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Research · October 2026 edition

Pay in Robot Data and Operator Work: What Reporting Has Found

14 news reports and investigations have documented the pay and conditions of people who collect robot training data or teleoperate robots, quoting hourly pay in Chinese yuan, US dollars and Indian rupees; the Chinese yuan figures run from 17 yuan to 75 yuan an hour. Robot training roles listed on RobotTraining.jobs right now carry a median advertised rate of $27 an hour.

Read the month's story: Robot Training Jobs in October 2026: The Month in Data

Not final yet. The month has ended, yet stragglers in the data may still land up to 3 Nov 2026; after that the edition is locked permanently.

Covers
1 Jan 2026 to 28 Oct 2026
Dated by when each event occurred
Calculated
1 Nov 2026, 06:05 UTC
Settles when locked
Where it comes from
Each report, investigation or study, linked next to its figure, with current advertised rates taken from the job boards this site reads daily.
Method
Revision 1. Terms defined
CC BY 4.0, citing this report

Each figure here comes as CSV and JSON files, emailed to your work address.

What the data shows

  1. 1

    The 7 hourly figures reported in Chinese yuan run from 17 yuan (Inside the embodied-data supply chain, 2026) to 75 yuan an hour (Inside the embodied-data supply chain, 2026).

    Figure 2
  2. 2

    The 6 hourly figures reported in US dollars run from $2.6 (These workers help train robots who could one day steal their jobs, 2026) to $15 an hour (The gig workers who are training humanoid robots at home, 2026).

    Figure 2
  3. 3

    The 2 hourly figures reported in Indian rupees run from 150 rupees (In India, workers supplement their income by filming daily tasks to help train AI robotics, 2026) to 250 rupees an hour (The Indian workers training AI robots to take their jobs, 2026).

    Figure 2
  4. 4

    The 349 robot training roles open on RobotTraining.jobs on 31 Oct 2026 that state an hourly rate advertise a median of $27; that is an offer in US dollars, not a reported earning, and it does not compare directly with the figures above.

    Figure 2
  5. 5

    6 figures concern how much of a collection shift counts as usable or paid time; for example, Beijing's First Robot Data Factory Went Quiet After 17 Months (2026) reports usable data hours per eight-hour shift: roughly one hour of usable data per full eight-hour shift.

    Figure 1
  6. 6

    Embodied AI's data hunger: data collectors, factories and labour agencies (2026): trial-training pay forfeited (unpaid) if the trainee quits, 200 yuan a day, but nothing is paid if the trainee leaves during the three-day training.

    Figure 1
  7. 7

    China is training a robot future, one folded shirt at a time (2026) gives planned workforce size (external workers) as 500,000 external workers.

    Figure 3
  8. 8

    14 news reports and investigations from 2026 are recorded, with 52 figures.

    Figure 1

Figure 1

What the reporting found

What pay, hours and working conditions have been documented for the people who collect robot training data and teleoperate robots?

ReportYearMeasureFigure, as published
Beijing's First Robot Data Factory Went Quiet After 17 MonthsChina AI Dispatch2026Human data collectors at a mid-sized robot data plant in China, per 36Kr's costingdaily pay (data plant collectors)200 yuan a day
Beijing's First Robot Data Factory Went Quiet After 17 MonthsChina AI Dispatch2026Collectors wearing teleoperation rigs at a robot data plant in China, per an operator interviewed by 36Krusable data hours per eight-hour shiftroughly one hour of usable data per full eight-hour shift
Beijing's First Robot Data Factory Went Quiet After 17 MonthsChina AI Dispatch2026Crowdsourced bodyless (egocentric and handheld-gripper) data collectors paid by one Chinese companyhourly crowdsourced rate35 yuan an hour, down from 45 yuan an hour
China ‘robot trainers’ fold clothes, wash dishes 200 times a day for up to US$900 a monthThe Star (South China Morning Post)2026Trainers at robot training centres in China, as reported by the outletmonthly pay at robot training centres4,000 to 6,000 yuan (US$600 to US$900) a month, as reported
China ‘robot trainers’ fold clothes, wash dishes 200 times a day for up to US$900 a monthThe Star (South China Morning Post)2026A 22-year-old student from Shanxi province who took a robot-training data job during his summer break (one worker profiled)pay per shift120 yuan (US$18) for a day shift and 135 yuan for a night shift
China ‘robot trainers’ fold clothes, wash dishes 200 times a day for up to US$900 a monthThe Star (South China Morning Post)2026A home data collector in Jiangsu province working about six hours a day (one worker profiled)monthly earningsaround 4,000 yuan a month
China is training a robot future, one folded shirt at a timeRest of World2026A home data collector in Shandong province, China, filming herself doing household chores for robot training (one worker profiled)hourly pay20 yuan ($3) per hour
China is training a robot future, one folded shirt at a timeRest of World2026A home data collector in Shandong province, China, filming herself doing household chores for robot training (one worker profiled)daily hours filming choressix hours a day
China is training a robot future, one folded shirt at a timeRest of World2026JD.com's planned robot-training data collection programme in Suqian, China (company plan)planned workforce size (external workers)500,000 external workers
China is training a robot future, one folded shirt at a timeRest of World2026JD.com's planned robot-training data collection programme in Suqian, China (company plan)planned workforce size (JD.com employees)100,000 employees
In Chinese data factories, workers teach humanoid robots boring tasksRest of World2026Robot trainers in China generating movement data by teleoperating humanoidsworkforce size (robot trainers in China)hundreds of robot trainers across China
In Chinese data factories, workers teach humanoid robots boring tasksRest of World2026State-owned robot data collection centres in China, counted by Interact Analysisstate-owned robot data collection centres announcedmore than 40 announced by December, about two dozen in operation
In Chinese data factories, workers teach humanoid robots boring tasksRest of World2026A robot trainer at a Shanghai robotics startup, teleoperating a humanoid with a VR headset and arm exoskeletons (one worker profiled)repetitions of one movement per dayhundreds of times a day
In India, workers supplement their income by filming daily tasks to help train AI roboticsBusiness Today2026A waste sorter in New Delhi, India, wearing a head camera while she works (one worker profiled by Bloomberg)hourly pay for wearing a camera at workanother ₹150 per hour, on top of about ₹20,000 a month from sorting plastic
Startups are hiring low-paid gig workers to train robots on manual labourThe Globe and Mail2026A home recorder (identified by a pseudonym) paid by Atlas Capture to film household tasks, paid in a dollar-pegged cryptocurrency (one worker profiled)hourly payUS$50 for 17 hours of video, about US$2.94 per hour
Startups are hiring low-paid gig workers to train robots on manual labourThe Globe and Mail2026A 35-year-old Atlas Capture recorder in the Philippines whose rejected footage is unpaid (one worker profiled)effective hourly pay on approved footageUS$203 for around 71 hours of approved footage, US$2.86 an hour
Startups are hiring low-paid gig workers to train robots on manual labourThe Globe and Mail2026A 29-year-old recorder in Bali who worked four months in a supervised villa for Atlas Capture, filming chores for up to eight hours a day (one worker profiled)hourly payUS$4.50 an hour
The gig workers who are training humanoid robots at homeMIT Technology Review2026A micro1 at-home data recorder in Nigeria filming chores for robotics companies (one worker profiled)hourly pay$15 an hour
The gig workers who are training humanoid robots at homeMIT Technology Review2026micro1's contract data recorders worldwideworkforce size (micro1 contract recorders)thousands of contract workers in more than 50 countries
The gig workers who are training humanoid robots at homeMIT Technology Review2026A micro1 at-home data recorder in Delhi, India (one worker profiled)time spent producing one 15-minute videoan hour to make a 15-minute video
The Indian workers training AI robots to take their jobsKhaleej Times2026A home egocentric video recorder in Chennai, India, filming household chores for Objectways (one worker profiled)hourly pay250 rupees an hour (just over two dollars for an hour of video)
The Indian workers training AI robots to take their jobsKhaleej Times2026A studio data recorder at Objectways in Tamil Nadu, India, filming herself folding towels (one worker profiled)videos recorded per dayaround 90 videos a day, each about four minutes
The Indian workers training AI robots to take their jobsKhaleej Times2026Contributors of Qanat Consulting Services, an Objectways subcontractor in Andhra Pradesh, India, recording tasks for robot dataworkforce size (one subcontractor's contributors)2,000 contributors
The Indian workers training AI robots to take their jobsKhaleej Times2026AI system trainers in India, including egocentric video recorders for robot trainingworkforce size (AI system trainers in India)a growing army of thousands
These workers help train robots who could one day steal their jobsNPR2026A home recorder in Karur, India, filming her housework for Objectways (one worker profiled)hourly payabout $2.60 an hour
These workers help train robots who could one day steal their jobsNPR2026A home recorder in Karur, India, filming her housework for Objectways (one worker profiled)monthly earningsaround $120 a month
These workers help train robots who could one day steal their jobsNPR2026A textile factory worker in Karur, India, recording her own packing work with a head-mounted GoPro (one worker profiled)hourly pay for recording her own workabout $2.60 an hour
具身智能的数据饥渴:数采员、工厂与劳务中介的“数据基建”运动 (Embodied AI's data hunger: data collectors, factories and labour agencies)woshipm.com2026A robot data collector in Beijing who has teleoperated robots and worn capture rigs since 2024 (one worker profiled)daily base pay200 yuan a day base; 80 yuan more for two hours of overtime; over 300 yuan with transport allowance; 100 yuan more on night shifts
具身智能的数据饥渴:数采员、工厂与劳务中介的“数据基建”运动 (Embodied AI's data hunger: data collectors, factories and labour agencies)woshipm.com2026Trainee robot data collectors recruited by labour agencies in Beijingtrial-training pay forfeited (unpaid) if the trainee quits200 yuan a day, but nothing is paid if the trainee leaves during the three-day training
具身智能的数据饥渴:数采员、工厂与劳务中介的“数据基建”运动 (Embodied AI's data hunger: data collectors, factories and labour agencies)woshipm.com2026Factory workers in China paid by a data vendor to wear capture devices while workinghourly subsidy paid to factory workers wearing capture devices10 to 40 yuan an hour, depending on the setting
具身智能的数据饥渴:数采员、工厂与劳务中介的“数据基建”运动 (Embodied AI's data hunger: data collectors, factories and labour agencies)woshipm.com2026A home robot data collection job advertised in Chinaminimum weekly filming hours required (home collection)more than 20 hours a week, for a claimed 100 yuan a day
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026Robot data collector job postings on Chinese social platformsdaily pay advertised240 yuan a day
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026A home data collector in Suzhou, China, wearing a five-camera capture rig (one worker profiled)daily pay250 yuan a day
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026A home data collector in Suzhou, China, wearing a five-camera capture rig (one worker profiled)daily hours on the clock (new recruits)8 a.m. to 8 p.m., of which only about 6 hours can be filmed
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026A home data collector in Suzhou, China, wearing a five-camera capture rig (one worker profiled)time to put on the capture righalf an hour each time (minutes)
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026Video quality-control reviewers at a Chinese robot data collection companymonthly pay (robot data QC reviewers)over 10,000 yuan a month
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026Technical or on-site robot data collection job postings on Liepin and similar Chinese platformsmonthly pay advertised (technical or on-site data collection roles)8,000 to 15,000 yuan a month; over 20,000 yuan for senior or managerial roles
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026A real-robot teleoperator at a large internet company's data collection centre in China (one worker profiled)daily pay (teleoperator, night shift)370 yuan a day
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026Home data collectors in China, against the price their data sells forhourly pay vs data sale price30 yuan an hour paid to collectors; resold to robot companies at 300 to 500 yuan an hour
揭秘具身数据产业链:一家数据公司的独角兽之路 (Inside the embodied-data supply chain)36Kr2026Home robot data collectors in China, as estimated from media reportseffective hourly pay vs advertised (home collectors)about 17 yuan an hour effective, against 30 yuan an hour advertised; 3,000 to 4,000 yuan a month
揭秘具身数据产业链:一家数据公司的独角兽之路 (Inside the embodied-data supply chain)36Kr2026Real-robot teleoperators in China wearing force-feedback gloves, as estimated from media reportshourly pay (robot teleoperators)over 300 yuan a day, over 75 yuan an hour
日薪120元,全民数采,谁在训练下一个机器人保姆? (120 yuan a day: who is training the next robot nanny?)36Kr2026A crowdsourced home data collector in Hebei, China, filming chores with a head-mounted phone and handheld grippers (one worker profiled)hourly pay offered for home data collection30 yuan an hour
日薪120元,全民数采,谁在训练下一个机器人保姆? (120 yuan a day: who is training the next robot nanny?)36Kr2026A crowdsourced home data collector in Hebei, China (one worker profiled)daily earningsabout 120 yuan a day, from at least 8 hours of filming of which under half counted as effective
日薪120元,全民数采,谁在训练下一个机器人保姆? (120 yuan a day: who is training the next robot nanny?)36Kr2026Robot data collection job postings in Chinese part-time work groups, March 2026daily pay advertised (teleoperating robots at a collection site)180 to 250 yuan a day
日薪120元,全民数采,谁在训练下一个机器人保姆? (120 yuan a day: who is training the next robot nanny?)36Kr2026Robot data collection job postings in Chinese part-time work groups, March 2026daily pay advertised (home collection with wearables)120 yuan a day plus performance pay
日薪120元,全民数采,谁在训练下一个机器人保姆? (120 yuan a day: who is training the next robot nanny?)36Kr2026Crowdsourced robot data collectors in China, paid per effective (accepted) hourcrowdsourced pay per effective hour20 to 22 yuan an hour, down from 50 yuan an hour in early March 2026
日薪120元,全民数采,谁在训练下一个机器人保姆? (120 yuan a day: who is training the next robot nanny?)36Kr2026Crowdsourced robot data collectors in China, paid per effective (accepted) hourminimum daily collection hours requiredat least 9 hours a day, up from at least 8 hours in early March 2026
日薪120元,全民数采,谁在训练下一个机器人保姆? (120 yuan a day: who is training the next robot nanny?)36Kr2026Robot data collectors in China, by the collectors' own accounteffective (paid) hours per 8-hour filming dayoften under 2 hours; at most about 100 yuan for a day of collection
日薪120元,我给机器人当「老师」 (120 yuan a day, I am a robot's teacher)Sina Finance2026A part-time robot data collector in Shanxi, China, wearing a VR headset and grippers (one worker profiled)daily pay (8-hour shift, six days a week)120 yuan (day shift), 135 yuan (night shift)
日薪120元,我给机器人当「老师」 (120 yuan a day, I am a robot's teacher)Sina Finance2026A part-time robot data collector in Shanxi, China, wearing a VR headset and grippers (one worker profiled)minimum effective hours per 8-hour shiftat least 3 hours, at 85% accuracy
日薪120元,我给机器人当「老师」 (120 yuan a day, I am a robot's teacher)Sina Finance2026A home egocentric data collector in China filming chores with a head-mounted camera (one worker profiled)hourly pay (simple home tasks)about 20 yuan an hour; 12 yuan an hour for the most basic tasks on data collection apps
日薪120元,我给机器人当「老师」 (120 yuan a day, I am a robot's teacher)Sina Finance2026A home robot data collector in China (one worker profiled)monthly earningsabout 5,000 yuan a month

Base: 52 figures from 14 news reports and investigations, each linked to where it was published.

Every figure is quoted as its source gives it, for the group, place and year it describes, with no conversion between currencies and no adjustment for inflation.

All of these come from journalism: most describe one worker, one employer or one batch of postings, not a representative sample.

Credit: compiled by RobotTraining.jobs Research, Pay in Robot Data and Operator Work: What Reporting Has Found, October 2026 edition.

Figure 2

Hourly pay figures, in the currency each source used

What hourly pay has been reported for robot data and teleoperation work, and what do the roles open on this site advertise?

SourceMeasurePer hour, as publishedCurrency
Median advertised rate, robot training roles open on RobotTraining.jobs2026349 live roles that post an hourly figure, 31 Oct 2026Advertised$27USD
揭秘具身数据产业链:一家数据公司的独角兽之路 (Inside the embodied-data supply chain)36Kr2026Real-robot teleoperators in China wearing force-feedback gloves, as estimated from media reportsReported earningsover 300 yuan a day, over 75 yuan an hourCNY
Beijing's First Robot Data Factory Went Quiet After 17 MonthsChina AI Dispatch2026Crowdsourced bodyless (egocentric and handheld-gripper) data collectors paid by one Chinese companyReported earnings35 yuan an hour, down from 45 yuan an hourCNY
我给机器人当“燃料”:叠衣服时薪30元,卖数据估值150亿 (I am fuel for robots: 30 yuan an hour to fold clothes)36Kr2026Home data collectors in China, against the price their data sells forReported earnings30 yuan an hour paid to collectors; resold to robot companies at 300 to 500 yuan an hourCNY
日薪120元,全民数采,谁在训练下一个机器人保姆? (120 yuan a day: who is training the next robot nanny?)36Kr2026A crowdsourced home data collector in Hebei, China, filming chores with a head-mounted phone and handheld grippers (one worker profiled)Offered or advertised30 yuan an hourCNY
China is training a robot future, one folded shirt at a timeRest of World2026A home data collector in Shandong province, China, filming herself doing household chores for robot training (one worker profiled)Reported earnings20 yuan ($3) per hourCNY
日薪120元,我给机器人当「老师」 (120 yuan a day, I am a robot's teacher)Sina Finance2026A home egocentric data collector in China filming chores with a head-mounted camera (one worker profiled)Reported earningsabout 20 yuan an hour; 12 yuan an hour for the most basic tasks on data collection appsCNY
揭秘具身数据产业链:一家数据公司的独角兽之路 (Inside the embodied-data supply chain)36Kr2026Home robot data collectors in China, as estimated from media reportsReported earningsabout 17 yuan an hour effective, against 30 yuan an hour advertised; 3,000 to 4,000 yuan a monthCNY
The gig workers who are training humanoid robots at homeMIT Technology Review2026A micro1 at-home data recorder in Nigeria filming chores for robotics companies (one worker profiled)Reported earnings$15 an hourUSD
Startups are hiring low-paid gig workers to train robots on manual labourThe Globe and Mail2026A 29-year-old recorder in Bali who worked four months in a supervised villa for Atlas Capture, filming chores for up to eight hours a day (one worker profiled)Reported earningsUS$4.50 an hourUSD
Startups are hiring low-paid gig workers to train robots on manual labourThe Globe and Mail2026A home recorder (identified by a pseudonym) paid by Atlas Capture to film household tasks, paid in a dollar-pegged cryptocurrency (one worker profiled)Reported earningsUS$50 for 17 hours of video, about US$2.94 per hourUSD
Startups are hiring low-paid gig workers to train robots on manual labourThe Globe and Mail2026A 35-year-old Atlas Capture recorder in the Philippines whose rejected footage is unpaid (one worker profiled)Reported earningsUS$203 for around 71 hours of approved footage, US$2.86 an hourUSD
These workers help train robots who could one day steal their jobsNPR2026A home recorder in Karur, India, filming her housework for Objectways (one worker profiled)Reported earningsabout $2.60 an hourUSD
These workers help train robots who could one day steal their jobsNPR2026A textile factory worker in Karur, India, recording her own packing work with a head-mounted GoPro (one worker profiled)Reported earningsabout $2.60 an hourUSD
The Indian workers training AI robots to take their jobsKhaleej Times2026A home egocentric video recorder in Chennai, India, filming household chores for Objectways (one worker profiled)Reported earnings250 rupees an hour (just over two dollars for an hour of video)INR
In India, workers supplement their income by filming daily tasks to help train AI roboticsBusiness Today2026A waste sorter in New Delhi, India, wearing a head camera while she works (one worker profiled by Bloomberg)Reported earningsanother ₹150 per hour, on top of about ₹20,000 a month from sorting plasticINR

Base: 15 hourly figures in 3 currencies, and the median hourly rate of the 349 roles open on RobotTraining.jobs on 31 Oct 2026 that state one.

No figure is converted: a yuan or rupee rate and a dollar rate describe different labour markets, and exchange rates would not make them comparable.

Reported earnings are what a worker told a reporter they earn, or what a report worked out; an advertised rate is what a posting offers. They are different measures.

Credit: compiled by RobotTraining.jobs Research, Pay in Robot Data and Operator Work: What Reporting Has Found, October 2026 edition.

Figure 3

Size of the workforce

How many people collect robot training data or operate robots, by the sources' estimates?

SourceYearMeasureEstimate
China is training a robot future, one folded shirt at a timeRest of World2026planned workforce size (external workers)500,000 external workers
China is training a robot future, one folded shirt at a timeRest of World2026planned workforce size (JD.com employees)100,000 employees
The Indian workers training AI robots to take their jobsKhaleej Times2026workforce size (one subcontractor's contributors)2,000 contributors
In Chinese data factories, workers teach humanoid robots boring tasksRest of World2026workforce size (robot trainers in China)hundreds of robot trainers across China
The gig workers who are training humanoid robots at homeMIT Technology Review2026workforce size (micro1 contract recorders)thousands of contract workers in more than 50 countries
The Indian workers training AI robots to take their jobsKhaleej Times2026workforce size (AI system trainers in India)a growing army of thousands

Base: 6 headcount figures.

Each counts a different group (one company's contractors, one subcontractor's contributors, one country's training centres) and none is comparable with another.

Credit: compiled by RobotTraining.jobs Research, Pay in Robot Data and Operator Work: What Reporting Has Found, October 2026 edition.

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  • 1,432 robot training roles followed, history included

    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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How it was measured

Each report, investigation or study, linked next to its figure, with current advertised rates taken from the job boards this site reads daily. Each row carries a link to its publication and gives the number exactly as published, with no estimates or conversions. A note under every figure says what it covers.

Reported earnings
What a worker told a reporter they earn, or what a report worked out, for the group, place and year it covered.
Offered or advertised
What a posting or an employer offers, as a report quotes it.
Advertised pay here
The hourly rate an open robot training role on this site lists (midpoint of any range) on the final day of the live window. A median needs 8 or more roles with a stated rate.
As published
Each figure stays in its source's own definition, currency and year, with no conversion, deflation or pooling.

Limits of this data

  • Built only from public sources. Anything never announced or reported is absent, and private-company figures are whatever the company or the press said, unaudited.
  • So far every figure comes from journalism; most describe one worker, one employer or one batch of postings, and no peer-reviewed study or official statistic on this work has been found yet.
  • Figures in different currencies describe different labour markets and are never converted or compared directly, and an advertised offer is not measured earnings.

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 shows the dataset as of its latest review, and new events join it once they are made public. Every finished month also gets its own edition, locked two days after month end, so a number quoted from it stays fixed.

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Citation

RobotTraining.jobs (2026). Pay in Robot Data and Operator Work: What Reporting Has Found, October 2026 edition. https://robottraining.jobs/research/research-on-robot-data-work-pay/2026-10

BibTeX

@misc{robottrainingjobs_research_on_robot_data_work_pay_2026_10,
  author = {{RobotTraining.jobs}},
  title = {Pay in Robot Data and Operator Work: What Reporting Has Found, October 2026 edition},
  year = {2026},
  howpublished = {\url{https://robottraining.jobs/research/research-on-robot-data-work-pay/2026-10}},
}
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