Robot Data Collection Jobs

Data and demonstration collection is the work of producing the physical examples a robot learns from. Modern robots, especially the humanoids being built in 2026, learn manipulation the way a person learns a new kitchen: by watching and copying thousands of correct attempts. Someone has to perform those attempts. That someone is a data or demonstration collection operator, and it is one of the most accessible paid entry points into robotics because it rewards dexterity and consistency far more than a technical degree.

What the work actually is

A demonstration records a task that a robot should learn to perform. The collection setup matters because it determines which observations and actions enter the training data.

• Robot control: an operator guides a robot through a manipulation task using the employer's control interface.
• Instrumented human demonstrations: a person performs the task with a recording device or tool that captures the required motion and visual information.
• Scene preparation and resets: the collector places objects, follows the task script and restores the scene between attempts.
• Review and annotation: the collector checks recordings, marks failed attempts and records deviations from the protocol.

Ask which of these duties the vacancy includes. A role involving hands-on robot operation has different location, equipment and safety requirements from a home-video project. The demonstration learning guide explains how to assess those requirements.

What it pays

Read from today's open roles. 128 open roles on RobotTraining.jobs are in demonstration and data collection, and 55 of them state an hourly rate. Those rates typically run $25 to $50 an hour, with a median of $30 an hour. They come from individual postings with different duties and locations, not from a category-wide wage survey; the pay explorer and pay report show the full measured sample and its coverage.

An advertised hourly amount is gross compensation, not verified take-home earnings. Salary, equity, benefits, overtime and contractor expenses must be compared separately. We do not infer what a beginner or an expert earns by splitting a pay distribution into tiers.

For accepted-footage or task payments, include setup, recording, upload, review and any rework in your time calculation. An hour of accepted video is a unit of output, not necessarily an hour of labor. There is no guaranteed volume of accepted tasks or paid hours.

Who is hiring, and where

Because the robot has to be in the room, most of this work is on-site and clustered in a few hubs: the San Francisco Bay Area (Dyna Robotics, 1X, Sunday Robotics), Palo Alto and Fremont (Tesla), and Seattle and Santa Clara (Collaborative Robotics). The table above counts what each employer has open today. If you are not near a hub, the more remote-friendly path is egocentric and wearable capture, where you record yourself doing everyday tasks from home. You can compare current rates across every employer on the pay explorer.

Titles worth searching for: Data Collection Operator, Robot Operator, Robot Demonstrator, Robot Pilot, Robot Teleoperator, and Robotics Assistant. Many are posted as contract or fixed-term (Figure's operator roles are contract-to-hire) with a stated path to permanent positions.

What you need, and how to start

You do not need an engineering degree. Employers screen for manual dexterity, patience with repetitive tasks, the discipline to follow a strict data-collection protocol exactly, and physical stamina for standing or seated work across a full shift. Gaming or VR familiarity is a genuine plus for teleop roles. Reliability is the real currency here: a demonstration performed sloppily becomes bad training data, so studios prize operators who hit the same clean motion on take 400 as on take 4.

To get started, pick one or two nearby employers from the table above, read the exact role listing (shift pattern, on-site requirement, contract length), and apply directly. If you want the full walkthrough of the day-to-day and how to prepare, read how demonstration collection works and how to begin. RobotTraining.jobs tracks these openings as they post, so you can filter to demonstration collection roles you can actually do from where you live.

Is it worth it

Compare the offer with the actual working arrangement. For an on-site job, consider the commute, shift length, physical repetition and whether training time is paid. For a contract project, check how work is accepted, whether rejected attempts are paid and whether there is any guaranteed volume.

This work can provide practical experience with robot-data collection, but it does not guarantee progression into an engineering role. Keep a record of the protocols and quality checks you learn without retaining confidential recordings or employer data.