What the data shows
- 1
2.7% of the 1,150 robot training roles with a full description require a college degree with no alternative; 10.0% ask for a high school diploma as their highest education, and 84.5% state no education requirement.
- 2
53.5% require a licence or certificate: 568 roles a driver's license, 44 a CDL, 49 an FAA Part 107 drone certificate and 3 a pilot license.
- 3
14.8% of roles state a minimum age; of those 170, 95.3% set it at 21 or older, the usual floor for driving roles.
- 4
24.0% of roles state a weight to lift or carry, with a median of 50 lbs.
- 5
12.9% of roles set a minimum number of years of experience; among them the median is 3 years, and 8.8% want 5 years or more.
- 6
Among roles that give weekly hours (8.6%), the median is 40 hours a week and 70.7% expect 40 or more.
- 7
17.7% of roles require a background check or screening, 16.4% mention a drug test and 27.6% a driving record check.
- 8
The working condition mentioned most often is night, weekend or rotating shifts (40.8% of roles), mostly in AV & Drone Operators work.
- 9
The tools and skills named most often are spreadsheets and office software (140 roles at 19 employers), linux or the command line (98 roles at 24 employers) and gaming or game controllers (82 roles at 14 employers).
Figure 1
Education required, by kind of work
How many robot training roles require a college degree, and how many a high school diploma?
| Kind of work | A degree, no alternative | A degree or experience | High school diploma | ||
|---|---|---|---|---|---|
| All roles read | 2.7% | 2.8% | 10.0% | 84.5% | 1,150 |
| AV & Drone Operators | 5.1% | 0.7% | 7.7% | 86.4% | 544 |
| Robot Teleoperation | 1.2% | 1.2% | 2.4% | 95.1% | 82 |
| Robot Fleet Operations | 0.8% | 8.0% | 29.5% | 61.6% | 237 |
| Data & Demonstration Collection | 0.0% | 1.6% | 0.0% | 98.4% | 127 |
| Egocentric & Wearable Capture | 0.0% | 0.0% | 0.0% | 100.0% | 134 |
| Embodied-AI Data Annotation | 0.0% | 5.9% | 5.9% | 88.2% | 17 |
| Robot Task Evaluation & QA | 0.0% | 55.6% | 0.0% | 44.4% | 9 |
Base: 1,150 roles live on 31 Oct 2026 that have a full description on their job board (100 employers and programs), together 100.0% of every open role.
Each role counts once, at the highest education its description requires. A degree offered with an alternative ('or equivalent experience') counts as 'a degree or experience', never as a degree requirement; a degree named only as a preference counts as none.
A row with under 5.3 described roles carries a small-sample mark and is left unranked: under that count, the average across all rows says more than the row's own described roles do (a weight fitted on the counts themselves).
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 2
Licences and certificates required
How many roles require a driver's license, a CDL, a drone pilot certificate or a pilot license?
| Licence or certificate | Roles requiring it | Share of roles read | ||
|---|---|---|---|---|
| A driver's license or clean driving record | 568 | 49.4% | AV & Drone Operators | 42 |
| A commercial driver's license (CDL) | 44 | 3.8% | AV & Drone Operators | 9 |
| An FAA Part 107 remote pilot certificate | 49 | 4.3% | AV & Drone Operators | 16 |
| A pilot license (private, commercial or ATP) | 3 | 0.3% | AV & Drone Operators | 3 |
Base: 1,150 roles live on 31 Oct 2026 that have a full description on their job board (100 employers and programs), together 100.0% of every open role.
Read as requirements only: a licence named as a preference does not count. A CDL requirement is counted on its own line and not again as a driver's license.
Part 107 is the FAA's remote pilot certificate for flying drones commercially in the United States (a knowledge test); a pilot license (private, commercial, ATP) takes logged flight hours.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 3
Minimum age and lifting limits stated
How old must applicants be, and how much must they be able to lift?
| Requirement | Roles | Share of the roles stating it |
|---|---|---|
| Minimum age 18 | 8 | 4.7% |
| Minimum age 19 or 20 | 0 | 0.0% |
| Minimum age 21 | 158 | 92.9% |
| Minimum age 22 or older | 4 | 2.4% |
| Lift Under 30 lbs | 10 | 3.6% |
| Lift 30 to 49 lbs | 120 | 43.5% |
| Lift 50 to 74 lbs | 141 | 51.1% |
| Lift 75 lbs or more | 5 | 1.8% |
Base: 170 of the 1,150 roles read state a minimum age (14.8%) and 276 a weight to lift or carry (24.0%).
The minimum age is the one the description states (18 to 25); the lifting limit is the heaviest load in pounds the description says an applicant must lift or carry. Age shares are of the roles stating an age, lifting shares of the roles stating a weight.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 4
Years of experience required
How much work experience do robot training roles ask for?
| Experience required | Roles | Share of roles stating years |
|---|---|---|
| 1 to 2 years | 37 | 25.0% |
| 3 to 4 years | 98 | 66.2% |
| 5 to 9 years | 13 | 8.8% |
| 10 years or more | 0 | 0.0% |
Base: 148 of the 1,150 roles read require a number of years of work experience (12.9%); 176 require years of licensed driving (median 3 years).
The most years any of the posting's requirements names counts, because requirements usually apply together. Years of licensed driving ('3 years of driving experience') are a condition of the licence and are kept apart from work experience.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 5
Weekly hours stated
What weekly hours do robot training postings ask for?
| Hours stated | Roles | Share of roles stating hours |
|---|---|---|
| Under 10 hours a week | 1 | 1.0% |
| 10 to 19 hours | 27 | 27.3% |
| 20 to 29 hours | 1 | 1.0% |
| 30 to 39 hours | 0 | 0.0% |
| 40 hours or more | 70 | 70.7% |
Base: Weekly hours are given in 99 of the 1,150 roles read (8.6%).
When hours come as a range, the low end is used ('32 to 40 hours a week' counts as 32), since that is the minimum commitment the role expects.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 6
Checks and selection steps
What checks and tests stand between an applicant and the job?
| Step | Roles | Share of roles read |
|---|---|---|
| A background check or screening (required) | 204 | 17.7% |
| A drug test or screening | 189 | 16.4% |
| A driving record (MVR) check | 317 | 27.6% |
| A road test or driving assessment | 20 | 1.7% |
| A skills test, assessment or trial task | 30 | 2.6% |
| An interview | 118 | 10.3% |
Base: 1,150 roles live on 31 Oct 2026 that have a full description on their job board (100 employers and programs), together 100.0% of every open role.
A background check counts when the description requires one (job-requirements reader); the other steps count wherever the description mentions them.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 7
Working conditions mentioned
What is the work like: shifts, outdoors, on your feet, repetitive?
| Condition | Roles mentioning it | Share of roles read | |
|---|---|---|---|
| Night, weekend or rotating shifts | 469 | 40.8% | AV & Drone Operators |
| Outdoor work or weather conditions | 271 | 23.6% | AV & Drone Operators |
| Standing or walking for long periods | 222 | 19.3% | AV & Drone Operators |
| Repetitive tasks or motions | 107 | 9.3% | Data & Demonstration Collection |
| Travel | 100 | 8.7% | AV & Drone Operators |
| Protective equipment (PPE, safety boots) | 37 | 3.2% | Robot Fleet Operations |
Base: 1,150 roles live on 31 Oct 2026 that have a full description on their job board (100 employers and programs), together 100.0% of every open role.
A mention can describe the job or a schedule option; it counts wherever the description says it.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 8
Terms of work mentioned
Are robot training roles full-time jobs with benefits, part-time, contract or at home?
| Term | Roles mentioning it | Share of roles read |
|---|---|---|
| Full-time | 127 | 11.0% |
| Part-time | 28 | 2.4% |
| Employee benefits or W-2 | 188 | 16.3% |
| Contractor or freelance terms | 89 | 7.7% |
| Remote or at-home work | 292 | 25.4% |
Base: 1,150 roles live on 31 Oct 2026 that have a full description on their job board (100 employers and programs), together 100.0% of every open role.
'Remote' counts any mention of remote or at-home work, including remote operation of a robot; the on-site work report reads where each role is done from its location and workplace fields.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 9
Tools and technical skills named
Which tools and skills do robot training roles name?
| Tool or skill | Roles naming it | Share of roles read | |
|---|---|---|---|
| Spreadsheets and office software | 140 | 12.2% | 19 |
| Linux or the command line | 98 | 8.5% | 24 |
| Gaming or game controllers | 82 | 7.1% | 14 |
| Hand and power tools | 79 | 6.9% | 12 |
| Jira or ticketing tools | 51 | 4.4% | 15 |
| VR headsets | 41 | 3.6% | 14 |
| Python | 14 | 1.2% | 12 |
| ROS (Robot Operating System) | 5 | 0.4% | 4 |
Base: 1,150 roles live on 31 Oct 2026 that have a full description on their job board (100 employers and programs), together 100.0% of every open role.
Gaming counts because teleoperation postings often ask for experience with game controllers or video games; a tool can be named as a requirement or a plus.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
Figure 10
Requirements by employer
How do employers differ in what they require?
| Employer | Licence required | Degree required | Minimum age stated | |||
|---|---|---|---|---|---|---|
| TSMG | 52.5% | 0.0% | 24.3% | 18.5% | 1.4% | 503 |
| Tesla | 64.7% | 0.0% | 0.0% | 8.8% | 61.2% | 170 |
| Amazon Prime Air | 100.0% | 0.0% | 0.0% | 100.0% | 0.0% | 59 |
| Alignerr | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 41 |
| HireArt | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 25 |
| Transdev | 100.0% | 88.0% | 100.0% | 100.0% | 100.0% | 25 |
| Claru | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 16 |
| Serve Robotics | 81.3% | 0.0% | 0.0% | 87.5% | 0.0% | 16 |
| Avride | 66.7% | 0.0% | 0.0% | 73.3% | 13.3% | 15 |
| Gatik | 100.0% | 0.0% | 0.0% | 0.0% | 100.0% | 11 |
| Symbotic | 0.0% | 0.0% | 0.0% | 100.0% | 0.0% | 11 |
| DoorDash Labs | 80.0% | 0.0% | 0.0% | 0.0% | 0.0% | 10 |
| Figure AI | 30.0% | 0.0% | 0.0% | 10.0% | 0.0% | 10 |
| Anduril Industries | 88.9% | 0.0% | 0.0% | 0.0% | 0.0% | 9 |
| Aurora Innovation | 100.0% | 0.0% | 88.9% | 0.0% | 88.9% | 9 |
| Dyna Robotics | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 9 |
| Moove | 100.0% | 0.0% | 0.0% | 55.6% | 66.7% | 9 |
| Zipline | 75.0% | 0.0% | 0.0% | 62.5% | 12.5% | 8 |
| Robot.com (Kiwibot) | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 7 |
| Nuro | 85.7% | 0.0% | 0.0% | 85.7% | 85.7% | 7 |
| Genesis AI | 0.0% | 0.0% | 0.0% | 16.7% | 0.0% | 6 |
| ISEE | 100.0% | 0.0% | 100.0% | 0.0% | 100.0% | 6 |
| Kodiak AI | 83.3% | 0.0% | 0.0% | 0.0% | 83.3% | 6 |
| Latitude AI | 83.3% | 0.0% | 0.0% | 0.0% | 83.3% | 6 |
| micro1 | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 6 |
| Waabi | 66.7% | 0.0% | 0.0% | 0.0% | 66.7% | 6 |
| Collaborative Robotics | 0.0% | 0.0% | 80.0% | 0.0% | 0.0% | 5 |
| Saronic | 100.0% | 100.0% | 0.0% | 100.0% | 0.0% | 5 |
| Scout AI | 20.0% | 20.0% | 0.0% | 20.0% | 0.0% | 5 |
| Waymo | 40.0% | 0.0% | 0.0% | 0.0% | 0.0% | 5 |
| Arctic Engines | 25.0% | 0.0% | 0.0% | 0.0% | 0.0% | 4 |
| Coco Robotics | 25.0% | 0.0% | 0.0% | 100.0% | 0.0% | 4 |
| Monumental | 75.0% | 0.0% | 0.0% | 0.0% | 0.0% | 4 |
| Shield AI | 50.0% | 0.0% | 0.0% | 0.0% | 0.0% | 4 |
| Skild AI | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 4 |
| Wayve | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 4 |
| AeroVect | 100.0% | 0.0% | 0.0% | 33.3% | 100.0% | 3 |
| FS Studio | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 3 |
| Nimble Robotics | 0.0% | 0.0% | 0.0% | 66.7% | 0.0% | 3 |
| Perle | 0.0% | 0.0% | 100.0% | 0.0% | 0.0% | 3 |
| Skyports Drone Services | 33.3% | 0.0% | 0.0% | 0.0% | 0.0% | 3 |
| Torc Robotics | 66.7% | 33.3% | 0.0% | 0.0% | 0.0% | 3 |
| Welo Data | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 3 |
| 1X Technologies | 50.0% | 0.0% | 0.0% | 50.0% | 0.0% | 2 |
| Applied Intuition | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Beep | 100.0% | 0.0% | 0.0% | 100.0% | 100.0% | 2 |
| Bot Auto | 100.0% | 0.0% | 0.0% | 0.0% | 100.0% | 2 |
| Cota Robotics | 0.0% | 50.0% | 0.0% | 0.0% | 0.0% | 2 |
| Dexmate | 0.0% | 0.0% | 0.0% | 50.0% | 0.0% | 2 |
| Dexory | 50.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Gecko Robotics | 0.0% | 0.0% | 0.0% | 50.0% | 100.0% | 2 |
| Havoc AI | 50.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Humanoid | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Instawork | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Keywords Studios | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Motional | 100.0% | 0.0% | 0.0% | 50.0% | 50.0% | 2 |
| Neros | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Performance Drone Works | 100.0% | 0.0% | 0.0% | 100.0% | 0.0% | 2 |
| PlusAI | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Rhoda AI | 0.0% | 0.0% | 0.0% | 100.0% | 0.0% | 2 |
| RoboForce | 0.0% | 0.0% | 0.0% | 100.0% | 0.0% | 2 |
| Sereact | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Stack AV | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| Sunday Robotics | 0.0% | 0.0% | 0.0% | 0.0% | 100.0% | 2 |
| Tutor Intelligence | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 2 |
| 120ft | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Adexis | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Aerospace engineering firm | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Allen Control Systems | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Ambi Robotics | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Appen | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| CHAOS Industries | 100.0% | 0.0% | 0.0% | 100.0% | 0.0% | 1 |
| Droyd | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Enact Intelligence | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Flexdrive (Lyft) | 100.0% | 0.0% | 0.0% | 100.0% | 0.0% | 1 |
| Foundation Robotics | 0.0% | 100.0% | 0.0% | 0.0% | 0.0% | 1 |
| Generalist AI | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Innodata | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Manna | 0.0% | 0.0% | 0.0% | 100.0% | 0.0% | 1 |
| Matternet | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Maven Robotics | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| May Mobility | 100.0% | 0.0% | 0.0% | 100.0% | 0.0% | 1 |
| Mind Robotics | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Mindy Support | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Nidus | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Physical Intelligence | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Pickle Robot | 0.0% | 0.0% | 0.0% | 100.0% | 0.0% | 1 |
| Pronto | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Pyka | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Reliable Robotics | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Rugged Robotics | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Saildrone | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Sama | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 1 |
| Skyways | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Starship Technologies | 100.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Telexistence | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| TELUS Digital AI Community | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | 1 |
| Vay | 0.0% | 0.0% | 0.0% | 0.0% | 100.0% | 1 |
| Wing | 100.0% | 0.0% | 0.0% | 0.0% | 100.0% | 1 |
| Workstream | 0.0% | 0.0% | 100.0% | 0.0% | 0.0% | 1 |
Base: 1,150 roles live on 31 Oct 2026 that have a full description on their job board (100 employers and programs), together 100.0% of every open role.
None of the rows with roles read carries a small-sample mark: they vary so widely that each one stands on its own from the first.
Many employers post one description per city, so a large employer's template weighs on the shares of all roles read.
Credit: RobotTraining.jobs Research, Requirements in Robot Training Job Postings, October 2026 edition.
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Every role on 100 employer job boards, read each day since 12 Sep 2026: its pay, its place, and the first and last day it was up.
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Every robot training role we track: title, employer, place, kind of work, pay as stated, and the days it was first and last open.
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How it was measured
Every day this site reads the public job boards of the robot training employers and programs it follows. Where a feed includes the full description, that text is read too. A single database query produces each figure for the window shown, and the live page and every monthly edition run that identical query. The note under each figure gives its base.
- Required
- Education, licences, a minimum age, a lifting limit, years of experience, a background check and training provided are read with lib/job-requirements.ts, the reader behind this site's job pages: clause by clause, ignoring anything named as a preference ('a CDL is a plus') or listed under a preferred-qualifications heading.
- Mention
- Weekly hours, drug tests, driving-record checks, road tests, assessments, interviews, working conditions, terms and tools count when the description contains one of the documented patterns for them (whole words, case-insensitive), wherever it says it.
- Highest education
- Each role counts once, at the highest education it requires: a degree with no alternative, a degree or equivalent experience, a high school diploma, current enrolment, or none.
- Years and hours
- The most years of work experience any requirement names (licensed driving years are counted apart), and the lower figure of a stated weekly range ('32 to 40 hours a week' is 32).
- Coverage
- Only roles with a full description on their job board are included, and each figure gives that count.
- Open role
- On a given day, a role that has been posted and still shows in the employer's feed.
- Kind of work
- A role's title and description place it in one of the seven kinds of robot training work this site follows, ranging from robot teleoperation and demonstration collection through egocentric capture, embodied-AI annotation, robot evaluation and fleet operations to AV and drone operation. Each kind has a page of its own.
- Window
- Live page: the 28 most recent full days (UTC). Edition: a single calendar month (UTC).
Limits of this data
- Hiring that happens off public job boards is invisible here, and some data-collection programs sign people up inside an app instead of posting a job.
- A posting does not equal a hire. Certain employers leave evergreen roles up for months, and others post the same role once per city or country.
- Large employers often reuse one description per city, so their template carries extra weight in any share drawn from descriptions.
- Oddly worded requirements can slip past the patterns. Nothing beyond the written text is assumed, so a requirement that is not mentioned counts as unknown rather than absent.
Collection and classification of listings are explained on the methodology page. Freshness, completeness and consistency are tested daily in the data quality report.
Monthly editions
The live page spans the 28 most recent full days and updates daily. Every finished month also gets its own edition, locked two days after month end, so a number quoted from it stays fixed.
- Live page28 most recent full days, rebuilt daily
- October 2026 edition (you are here)Will lock when the next daily refresh runs
Quoting this report
You may quote, chart or republish these figures under CC BY 4.0, provided you link back to this page. This edition is locked: its numbers will not change.
Citation
RobotTraining.jobs (2026). Requirements in Robot Training Job Postings, October 2026 edition. https://robottraining.jobs/research/what-robot-training-roles-require/2026-10
BibTeX
@misc{robottrainingjobs_what_robot_training_roles_require_2026_10,
author = {{RobotTraining.jobs}},
title = {Requirements in Robot Training Job Postings, October 2026 edition},
year = {2026},
howpublished = {\url{https://robottraining.jobs/research/what-robot-training-roles-require/2026-10}},
}Keep reading
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