts its screen. Ethos and SME Careers write the requirement into the listing. RWS and Claru put it in the test. We can't confirm this from listing text alone.

Limitations

We read what listings say, not what platforms check. A listing with no degree in it may ask for one on the application form, and a platform that screens with a test looks more open here than it is.

Keyword rules can miss unusual wording. The hand check found no misses in 40 listings, which does not rule out a miss rate of a few percent. The split between field experience and no experience in Finding 2 matched our own reading in 35 of 40 listings, so treat it as an estimate.

The platforms aitrainer.work tracks lean toward expert work. Mercor, Mindrift, Ethos and micro1 make up 62% of the listings, so a sample with more crowd-work platforms would likely show a higher share asking for none of the three. Advertised pay is not what people earn, because it leaves out unpaid tests and weeks without tasks.

A degree matters more for pay than for getting work

Six in ten AI training listings don't ask for a degree, but the listings that ask for a degree, a license or years of experience pay about $15 an hour more. Without one, a second language, a portfolio or a trade you can show in a test is what most of the open roles ask for instead.

The figures in this study are in a CSV file under CC BY 4.0. Monthly pay figures are in the AI Training Pay Index. aitrainer.work has referral agreements with some of the platforms in this study.