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Human Data / Robotics & Embodied AI

Robotics/Mechatronics Expert

Robotics/Mechatronics Expert is a remote review track for evaluating robotics review outputs against real-world physical-AI constraints.

ContractorRemote — US-eligibleHourly rate confirmed after the interview process.

About the role

Robotics/Mechatronics Expert is a remote review track for evaluating robotics review outputs against real-world physical-AI constraints. Reviewers grade trajectory choices, perception assumptions, and safety envelopes; flag failure modes; and document the corrected behavior so the modeling team can train on it.

Robotics review systems run in the physical world, where a confident-looking failure can hurt someone. AuraOne uses experienced robotics and operations reviewers to grade outputs against perception, motion, and safety constraints.

Review teleoperation, navigation, and manipulation work. Physical-world safety is part of it.

Responsibilities

  • Review robotics review outputs against current safety standards and operating envelopes for Robotics/Mechatronics Expert assignments.
  • Grade perception, motion, and decision logic on a structured rubric.
  • Flag near-miss and unsafe trajectories with severity tags that match incident taxonomies.
  • Capture the corrected behavior or reference trajectory so the modeling team can train on it.
  • Adjudicate disputed cases against published standards or firm operating procedures.
  • Maintain reviewer-quality scores in inter-rater calibration cycles.

What you should bring

  • Hands-on experience with robotic, autonomous, or teleoperated systems. Operating, supervising, or evaluating them for Robotics/Mechatronics Expert work.
  • Comfort reasoning about perception, motion planning, and physical safety envelopes.
  • Familiarity with structured incident taxonomies and severity scoring.
  • Clear written reasoning that names the failure mode and the standard being applied.
  • Reliable async availability for at least 10 hours per week.

Role signals

Example tasks

  • Grade a robotics review model's chosen trajectory and flag any near-miss or unsafe motion.
  • Score a perception output against ground-truth labels and rate the failure category.
  • Adjudicate a disputed safety call between two reviewers using firm operating procedures.
  • Audit a 25-trajectory batch for rubric consistency and report drift to the program lead.

Useful experience

  • Background in robotics engineering, autonomy operations, or industrial safety.
  • Prior experience reviewing AI-assisted robotics tooling and its failure modes.
  • Familiarity with simulation environments and trajectory-replay tooling.

Compensation and schedule

Hourly rate confirmed after the interview process.

Expected arrangement: contractor, with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

Skills used in matching

  • Robotics evaluation
  • Perception review
  • Motion safety
  • Incident taxonomy
  • Robotics review

Application process

Submitting this form sends your application directly to the recruiting team for this specialist cohort.

About AuraOne

AuraOne is a human data company for AI teams and a workflow service for enterprises. It supplies expert judgment, speech, physical-world data and checked workflows.