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Research report ยท Live data

Robots and Equipment in Robot Training Work

Of 745 robot training roles open on 9 Oct 2026, 72.5% name a robot or vehicle, cars and robotaxis most often (39.1%).

Data window
12 Sep 2026 to 9 Oct 2026
28 days, UTC
Computed
10 Oct 2026, 21:13 UTC
Recomputed every day
Source
The public job boards of the robot training employers and programs this site tracks, read every day. Robots and vehicles are read from every title and from full descriptions; equipment from the full descriptions of the roles whose job board publishes one.
Method
Version 1. Definitions
CC BY 4.0, how to cite
Download all figures (CSV)JSON

Key findings

  1. 1

    Cars and robotaxis are named most often: 291 of 745 open roles (39.1%) in the title or the description, ahead of robots (unspecified) (190); 72.5% of roles name a robot or vehicle in the title.

    Figure 1
  2. 2

    Among robots and vehicles with at least 8 roles stating pay at 2 or more employers, trucks advertise the highest median ($35/hr) and robots (unspecified) the lowest ($26/hr).

    Figure 3
  3. 3

    Avride names a robot or vehicle in 95.3% of its 43 open roles, most often robots (unspecified).

    Figure 5
  4. 4

    27.5% of open roles name no robot or vehicle anywhere they are read.

    Figure 6

Figure 1

Robots and vehicles named in role titles

Which robots and vehicles do robot training job titles name?

Robot or vehicleOpen roles naming itShare of open roles
Cars and robotaxis
291
39.1%
Robots (unspecified)
190
25.5%
Drones and aircraft
41
5.5%
Trucks
39
5.2%
Humanoid robotsSmall sample
7
0.9%
Construction machinesSmall sample
3
0.4%
Vessels and boatsSmall sample
1
0.1%

Sample. 540 of the 745 roles open at the end of 9 Oct 2026 name a robot or vehicle in their title.

'Robots (unspecified)' counts titles that say robot, robotics or teleoperation without naming the kind of robot. 'Vehicle' alone counts as a car, its usual meaning in these titles.

The median needs 8 roles stating an hourly rate; rows under 10 roles are marked.

Source. RobotTraining.jobs Research, Robots and Equipment in Robot Training Work, live data.

CSV

Figure 2

Robots and vehicles named in role descriptions

Which robots and vehicles do the full job descriptions mention?

No data in this window.

Sample. 0 of the 745 roles open on 9 Oct 2026 have a full description read (0.0%).

A description can name a robot or vehicle it does not work on (an employer's product line, a past project): the figure counts mentions.

Many employers post one description per city, so a large employer's template weighs on the counts.

Source. RobotTraining.jobs Research, Robots and Equipment in Robot Training Work, live data.

CSV

Figure 3

Advertised pay by robot or vehicle

What does robot training work on each kind of robot or vehicle pay?

Robot or vehicleMedian per hourMiddle halfRoles stating payEmployers stating pay
Trucks
$35
$34 to $35225
Cars and robotaxis
$27
$26 to $2884
Robots (unspecified)
$26
$23 to $30309
Drones and aircraftSmall sample
n/a
n/a64
Humanoid robotsSmall sample
n/a
n/a71

Sample. Roles open on 9 Oct 2026 that name the robot or vehicle (title or description) and state an hourly rate.

A robot or vehicle counts when the title names it or, where the job board publishes a full description, when the description does. A role naming several counts for each.

Medians need 8 roles stating a rate; a median whose priced roles come from fewer than 2 employers is marked and not ranked: it describes that employer's listings, not the work.

Source. RobotTraining.jobs Research, Robots and Equipment in Robot Training Work, live data.

CSV

Figure 4

Control and capture equipment named in descriptions

Which equipment do robot training roles name: VR headsets, leader arms, head cameras, phones?

No data in this window.

Sample. 0 of the 745 roles open on 9 Oct 2026 have a full description read (0.0%).

Each piece of equipment is a published pattern over the description (EQUIPMENT in the method). A mention can be the main tool of the job or a line in a list of qualifications.

The number of employers says how widely a term is used: a count resting on one employer reads that employer's template.

Source. RobotTraining.jobs Research, Robots and Equipment in Robot Training Work, live data.

CSV

Figure 5

Robots and vehicles named by each employer's roles

Which employers hire for which robots and vehicles?

EmployerOpen rolesNaming oneCars and robotaxisRobots (unspecified)Drones and aircraftTrucksHumanoid robots
TSMG47477.4%56.3%20.0%3.4%2.1%0.0%
Avride4395.3%2.3%93.0%0.0%0.0%0.0%
micro12025.0%5.0%20.0%0.0%0.0%0.0%
Claru160.0%0.0%0.0%0.0%0.0%0.0%
Gatik1283.3%25.0%0.0%0.0%58.3%0.0%
Serve Robotics120.0%0.0%0.0%0.0%0.0%0.0%
Aurora Innovation1090.0%0.0%0.0%0.0%90.0%0.0%
WaymoSmall sample90.0%0.0%0.0%0.0%0.0%0.0%
Dyna RoboticsSmall sample875.0%0.0%75.0%0.0%0.0%0.0%
Figure AISmall sample8100.0%0.0%100.0%0.0%0.0%87.5%
WaabiSmall sample837.5%37.5%0.0%0.0%25.0%0.0%
ZiplineSmall sample875.0%0.0%0.0%75.0%0.0%0.0%
Anduril IndustriesSmall sample7100.0%0.0%0.0%100.0%0.0%0.0%
ISEESmall sample6100.0%100.0%0.0%0.0%0.0%0.0%
NuroSmall sample683.3%83.3%0.0%0.0%0.0%0.0%
SaronicSmall sample616.7%0.0%0.0%0.0%0.0%0.0%
Collaborative RoboticsSmall sample5100.0%0.0%100.0%0.0%0.0%0.0%
Genesis AISmall sample540.0%0.0%40.0%0.0%0.0%0.0%
Kodiak AISmall sample580.0%0.0%0.0%0.0%80.0%0.0%
Skild AISmall sample475.0%0.0%75.0%0.0%0.0%0.0%
WayveSmall sample475.0%75.0%0.0%0.0%0.0%0.0%
DexmateSmall sample366.7%0.0%66.7%0.0%0.0%0.0%
FS StudioSmall sample3100.0%0.0%100.0%0.0%0.0%0.0%
Nimble RoboticsSmall sample366.7%0.0%66.7%0.0%0.0%0.0%
PerleSmall sample30.0%0.0%0.0%0.0%0.0%0.0%
PykaSmall sample3100.0%0.0%0.0%100.0%0.0%0.0%
SereactSmall sample3100.0%0.0%100.0%0.0%0.0%0.0%
Shield AISmall sample3100.0%0.0%0.0%100.0%0.0%0.0%
Stack AVSmall sample3100.0%0.0%0.0%0.0%100.0%0.0%
Sunday RoboticsSmall sample333.3%0.0%33.3%0.0%0.0%0.0%
1X TechnologiesSmall sample250.0%0.0%50.0%0.0%0.0%0.0%
Bot AutoSmall sample2100.0%0.0%0.0%0.0%100.0%0.0%
Cota RoboticsSmall sample250.0%0.0%50.0%0.0%0.0%0.0%
HumanoidSmall sample20.0%0.0%0.0%0.0%0.0%0.0%
Keywords StudiosSmall sample2100.0%0.0%100.0%0.0%0.0%0.0%
May MobilitySmall sample2100.0%100.0%0.0%0.0%0.0%0.0%
MonumentalSmall sample2100.0%0.0%100.0%0.0%0.0%0.0%
NerosSmall sample250.0%0.0%0.0%50.0%0.0%0.0%
Rhoda AISmall sample2100.0%0.0%100.0%0.0%0.0%0.0%
RoboForceSmall sample2100.0%0.0%100.0%0.0%0.0%0.0%
Tutor IntelligenceSmall sample2100.0%0.0%100.0%0.0%0.0%0.0%
VaySmall sample250.0%0.0%0.0%0.0%50.0%0.0%
AdexisSmall sample1100.0%0.0%100.0%0.0%0.0%0.0%
Agility RoboticsSmall sample1100.0%0.0%100.0%0.0%0.0%0.0%
Allen Control SystemsSmall sample1100.0%0.0%0.0%100.0%0.0%0.0%
AppenSmall sample10.0%0.0%0.0%0.0%0.0%0.0%
DexorySmall sample10.0%0.0%0.0%0.0%0.0%0.0%
Generalist AISmall sample10.0%0.0%0.0%0.0%0.0%0.0%
Havoc AISmall sample10.0%0.0%0.0%0.0%0.0%0.0%
Maven RoboticsSmall sample10.0%0.0%0.0%0.0%0.0%0.0%
Mind RoboticsSmall sample1100.0%0.0%100.0%0.0%0.0%0.0%
MotionalSmall sample10.0%0.0%0.0%0.0%0.0%0.0%
Physical IntelligenceSmall sample1100.0%0.0%100.0%0.0%0.0%0.0%
ProntoSmall sample1100.0%0.0%0.0%0.0%0.0%0.0%
Reliable RoboticsSmall sample1100.0%0.0%0.0%100.0%0.0%0.0%
SamaSmall sample10.0%0.0%0.0%0.0%0.0%0.0%
SkydioSmall sample1100.0%0.0%0.0%100.0%0.0%0.0%
SkywaysSmall sample1100.0%0.0%0.0%100.0%0.0%0.0%
Torc RoboticsSmall sample1100.0%0.0%0.0%0.0%100.0%0.0%
WingSmall sample1100.0%0.0%0.0%100.0%0.0%0.0%

Sample. 745 roles open on 9 Oct 2026, by the employer that lists them. Columns: the share of the employer's roles naming each of the 5 robots and vehicles named most often.

A robot or vehicle counts when the title names it or, where the job board publishes a full description, when the description does. A role naming several counts for each.

Listings only: a count of open roles, not of hires or applications.

Source. RobotTraining.jobs Research, Robots and Equipment in Robot Training Work, live data.

CSV

Figure 6

Roles that name no robot or vehicle

How many roles say which robot or vehicle the work is on?

What the posting saysOpen rolesShare
The title names one540
72.5%
Only the description names oneSmall sample0
0.0%
The description names noneSmall sample0
0.0%
The title names none; no description read205
27.5%

Sample. 745 roles open on 9 Oct 2026; 0 of the 745 roles open on 9 Oct 2026 have a full description read (0.0%).

Capture and annotation roles often name what they record (household tasks, a warehouse) rather than a robot: they are in the last rows, and the egocentric capture report counts what they record.

Source. RobotTraining.jobs Research, Robots and Equipment in Robot Training Work, live data.

CSV

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Method and definitions

The public job boards of the robot training employers and programs this site tracks, read every day. Robots and vehicles are read from every title and from full descriptions; equipment from the full descriptions of the roles whose job board publishes one. 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.

Robot or vehicle named
A role names a robot or vehicle when its title does, or, where the job board publishes a full description, when its description does, matched as whole words with the documented vocabulary (MACHINES): humanoids; robot arms and manipulation; delivery, warehouse and service robots; robots unspecified; cars and robotaxis; trucks; drones and aircraft; vessels; construction machines. A role naming several counts for each.
Equipment named
Control equipment (VR headsets, leader-follower rigs and data gloves, joysticks and game controllers), capture equipment (motion capture, head-mounted cameras and smart glasses, action and 360-degree cameras, smartphones), sensors (LiDAR) and operations equipment (tablets, laptops, forklifts), each a published pattern over the description.
Pay by robot or vehicle
The median hourly rate advertised by the roles naming it. A median needs 8 roles stating a rate, and is ranked only when those roles come from at least 2 employers; a median resting on one employer is shown, marked, and not ranked.
Open role
A role listed by a given day and still in its employer's feed that day.
Kind of work
Each role is classified from its title and description into one of the seven kinds of robot training work this site tracks, from robot teleoperation and demonstration collection to egocentric capture, embodied-AI annotation, robot evaluation, fleet operations and AV and drone operation. Every kind links to its own page.
Window
Live: the last 28 complete days, in UTC. Edition: one calendar month, in UTC.

What this data cannot tell you

  • Employers that recruit without a public job board are not counted, and some data-collection programs enrol people through an app rather than a job listing.
  • A listing is not a hire. Some employers keep evergreen roles open for months, and some post one listing per city or country.
  • Many employers post one description per city, so a large employer's template weighs on every share read from descriptions.
  • A description can name a robot, vehicle or piece of equipment the job does not use (a product line, a past project, a list of preferences): the figures count mentions.
  • A pattern can miss a term written in an unusual way; nothing is inferred beyond what the text says.

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

RobotTraining.jobs (2026). Robots and Equipment in Robot Training Work (live data, 12 Sep 2026 to 9 Oct 2026). https://robottraining.jobs/research/robots-and-equipment-in-robot-training (accessed 10 Oct 2026)

BibTeX

@misc{robottrainingjobs_robots_and_equipment_in_robot_training_live,
  author = {{RobotTraining.jobs}},
  title = {Robots and Equipment in Robot Training Work (live data, 12 Sep 2026 to 9 Oct 2026)},
  year = {2026},
  howpublished = {\url{https://robottraining.jobs/research/robots-and-equipment-in-robot-training}},
  note = {Accessed 10 Oct 2026},
}

Data: all figures as CSV (one line per value) or JSON. Every figure also downloads on its own. More open data: datasets and API.

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