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Research report ยท October 2026 edition

Data Quality and Coverage

5 of 7 independent cross-checks match exactly; the 62 job boards behind these reports were last read by 1 Nov 2026, 01:06 UTC, and 81% of open roles state an hourly rate.

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

Provisional figures. This month is complete, but late data can still arrive until 3 Nov 2026, when the edition is frozen for good.

Data window
1 Oct 2026 to 31 Oct 2026
31 days, UTC
Computed
1 Nov 2026, 01:16 UTC
Final once frozen
Source
The job-board feeds, the click and visit records, the daily snapshots and the platform pages of this site.
Method
Version 2. 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

    All 62 job boards were read between 28 Oct 2026, 20:06 UTC and 1 Nov 2026, 01:06 UTC.

    Figure 2
  2. 2

    5 of 7 quantities counted by two independent routes match exactly; the others differ by 5 (under 0.1%) and 1 (under 0.1%), for the reasons given under the figure.

    Figure 1
  3. 3

    Of the roles open on 31 Oct 2026, 81% state an hourly rate, 100% carry a location rule, 91% have a full description and 38% an application form that was read.

    Figure 3
  4. 4

    14 of 59,242 recorded apply clicks were set aside (automated, or made on other sites), and 15,397 of 157,944 page views; 90.8% of the clicks counted were made on a specific role.

    Figure 4
  5. 5

    For 27 of 27 platforms, the median rate in their own postings falls inside the pay range compiled from their published pages.

    Figure 5

Figure 1

The same numbers, counted two ways

Do independent counts of the same quantity agree?

QuantityFrom the role factsFrom the second routeAgreement
Open roles at the end of 31 Oct 20264,3814,381Match
Open roles at the start of 1 Oct 20262,6652,665Match
New listings in the window, as read (1,638 new listings and 1,093 roles that came into view with our reading)2,7312,731Match
Removed listings in the window, as read (2,018 removals and 997 roles that left view with our reading)3,0153,015Match
Open role-days in the window110,397110,397Match
Apply clicks on roles listed in the window53,79453,799Differs by 5 (under 0.1%)
Open roles recorded on 31 Oct 2026 against the same moment rebuilt from role history4,3814,382Differs by 1 (under 0.1%)

Sample. Every role listed from 1 Oct 2026 to 31 Oct 2026.

First route: the role facts behind every report on listings, counted in the app. Second route: database queries written separately (a hiring reader kept for this check, and the applicant report's), and for the last line the snapshot recorded that morning.

New listings and removals are compared as read: the second route does not know when this site changed how it reads a board, so the roles that came into or left view with such a change are added back to the first route's counts for this check (the reports leave them out).

Apply clicks can differ slightly: the second route also counts clicks on a role after it left its feed (from a page opened earlier).

The snapshot line can differ when a role was merged as a duplicate or reclassified after the day it was recorded.

Source. AITraining.jobs Research, Data Quality and Coverage, October 2026 edition.

Figure 2

When each platform's job board was last read

How fresh is the data behind these reports?

PlatformLast readOpen roles on 31 Oct 2026
Invisible1 Nov 2026, 01:05 UTC
533
SuperAnnotate (SME)1 Nov 2026, 01:06 UTC
379
Alignerr1 Nov 2026, 01:05 UTC
361
micro11 Nov 2026, 01:05 UTC
302
Mercor1 Nov 2026, 01:05 UTC
237
AfterQuery1 Nov 2026, 01:05 UTC
230
Welo Data1 Nov 2026, 00:05 UTC
184
Handshake AI1 Nov 2026, 01:05 UTC
184
Turing1 Nov 2026, 01:05 UTC
176
RWS TrainAI Community1 Nov 2026, 01:05 UTC
143
Anyone AI1 Nov 2026, 01:05 UTC
133
Prolific1 Nov 2026, 01:05 UTC
124
DataAnnotation1 Nov 2026, 01:05 UTC
112
Rise Data Labs1 Nov 2026, 01:05 UTC
108
Weekday1 Nov 2026, 01:05 UTC
108
Mindrift1 Nov 2026, 01:05 UTC
90
Sigma AI1 Nov 2026, 01:05 UTC
81
Braintrust1 Nov 2026, 01:05 UTC
77
TELUS Digital AI1 Nov 2026, 01:05 UTC
67
Perle Labs1 Nov 2026, 01:05 UTC
67
Claru1 Nov 2026, 01:05 UTC
60
Volga Partners1 Nov 2026, 01:05 UTC
59
Babel Audio1 Nov 2026, 01:05 UTC
47
Outlier (Scale AI)1 Nov 2026, 01:05 UTC
46
Lifted (Upwork)1 Nov 2026, 01:05 UTC
45
TransPerfect DataForce1 Nov 2026, 01:05 UTC
44
Appen1 Nov 2026, 01:05 UTC
42
OpenTrain AI1 Nov 2026, 01:06 UTC
40
Terac1 Nov 2026, 01:05 UTC
37
Sovrano AI1 Nov 2026, 01:05 UTC
36
RemoExperts1 Nov 2026, 01:05 UTC
32
Innodata1 Nov 2026, 01:05 UTC
31
Vetto1 Nov 2026, 01:05 UTC
20
OneForma1 Nov 2026, 01:05 UTC
17
xAI (SpaceXAI)1 Nov 2026, 01:05 UTC
17
Aligned Labs1 Nov 2026, 01:05 UTC
15
Surge AI1 Nov 2026, 01:05 UTC
13
Scale AI Human Frontier Collective1 Nov 2026, 01:05 UTC
10
Shaip (Collaborate by Shaip)1 Nov 2026, 01:06 UTC
9
iMerit1 Nov 2026, 01:05 UTC
9
DATAmundi1 Nov 2026, 01:05 UTC
8
Pasiflora AI1 Nov 2026, 01:05 UTC
7
Elsevier Health1 Nov 2026, 01:06 UTC
6
RealTrainAI30 Oct 2026, 12:06 UTC
4
Pila81 Nov 2026, 01:05 UTC
4
Cohere1 Nov 2026, 01:06 UTC
4
Remotasks1 Nov 2026, 01:05 UTC
3
Sama1 Nov 2026, 01:05 UTC
3
Mistral AI1 Nov 2026, 01:06 UTC
3
Fleet AI1 Nov 2026, 01:05 UTC
2
Inworld AI1 Nov 2026, 01:06 UTC
1
Headway28 Oct 2026, 20:06 UTC
1
Edison Scientific1 Nov 2026, 01:06 UTC
1
Trellis1 Nov 2026, 01:06 UTC
1
Vals AI1 Nov 2026, 01:06 UTC
1
JazzX AI1 Nov 2026, 01:06 UTC
1
Anthropic29 Oct 2026, 15:06 UTC
1
PointClickCare1 Nov 2026, 01:06 UTC
1
Limbic1 Nov 2026, 01:06 UTC
1
Snorkel AI Expert Community1 Nov 2026, 01:06 UTC
1
Kastle1 Nov 2026, 01:06 UTC
1
EvolutionIQ1 Nov 2026, 01:06 UTC
1

Sample. The 62 platforms with open roles at the end of 31 Oct 2026.

Each job board is read in full every hour. 'Last read' is the latest time a role of that platform was confirmed in its feed.

Source. AITraining.jobs Research, Data Quality and Coverage, October 2026 edition.

Figure 3

How completely each platform's postings are described

Which facts does each platform's job board publish for its roles?

PlatformHourly ratePosting dateLocation ruleFull descriptionApplication form
All platforms81%80%100%91%38%
Invisible99%100%100%100%100%
SuperAnnotate (SME)100%100%100%100%0%
Alignerr100%0%100%0%0%
micro198%0%100%100%0%
Mercor85%100%100%100%0%
AfterQuery100%100%100%100%0%
Welo Data80%100%100%100%100%
Handshake AI99%100%100%100%1%
Turing16%100%99%99%0%
RWS TrainAI Community92%100%90%100%100%
Anyone AI100%100%100%100%100%
Prolific82%100%100%100%100%
DataAnnotation100%0%100%100%0%
Rise Data Labs76%100%99%100%0%
Weekday82%100%100%100%100%
Mindrift67%100%100%100%100%
Sigma AI0%100%100%100%100%
Braintrust75%100%100%100%0%
TELUS Digital AI78%100%100%100%0%
Perle Labs0%100%100%100%0%
Claru100%100%100%70%0%
Volga Partners92%100%100%100%100%
Babel Audio55%100%100%100%0%
Outlier (Scale AI)7%7%100%100%0%
Lifted (Upwork)20%100%100%100%0%
TransPerfect DataForce9%100%100%100%86%
Appen12%100%98%100%100%
OpenTrain AI100%100%100%100%0%
Terac59%100%100%100%100%
Sovrano AI58%100%100%100%0%
RemoExperts97%100%100%100%0%
Innodata90%100%100%100%100%
Vetto15%100%100%100%100%
OneForma6%100%100%100%0%
xAI (SpaceXAI)100%100%100%100%100%
Aligned Labs100%100%100%100%0%
Surge AI92%0%100%100%0%
Scale AI Human Frontier Collective30%100%100%100%100%
Shaip (Collaborate by Shaip)0%0%100%100%0%
iMerit89%0%100%100%0%
DATAmundi0%100%100%100%0%
Pasiflora AI43%0%100%100%0%
Elsevier Health100%100%100%100%100%
RealTrainAI0%0%100%100%0%
Pila875%100%100%100%0%
Cohere25%100%100%100%100%
Remotasks67%100%100%100%100%
Sama33%100%100%100%100%
Mistral AI0%100%100%100%100%
Fleet AI100%100%100%100%0%
Inworld AI100%100%100%100%100%
Headway100%100%100%100%100%
Edison Scientific100%100%100%100%100%
Trellis100%100%100%100%100%
Vals AI100%100%100%100%100%
JazzX AI0%100%100%100%100%
Anthropic0%100%100%100%100%
PointClickCare100%100%100%100%100%
Limbic0%100%100%100%100%
Snorkel AI Expert Community100%100%100%100%100%
Kastle100%100%100%100%100%
EvolutionIQ0%100%100%100%100%

Sample. 4,381 roles open at the end of 31 Oct 2026; shares of each platform's own open roles.

Hourly rate: the posting states one. Posting date: the job board gives one. Location rule: read from the posting or from what the platform states about where it hires. Description and application form: published by the platform's applicant-tracking system and read for the role.

No row with any open roles is a small sample: the rows differ so much that each reads on its own from its first.

Source. AITraining.jobs Research, Data Quality and Coverage, October 2026 edition.

Figure 4

How the click and visit records are cleaned

How much automated and outside traffic is set aside before counting?

RecordEventsShare
Apply clicks by people on this site (counted)
59,228
100.0%
Apply clicks set aside as automated
14
0.0%
Apply clicks on other sites sharing the log (left out)
0
0.0%
Counted clicks made on a specific role
53,799
90.8%
Page views by people (counted)
142,547
90.3%
Page views set aside as automated
15,397
9.7%

Sample. Events recorded from 1 Oct 2026 to 31 Oct 2026.

Automated traffic (self-identifying crawlers, headless browsers, clients with no user agent) is marked as each event is recorded and never counted.

Source. AITraining.jobs Research, Data Quality and Coverage, October 2026 edition.

Figure 5

What postings advertise against what platforms publish

Do the rates in a platform's own job postings fall inside the pay range it publishes about itself?

PlatformMedian advertised in postingsPublished rangeResult
Alignerr
$60
$10 to $200Inside the range
Invisible
$35
$5 to $65Inside the range
Handshake AI
$105
$15 to $125Inside the range
OpenTrain AI
$30
$15 to $100Inside the range
DataAnnotation
$80
$25 to $150Inside the range
Mercor
$80
$14 to $450Inside the range
xAI (SpaceXAI)
$40
$35 to $100Inside the range
Surge AI
$300
$55 to $400Inside the range
AfterQuery
$80
$15 to $175Inside the range
Braintrust
$25
$20 to $200Inside the range
micro1
$65
$10 to $200Inside the range
Turing
$18
$15 to $150Inside the range
Babel Audio
$105
$18 to $150Inside the range
Pila8
$30
$10 to $50Inside the range
Anyone AI
$40
$7 to $150Inside the range
Claru
$12
$3 to $100Inside the range
TELUS Digital AI
$35
$4 to $50Inside the range
RemoExperts
$90
$20 to $150Inside the range
iMerit
$25
$3 to $40Inside the range
Aligned Labs
$80
$40 to $150Inside the range
RWS TrainAI Community
$11
$4 to $36Inside the range
Weekday
$110
$15 to $160Inside the range
Innodata
$15
$10 to $30Inside the range
Rise Data Labs
$30
$15 to $50Inside the range
Volga Partners
$25
$14 to $60Inside the range
Lifted (Upwork)
$20
$10 to $110Inside the range
Elsevier Health
$55
$55 to $80Inside the range

Sample. Platforms with at least 3 open roles stating an hourly rate on 31 Oct 2026, and an hourly range on their AITraining.jobs page.

The published range is the one compiled from each platform's own pages, help centre and job posts and shown on its platform page here, with its sources.

Source. AITraining.jobs Research, Data Quality and Coverage, October 2026 edition.

Figure 6

The dataset's record

How long has the data been collected, and how complete is the daily record?

MeasureValue
Roles tracked since13 Jul 2026
Roles ever tracked (open or closed)11,482
Platforms with open roles62
Daily market snapshots recorded since29 Aug 2026
Snapshots recorded58
Snapshots in this window (31 days)31

Sample. The whole dataset, read on 31 Oct 2026.

Closed roles are kept, never deleted, so any past day can be rebuilt; the daily snapshots record each day as it was measured.

Source. AITraining.jobs Research, Data Quality and Coverage, October 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:

  • 11,482 roles tracked, each with its history

    Every role on 62 job boards, read since 13 Jul 2026 (every hour since 18 Oct 2026): its pay and place, and the first and last day it was open.

  • 58,632 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

    The same figures every week or month, as files.

  • A custom cut or benchmark

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

Building AI and need the experts behind this data? (you contract them yourself) or (we deliver the expert work).

Investing in AI-data companies? Hiring radar is these records role by role, every day, as files.

Method and definitions

The job-board feeds, the click and visit records, the daily snapshots and the platform pages of this site. 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.

Independent routes
The role facts counted in the app, the database queries behind the hiring and applicant reports, and the daily snapshots recorded at the time.
Published range
The pay range compiled from a platform's own pages and shown, with sources, on its page on this site.
Open role
A role listed by a given day and still in its platform's feed that day.
Window
Live: the last 28 complete days, in UTC. Edition: one calendar month, in UTC.

What this data cannot tell you

  • A check can only compare what both routes measure; a definition shared by both is not checked by their agreement.

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
  • October 2026 edition (this page)Freezes on first reading

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). Data Quality and Coverage, October 2026 edition. https://aitraining.jobs/research/data-quality-and-coverage/2026-10

BibTeX

@misc{aitrainingjobs_data_quality_and_coverage_2026_10,
  author = {{AITraining.jobs}},
  title = {Data Quality and Coverage, October 2026 edition},
  year = {2026},
  howpublished = {\url{https://aitraining.jobs/research/data-quality-and-coverage/2026-10}},
}
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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