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AI Training Work Without Experience

On 17 Oct 2026, 28.5% of open AI training roles (1,046) asked for no expert field, level or credential in their title and advertised a median $45/hr, and 46.8% of the roles with a full description mentioned no degree, years of experience or credential, though 9.4% of those still mentioned a test.

Data window
20 Sep 2026 to 17 Oct 2026
28 days, UTC
Computed
18 Oct 2026, 17:06 UTC
Recomputed every day
Source
The public job boards of the AI training platforms this site tracks, read every day. Descriptions come from the platforms whose boards publish them in full.
Method
Version 1. Definitions
CC BY 4.0, how to cite

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Key findings

  1. 1

    1,046 of the 3,668 AI training roles open on 17 Oct 2026 (28.5%) are generalist roles: the title names no expert field, level or credential, and the work is not Law, Medicine & Finance or Coding & Software Evaluation.

    Figure 1
  2. 2

    A further 605 open roles (16.5%) are kept out only by a word such as "Expert" or "Specialist" in the title, 74.4% of them naming a language; counted in, generalist roles would be 45.0% of open roles.

    Figure 2
  3. 3

    Multilingual & Localization has the most generalist roles (538, 53.6% of its open roles), and Robotics & Physical-AI Data the highest share (87.7%).

    Figure 1
  4. 4

    Generalist roles advertise a median $45/hr against $65/hr for other roles; compared within the same kind of work, they advertise 89.4% more than other roles.

    Figure 4
  5. 5

    46.8% of the 3,260 roles with a full description mention no degree, years of experience or professional credential, rising to 84.0% among those with a generalist title.

    Figure 5
  6. 6

    218 descriptions say no prior AI experience is needed, yet 96.3% of them have a title asking for expertise or mention a degree, years of experience or a credential.

    Figure 6
  7. 7

    Only 88 of the 3,260 descriptions (2.7%) say outright that a beginner may apply (no experience or degree needed, entry level, or students and graduates welcome), and 60 of those 88 still have a title asking for a field or expertise.

    Figure 6
  8. 8

    Of the roles that state no requirement, 9.4% still mention an assessment or test and 66.7% a native or fluent language; where they state hours, the median is 20 a week.

    Figure 7

Figure 1

Generalist roles, by kind of work

How many open AI training roles ask for no expert field, level or credential in their title?

Kind of workGeneralist shareGeneralist rolesMedian pay, generalist roles
All kinds of work
28.5%
1,046$45
Robotics & Physical-AI Data
87.7%
57$10
Data Annotation & Labeling
56.8%
79$32
Multilingual & Localization
53.6%
538$100
Research Studies & Surveys
52.9%
18$100
Transcription, Audio & Speech
49.1%
256$30
Red-Teaming & AI Safety
37.0%
20$71
AI Evaluation & Rating (RLHF)
36.4%
52$38
Agentic Tasks & RL Environments
32.8%
21$40
Writing & Content
2.9%
1n/a
Math & STEM
1.8%
4n/a
Coding & Software Evaluation
0.0%
0n/a
Law, Medicine & Finance
0.0%
0n/a

Sample. 3,668 roles open at the end of 17 Oct 2026, read from their titles and kinds of work.

A generalist role: its kind of work is not Law, Medicine & Finance or Coding & Software Evaluation (professional by definition, so they have no generalist roles here), its title names no expert field and no level, expertise, profession or credential word. An explicit entry word in the title ("entry level", "no experience", "internship", "generalist") cancels the level, expertise and profession words.

It reads what a posting signals, not what it takes to be accepted: a generalist role can still be competitive, need a native language or a test, or state a requirement only in its description.

Median pay: the advertised hourly rate (the middle of a stated range) of the generalist roles that state one, shown with at least 8 such roles.

Source. AITraining.jobs Research, AI Training Work Without Experience, live data.

Figure 2

What marks a role as asking for expertise

What in an AI training role's title or kind of work signals that it wants experience?

SignalShare of open rolesRoles
The work is Law, Medicine & Finance or Coding & Software Evaluation1,392
The title names an expert field
41.7%
1,528
The title has a level word (senior, staff, principal, lead, director, manager)
6.4%
233
The title has an expertise word (expert, specialist, SME, professional, experienced)
40.9%
1,502
The title has a profession (engineer, scientist, researcher, technician, inspector)
10.6%
387
The title has a degree or credential (PhD, MD, JD, MBA, master's, certified, licensed, attorney, physician, nurse)
4.4%
163
None of these: a generalist role
28.5%
1,046

Sample. 3,668 roles open at the end of 17 Oct 2026, read from their titles and kinds of work.

A role can carry several signals and counts for each; the last column counts the roles a signal alone keeps out, so it shows how much each word decides.

Some platforms put 'Specialist' or 'Expert' in every title, including language roles that ask mainly for fluency; those count as asking for expertise, so the generalist count is a cautious one.

Source. AITraining.jobs Research, AI Training Work Without Experience, live data.

Figure 3

Generalist roles, by platform

Which platforms list the most AI training roles that ask for no expertise in the title?

PlatformGeneralist rolesShare of its open rolesMedian pay, generalist roles
Mindrift
242
81.5%$100
Welo Data
197
83.8%$14
Sigma AI
82
91.1%n/a
Alignerr
77
19.9%$33
Invisible
54
10.2%$65
Claru
47
78.3%$10
AfterQuery
46
21.2%$30
Turing
40
20.7%$15
Appen
34
61.8%n/a
micro1
33
13.3%$35
TransPerfect DataForce
32
48.5%n/a
Braintrust
31
39.7%$16
Babel Audio
24
55.8%n/a
Mercor
21
9.2%$50
Perle Labs
18
26.9%n/a
OneForma
16
66.7%n/a
xAI (SpaceXAI)
14
93.3%$40
OpenTrain AI
10
23.8%$14
RemoExperts
9
25.0%$98
Handshake AI
7
4.1%n/a
Pila8Small sample
3
100.0%n/a
Terac
3
13.6%n/a
Pasiflora AISmall sample
2
28.6%n/a
Vetto
2
10.0%n/a
Outlier (Scale AI)Small sample
1
20.0%n/a
Sovrano AI
1
5.0%n/a
Anyone AI
0
0.0%n/a
RemotasksSmall sample
0
0.0%n/a
SuperAnnotate (SME)
0
0.0%n/a

Sample. 3,668 roles open at the end of 17 Oct 2026, read from their titles and kinds of work. Listings only.

A platform's share follows its own title style as much as its work: a platform that writes 'Expert' into every title has fewer generalist roles here than one that does not.

Source. AITraining.jobs Research, AI Training Work Without Experience, live data.

Figure 4

What generalist roles pay, against other roles of the same kind

How much less do roles that ask for no expertise pay than other roles in the same kind of work?

Kind of workGeneralist pay against other rolesMedian, generalistMedian, other roles
All kinds compared (within kind)
+89.4%
$45$65
Multilingual & Localization
+174.0%
$100$37
Transcription, Audio & Speech
-17.8%
$30$37
Robotics & Physical-AI DataSmall sample
-33.3%
$10$15
Data Annotation & Labeling
+18.5%
$32$27
AI Evaluation & Rating (RLHF)
-37.5%
$38$60
Agentic Tasks & RL Environments
-36.0%
$40$63
Red-Teaming & AI Safety
+0.7%
$71$70

Sample. Roles open at the end of 17 Oct 2026 that state an hourly rate; kinds of work with at least 5 priced roles on both sides.

First row: the gap is the within-kind comparison (each kind's median generalist rate over its median for other roles, minus one, averaged across kinds weighted by the generalist roles), as in the pay premiums report; its two medians are across all kinds, for context.

Rows with fewer than 8 priced roles on either side are marked.

Advertised pay is what a posting states, not what a worker earns after task rates, tiers or unpaid qualification time.

Source. AITraining.jobs Research, AI Training Work Without Experience, live data.

Figure 5

What the descriptions ask for

How many AI training roles mention no degree, no years of experience and no credential?

The descriptionShare of roles readRolesGeneralist titles
Mentions a degree (bachelor's or higher)
37.8%
1,2318.3%
Mentions a PhD or master's
25.5%
8312.4%
Asks for current enrolment (and no degree)
0.1%
20.0%
States years of experience
25.8%
84212.6%
States 5 years or more
7.5%
2438.5%
Mentions a professional credential
10.5%
3430.0%
None of these: no stated requirement
46.8%
1,52584.0%

Sample. 3,260 roles open on 17 Oct 2026 whose job board publishes a full description (AfterQuery, Anyone AI, Appen, Babel Audio, Braintrust, Claru, Handshake AI, Invisible, Mercor, micro1, Mindrift, OneForma, OpenTrain AI, Outlier (Scale AI), Pasiflora AI, Perle Labs, Pila8, RemoExperts, Remotasks, Sigma AI, Sovrano AI, SuperAnnotate (SME), Terac, TransPerfect DataForce, Turing, Vetto, Welo Data and xAI (SpaceXAI)), 88.9% of all open roles; 956 of them have a generalist title.

Read with the requirements report's published patterns. A mention can be a requirement or a preference ('a degree is a plus'); both count, so 'no stated requirement' is a cautious count.

A description that offers a degree as one alternative ('a high school diploma, or a bachelor's') counts as mentioning a degree.

The platforms that publish full descriptions are expert networks, so these roles lean towards expert work and are not a sample of every platform.

Source. AITraining.jobs Research, AI Training Work Without Experience, live data.

Figure 6

What descriptions say outright about beginners

How many AI training roles say plainly that no experience or degree is needed?

StatementRolesShare of roles readStill mention a degree, years or credential
Any statement that a beginner may apply
88
2.7%35.2%
No experience needed
11
0.3%0.0%
No degree required
2
0.1%0.0%
No formal or technical background required
1
0.0%0.0%
Entry level, or a low barrier to entry
74
2.3%39.2%
Students, graduates or beginners welcome
0
0.0%n/a
Asks for a high school diploma or equivalent
2
0.1%100.0%
No prior AI or annotation experience needed
218
6.7%51.4%

Sample. 3,260 roles open on 17 Oct 2026 whose job board publishes a full description (AfterQuery, Anyone AI, Appen, Babel Audio, Braintrust, Claru, Handshake AI, Invisible, Mercor, micro1, Mindrift, OneForma, OpenTrain AI, Outlier (Scale AI), Pasiflora AI, Perle Labs, Pila8, RemoExperts, Remotasks, Sigma AI, Sovrano AI, SuperAnnotate (SME), Terac, TransPerfect DataForce, Turing, Vetto, Welo Data and xAI (SpaceXAI)), 88.9% of all open roles.

Each statement is a published pattern over the description (ENTRY_PATTERNS in the method). The first row counts any of them except the AI-experience line.

'No prior AI experience needed' says the AI-training part will be taught; most of the roles that say it ask for a field of expertise in the same description, so it is not counted as open to beginners.

Source. AITraining.jobs Research, AI Training Work Without Experience, live data.

Figure 7

What roles with no stated requirement still ask

If a role asks for no degree or experience, what does it still expect from applicants?

The description mentionsNo stated requirementStates a requirement
A native or fluent language
66.7%
52.0%
An assessment, test or trial task
9.4%
19.4%
An interview (any kind)
7.7%
11.0%
An AI-led or recorded video interview
1.4%
7.3%
A background check or identity verification
0.9%
1.0%
A number of hours a week
14.0%
31.7%
20 hours a week or more
7.2%
15.6%

Sample. 1,525 roles whose description states no degree, years of experience or credential, against 1,735 that state one: 3,260 roles open on 17 Oct 2026 whose job board publishes a full description (AfterQuery, Anyone AI, Appen, Babel Audio, Braintrust, Claru, Handshake AI, Invisible, Mercor, micro1, Mindrift, OneForma, OpenTrain AI, Outlier (Scale AI), Pasiflora AI, Perle Labs, Pila8, RemoExperts, Remotasks, Sigma AI, Sovrano AI, SuperAnnotate (SME), Terac, TransPerfect DataForce, Turing, Vetto, Welo Data and xAI (SpaceXAI)), 88.9% of all open roles.

Read with the requirements report's patterns. The hours row counts the lower figure of a stated range ('10 to 20 hours' is 10).

Source. AITraining.jobs Research, AI Training Work Without Experience, live data.

Figure 8

No stated requirement, by kind of work

In which kinds of AI training work do descriptions most often ask for no degree or experience, and what do those roles pay?

Kind of workNo stated requirementGeneralist titleMedian pay, no stated requirement
Robotics & Physical-AI Data
100.0%
93.9%$10
Transcription, Audio & Speech
93.4%
50.0%$35
Research Studies & Surveys
87.5%
53.1%$100
Agentic Tasks & RL Environments
69.5%
33.9%$50
Data Annotation & Labeling
68.6%
60.2%$20
Multilingual & Localization
60.5%
55.4%$65
Red-Teaming & AI Safety
52.8%
22.2%$74
AI Evaluation & Rating (RLHF)
45.1%
36.8%$46
Writing & Content
37.0%
3.7%n/a
Coding & Software Evaluation
25.9%
0.0%$60
Law, Medicine & Finance
18.9%
0.0%$53
Math & STEM
11.0%
2.0%$38

Sample. 3,260 roles open on 17 Oct 2026 whose job board publishes a full description (AfterQuery, Anyone AI, Appen, Babel Audio, Braintrust, Claru, Handshake AI, Invisible, Mercor, micro1, Mindrift, OneForma, OpenTrain AI, Outlier (Scale AI), Pasiflora AI, Perle Labs, Pila8, RemoExperts, Remotasks, Sigma AI, Sovrano AI, SuperAnnotate (SME), Terac, TransPerfect DataForce, Turing, Vetto, Welo Data and xAI (SpaceXAI)), 88.9% of all open roles.

Medians need at least 8 roles stating an hourly rate. Rows with fewer than 10 roles read are marked.

Source. AITraining.jobs Research, AI Training Work Without Experience, live data.

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    Every role on 29 job boards, read daily since 13 Jul 2026: its pay and place, and the first and last day it was open.

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    Which roles people actually apply to, by field, pay and kind of work. It happens on this site, so nobody else can count it.

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Method and definitions

The public job boards of the AI training platforms this site tracks, read every day. Descriptions come from the platforms whose boards publish them in full. Every figure is computed by one database query over the window shown, the same query for the live report and for every edition. Each figure states its sample beneath it.

Generalist role
An open role whose kind of work is not law, medicine and finance or coding (professional by definition), whose title names no expert field, and whose title has no level word (senior, staff, principal, lead, director, manager), expertise word (expert, specialist, SME, professional, experienced, advanced), profession (engineer, scientist, researcher, technician, inspector and similar) or degree or credential (PhD, MD, JD, MBA, master's, certified, licensed, attorney, physician, nurse). An explicit entry word in the title (entry level, no experience, junior, internship, trainee, generalist) cancels the level, expertise and profession words, not a field or a credential.
Expert field
Named in the title, matched as whole words against the vocabulary of the expert-fields report.
No stated requirement
A full description that mentions no degree and no current enrolment, no number of years of experience and no professional credential, read with the patterns published in the requirements report. A mention can be a preference ('a degree is a plus'); it still counts as stating one.
Entry statement
A description that says no experience, degree or formal background is needed, that the role is entry level or has a low barrier to entry, that students, graduates or beginners are welcome, or that a high school diploma is the education asked for. Each is a published pattern.
No prior AI experience
A description saying no prior AI, annotation or model-evaluation experience is needed. Counted on its own line and never as an entry statement: it says the AI-training part will be taught, usually beside a request for expertise in a field.
Within-kind pay gap
For each kind of work with at least 5 priced roles on both sides, the median advertised rate of generalist roles over the median of other roles, minus one; averaged across kinds, weighted by the generalist roles, as in the pay premiums report.
Advertised pay
The hourly figure a posting states (the middle of a stated range). Medians need at least 8 roles stating a rate.
Open role
A role listed by a given day and still in its platform's feed that day.
Kind of work
Each role is classified from its title and description into one of the twelve kinds of AI training work this site tracks. Every kind links to its own page.

What this data cannot tell you

  • Platforms that recruit without a public job board are not counted. Several large ones invite workers to projects directly.
  • A generalist role is a reading of what a title signals, not a promise of acceptance: it can still be competitive, need a native language or a test, be open in a few countries only, or state a professional requirement only in its description (a building-code reviewer, for example).
  • Some platforms write 'Expert' or 'Specialist' into every title, including language roles that ask mainly for fluency; those count as asking for expertise, so the generalist share is a cautious one, and the report states how many roles that word alone keeps out.
  • Full descriptions come from a few expert networks only, so the description figures lean towards expert work and describe those platforms.
  • A pattern can miss a requirement phrased in an unusual way, and a mention is not always a requirement; nothing is inferred beyond what the text says.
  • Pay is what postings advertise, not what workers earn after task rates, tiers or unpaid qualification time.

How the job feeds are read and roles are classified: site methodology. How fresh, complete and consistent the data is, checked every day: data quality and coverage.

Editions

The live report covers the last 28 complete days and changes every day. Each complete month is also published as an edition, frozen two days after the month ends, so a figure you cite from an edition never moves.

  • Live dataLast 28 complete days, recomputed daily

Cite and reuse

Free to quote, chart and republish under CC BY 4.0 with a link to this page. Live figures change daily: cite a monthly edition for numbers that will read the same later, or keep the access date.

Citation

AITraining.jobs (2026). AI Training Work Without Experience (live data, 20 Sep 2026 to 17 Oct 2026). https://www.aitraining.team/research/ai-training-work-without-experience (accessed 18 Oct 2026)

BibTeX

@misc{aitrainingjobs_ai_training_work_without_experience_live,
  author = {{AITraining.jobs}},
  title = {AI Training Work Without Experience (live data, 20 Sep 2026 to 17 Oct 2026)},
  year = {2026},
  howpublished = {\url{https://www.aitraining.team/research/ai-training-work-without-experience}},
  note = {Accessed 18 Oct 2026},
}
Data: every figure as CSV (one line per value) and JSON, sent to your work email.Pay and open-roles data

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