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Research report ยท September 2026 edition

Applicant Demand for AI Training Work

From 1 Sep 2026 to 30 Sep 2026, people on AITraining.jobs made 4,138 apply clicks; per open role, interest was highest in Agentic Tasks & RL Environments (3.3x the average role) and lowest in Law, Medicine & Finance (0.41x).

Read the month's story: The AI Training Job Market in September 2026

Data window
1 Sep 2026 to 30 Sep 2026
30 days, UTC
Frozen
10 Oct 2026, 06:57 UTC
These figures will not change
Source
Apply clicks made on AITraining.jobs, joined to the role clicked and the days each role was open.
Method
Version 1. Definitions
CC BY 4.0, how to cite

Every figure on this page as CSV and JSON, sent to your work email.

Key findings

  1. 1

    Multilingual & Localization drew the most apply clicks: 436 of 2,351 (18.5%), followed by AI Evaluation & Rating (RLHF) (17.9%) and Transcription, Audio & Speech (14.8%).

    Figure 1
  2. 2

    Per open role, Agentic Tasks & RL Environments drew the most applicant interest: 0.71 apply clicks a week, 3.3x the average role. Law, Medicine & Finance drew the least: 0.09 a week (0.41x).

    Figure 2
  3. 3

    AI Evaluation & Rating (RLHF) took 17.9% of apply clicks with 9.7% of open-role time. Law, Medicine & Finance held 23.8% of open-role time but drew 9.7% of clicks.

    Figure 2
  4. 4

    A role in its first 7 days drew 1.07 apply clicks a week; a role listed for more than 90 days drew 0.09 (the new role drew 11.7 times as many).

    Figure 4
  5. 5

    Roles advertising $100/hr or more drew 0.25 apply clicks per open role a week; roles under $20/hr drew 0.22 (the higher-paid role drew 13% more).

    Figure 3
  6. 6

    The most-clicked 10% of open roles took 79.5% of apply clicks; 78.3% of the 4,299 roles open during the window drew none.

    Figure 6

Figure 1

Apply clicks by kind of work

Which kinds of AI training work do people apply to?

Sample. 2,351 apply clicks on a specific role, from 1 Sep 2026 to 30 Sep 2026.

A further 1,787 clicks went to a platform's own sign-up page rather than to one role, so they have no kind of work and are not in this figure.

Roles applied to: distinct roles that received at least one of these clicks.

Source. AITraining.jobs Research, Applicant Demand for AI Training Work, September 2026 edition.

Figure 2

Applicant demand per open role, by kind of work

Which kinds of work are oversubscribed, and which are short of applicants?

Kind of workClicks per role a weekIndex
Agentic Tasks & RL Environments
0.71
3.30x
Data Annotation & Labeling
0.54
2.50x
Writing & Content
0.44
2.05x
Research Studies & SurveysSmall sample
0.42
1.96x
AI Evaluation & Rating (RLHF)
0.40
1.85x
Robotics & Physical-AI Data
0.36
1.66x
Transcription, Audio & Speech
0.28
1.28x
Coding & Software Evaluation
0.22
1.01x
Math & STEM
0.19
0.89x
Red-Teaming & AI Safety
0.16
0.74x
Multilingual & Localization
0.15
0.68x
Law, Medicine & Finance
0.09
0.41x

Sample. 2,351 apply clicks on 4,299 roles open at some point from 1 Sep 2026 to 30 Sep 2026.

Clicks per role a week = apply clicks / (days the kind's roles were open / 7). It measures competition for each opening, not the size of the market: a kind with few roles and steady interest reads high.

Index: the kind's rate divided by the rate across all open roles. 2.00x means twice the applicant interest of the average role. Click share and open-time share are the kind's share of all role clicks and of all open role-days.

Rows marked as a small sample have fewer than 30 clicks or fewer than 3 roles open on an average day.

Source. AITraining.jobs Research, Applicant Demand for AI Training Work, September 2026 edition.

Figure 3

Applicant demand by advertised hourly pay

Do higher-paying roles attract more applicants?

Advertised payClicks per role a weekIndex
Under $20/hr
0.22
1.01x
$20 to $40/hr
0.20
0.95x
$40 to $60/hr
0.33
1.55x
$60 to $100/hr
0.20
0.94x
$100/hr or more
0.25
1.15x
No hourly rate stated
0.18
0.83x

Sample. 2,351 apply clicks on a specific role, from 1 Sep 2026 to 30 Sep 2026.

Pay is the hourly figure the posting advertises (the middle of a stated range). Roles paid per task or per project with no hourly figure are under 'No hourly rate stated'.

Source. AITraining.jobs Research, Applicant Demand for AI Training Work, September 2026 edition.

Figure 4

Applicant demand by how long a role has been listed

How quickly does interest in a new role fade?

Listed forClicks per role a weekIndex
First 7 days
1.07
4.96x
7 to 30 days
0.24
1.09x
30 to 90 days
0.12
0.57x
More than 90 days
0.09
0.42x
Listing date unknownSmall sample
0.26
1.22x

Sample. 2,351 apply clicks on a specific role, from 1 Sep 2026 to 30 Sep 2026. A role's open days are split across the bands it passed through.

Age runs from the listing date the platform's job board states, or else from the day the role first appeared in the feed. Roles that came in with a platform's back catalogue and state no date are under 'Listing date unknown'.

AITraining.jobs ranks recently listed roles higher in its default order, which adds to the first-week figure.

Source. AITraining.jobs Research, Applicant Demand for AI Training Work, September 2026 edition.

Figure 5

Applicant demand by who can apply

Do roles open worldwide draw more applicants than roles limited to some countries?

Location ruleClicks per role a weekIndex
Open worldwide
0.29
1.35x
Worldwide except listed countries
0.26
1.20x
Only listed countries
0.15
0.69x
No rule statedSmall sample
0.28
1.29x

Sample. 2,351 apply clicks on a specific role, from 1 Sep 2026 to 30 Sep 2026.

AITraining.jobs shows each visitor the roles open in their country first and hides roles their country cannot apply to unless they choose another country, so roles limited to listed countries are seen by fewer visitors.

Source. AITraining.jobs Research, Applicant Demand for AI Training Work, September 2026 edition.

Figure 6

How concentrated applicant attention is

Do apply clicks spread across many roles or pile onto a few?

RolesShare of apply clicks
Most-clicked 1% of roles
27.2%
Most-clicked 5%
60.6%
Most-clicked 10%
79.5%
Most-clicked 20%
98.5%

Sample. 2,265 apply clicks on 4,299 roles open at some point from 1 Sep 2026 to 30 Sep 2026, the roles ranked by the clicks each received (roles with none included).

21.7% of these roles (933) received at least one apply click.

Source. AITraining.jobs Research, Applicant Demand for AI Training Work, September 2026 edition.

Figure 7

Apply clicks per week

Is applicant activity rising or falling?

WeekApply clicks
1 to 6 SepPartial week
494
7 to 13 Sep
826
14 to 20 Sep
996
21 to 27 Sep
1,275
28 to 30 SepPartial week
547

Sample. All human apply clicks on AITraining.jobs, 1 Sep 2026 to 30 Sep 2026, by ISO week (Monday to Sunday, UTC).

Weekly totals grow with AITraining.jobs's own audience as well as with the market. To compare kinds of work across weeks, read the shares in the next figure.

A week the month cuts is labelled with the days it covers and marked as partial.

Source. AITraining.jobs Research, Applicant Demand for AI Training Work, September 2026 edition.

Figure 8

Share of apply clicks by kind of work, week by week

Is interest shifting between kinds of work?

WeekMultilingualAI EvaluationTranscription & AudioData AnnotationDomain ExpertsCodingOther
1 to 6 Sep24%14%14%6%12%9%22%
7 to 13 Sep21%19%14%7%10%8%21%
14 to 20 Sep19%16%11%14%10%11%20%
21 to 27 Sep18%15%18%12%8%8%21%
28 to 30 Sep12%27%14%11%11%10%14%

Sample. Apply clicks on a specific role, 1 Sep 2026 to 30 Sep 2026, by ISO week. Each row adds up to 100% (rounded).

Columns are the six kinds of work with the most clicks over the whole period.

Source. AITraining.jobs Research, Applicant Demand for AI Training Work, September 2026 edition.

For labs, data vendors and researchers

Buy the data behind this report

The figures above are a summary. Behind them are records we collect ourselves, every day:

  • 10,289 roles tracked, each with its history

    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.

  • 6,200 apply clicks in 28 days

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

  • 39 lab and vendor hiring boards

    The job boards of 25 AI labs and 14 human-data vendors, read every day: who is hiring for human data, and who is hiring to buy it.

What you can buy

  • The records

    The rows behind any figure, with their history, not only the totals.

  • A regular feed

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  • A custom cut or benchmark

    Your countries, languages or fields, or your own platform against the market.

Method and definitions

Apply clicks made on AITraining.jobs, joined to the role clicked and the days each role was open. 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.

Apply click
A click on an apply button on AITraining.jobs that opens a platform's application page. Made by a person: automated traffic is set aside as it is recorded. Counted per click, not per person.
Role-level click
An apply click on one specific role. Clicks on a platform's general sign-up link are platform-level and have no kind of work, pay or listing age.
Open role-days
For every role, the days of the window it was listed, summed. A role open the whole of a 28-day window adds 28.
Clicks per open role a week
Role-level apply clicks divided by open role-days, times 7.
Demand index
A group's clicks per open role a week divided by the same rate across all open roles. Above 1, the group's roles draw more applicant interest than the average role.
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, from AI evaluation and coding to multilingual and audio work. Every kind links to its own page.
Listing date
The date the platform's job board gives for the posting, or else the first day the role appeared in the feed. A role that arrived with a platform's back catalogue and gives no date has no known listing date.
Location rule
Read from each posting's location text and, where that names no country, from what the posting's own description states: open worldwide, worldwide except listed countries, only listed countries, or no rule stated.
Window
Live: the last 28 complete days, in UTC. Edition: one calendar month, in UTC.

What this data cannot tell you

  • Clicks measure interest among the people who use AITraining.jobs, not across the whole market.
  • What is shown first gets clicked more. The default order ranks recently listed roles, roles that state their pay and roles at partner networks higher, and each visitor sees the roles open in their country first.
  • An apply click starts an application. It is not a submitted application, an acceptance or a hire.
  • One person can click several roles, so the figures count clicks, not people.

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.

Cite and reuse

Free to quote, chart and republish under CC BY 4.0 with a link to this page. This edition is frozen, so its figures will read the same later.

Citation

AITraining.jobs (2026). Applicant Demand for AI Training Work, September 2026 edition. https://aitraining.run/research/applicant-demand/2026-09

BibTeX

@misc{aitrainingjobs_applicant_demand_2026_09,
  author = {{AITraining.jobs}},
  title = {Applicant Demand for AI Training Work, September 2026 edition},
  year = {2026},
  howpublished = {\url{https://aitraining.run/research/applicant-demand/2026-09}},
}
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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