Robotics Data Quality Reviewer [Remote]
AuraOne Human Data
- Remote job
Robotics Data Quality Reviewer 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.
Why this role matters
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.
Responsibilities
- Review robotics review outputs against current safety standards and operating envelopes for Robotics Data Quality Reviewer 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.
Qualifications
- Hands-on experience with robotic, autonomous, or teleoperated systems. Operating, supervising, or evaluating them for Robotics Data Quality Reviewer 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.
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.
Nice to have
- 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.
Skills
- Robotics evaluation
- Perception review
- Motion safety
- Incident taxonomy
- Robotics review
- Robotics and physical AI
- AI evaluation
- Rubric writing
- Expert review
Work model
Remote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.
Compensation
Hourly rate confirmed after the interview process.
Application process
Apply through AuraOne's specialist intake for role-specific routing and review. Final project scope, schedule, and contractor terms are confirmed before placement.
- We are looking for a remote contract reviewer to support a high-volume contract data review initiative for a leading laundry solutions company. This Contract... ...and data integrity.• Maintain consistent output and quality standards while managing repetitive review...DataQualityContract workRemote work
- ...activities.AccountabilitiesAnalysis of financial data, including income, assets, liabilities,... ...Corp. seeks Retail Loan Credit Risk Reviewer in Wilmington, DE (multiple positions... ...findings and issues.Test lending decisions for quality of approval/decline outcomes and line...DataQualityFull timeRemote work
- ...YO AI Labs is seeking a detail-oriented Document Reviewer to support a remote project focused on data quality, privacy, and integrity. You will review transformed documents, identify issues involving sensitive information, and perform quality spot-checks to ensure accurate...DataQualityRemote work
- ...Documentation Integrity (CDI) Second Level Reviewer The Clinical Documentation Integrity (... .... Serves as key resource for CDI/Coding/Quality. The CDI Second Level Reviewer works in... ...diagnoses, and/or procedures based on clinical data to facilitate appropriate DRG assignment....DataQualityWork at officeRemote work
- ...member and provider outreach, collection, and review of medical records to abstract clinical information for HEDIS quality reporting. Training will be provided prior to the... ...documentation per specifications and data enter into the applicable software system ALL assigned...DataQualityRemote work
- ...OpenTrain AI is seeking an entry-level Data Annotation and AI Training Reviewer to support data review and annotation projects. This is a part-time contractor... ..., working remotely and meeting productivity and quality targets while applying strong judgment and documentation...DataQualityPart timeFor contractorsRemote work
$1,000 per month
...Tax Reviewer Doola is seeking a detail-oriented and customer-focused Tax Reviewer to join... ...make a meaningful impact by ensuring the quality and accuracy of our tax filings while... ...calculations, supporting documentation, and client data before returns are finalized. Work...DataQualityPermanent employmentWork at officeLocal areaRemote workWorldwide- ...on behalf of a leading online sweepstakes review publisher to support ongoing content... ...our publishing partners by producing high-quality written reviews and evaluating online casino... ...If you would like more information about how your data is processed, please contact us.DataQualityHourly payContract workFreelanceCurrently hiringLocal areaRemote workFlexible hours
- ...Title Reviewers McMichael Taylor Gray, LLC is seeking Title Reviewers for states in our... ...input and/or verify a significant amount of data entry proficiently and with a high level... ...and creditors' rights law firm delivering quality, cost-effective legal services for...DataQualityLive in
$81.6k - $147.8k
...high-performing team with a commitment to quality, collaboration, and continuous... ...and customer service. Responsible for review, audit, and remediation of any deviation... ...interdisciplinary meetings. Assure the highest level of data integrity, denial avoidance due to coding...DataQualityHourly payRemote work- ...Audit Senior Quality Control ReviewerPerforms advanced to highly advanced quality control review work. Work involves reviewing financial and performance audits and attestation... ...communication; and reviewing and analyzing data, including financial data and accounting transactions...DataQualityWork experience placementWork at officeRemote work
- ...HEDIS Data Reviewer The HEDIS Data Reviewer is responsible for performing high-volume, detail-oriented medical record abstraction, overread, and quality review activities in support of annual Healthcare Effectiveness Data and Information Set (HEDIS), State EQRO, and...DataQualityWork at officeRemote workShift work
- ...electronic discovery, information governance and data recovery services, is seeking actively... ...S. attorneys for ongoing remote Document Review projects. This role is ideal for... ...confidentiality, and responsiveness coding Conduct quality control checks as needed Assist with...DataQualityTemporary workRemote workHome office
- ...MAKE A DIFFERENCE: This Residential Reviewer fills a remote role (work from home) in MountainSeed... ...of value and there is no confirmation of data. All communications, including uploading... ...and/or revisions Evaluate appraiser quality of work and provide feedback for...DataQualityWork at officeRemote workWork from homeFlexible hours
- ...HEDIS Reviewer II/III Our client, a Retail Pharmacy company, is looking for a HEDIS Reviewer... ...abstract clinical information for HEDIS quality reporting. Training will be provided... ...annotates via Adobe PDF and populates a data collection tool to support compliance with...DataQualityLocal areaRemote work
$28 per hour
...electronic discovery, information governance and data recovery services, is seeking actively... ...S. attorneys for ongoing remote Document Review projects. This role is ideal for... ...confidentiality, and responsiveness coding, conducting quality control checks as needed, assisting with...DataQualityTemporary workRemote workWork from homeHome office- ...Role Overview Our Utilization Management Reviewers evaluate medical necessity for inpatient... ...meeting established turnaround times, quality benchmarks, and efficiency metrics in a fast... ...Analyze medical records and clinical data to ensure compliance with regulatory and...DataQualityRemote workMonday to FridayFlexible hoursWeekend work
$86k - $117.3k
...a supervisor, the Utilization Management Reviewer evaluates medical necessity for inpatient... ...Analyze medical records and clinical data to ensure compliance with regulatory and... ...performance metrics, turnaround times, and quality standards in a high-volume environment...DataQualityHourly payContract workRemote workMonday to FridayFlexible hoursWeekend work- ...Document Reviewer Micro1 is engaging Document Reviewers to contribute their expertise to... ...customer's project involving high-stakes data integrity and security. In this role, you... ...learn, reason, and perform through high-quality, real-world input. Contributors will conduct...DataQualityRemote work
- ...Responsibilities:Maintains and manages the update, review, release, and storage of all controlled... ...required metadata and other applicable data inputs for compliance are provided; and... ....Evaluate processes for compliance with quality requirements/changing business needs and...DataQualityWork experience placementRemote work
- A leading technology company is seeking a Language Data and Quality Reviewer proficient in Danish and English. This freelance position allows for flexible hours and involves analyzing datasets, ensuring data quality, and providing translations. Ideal candidates should have...DataQualityRemote jobHourly payExtra incomeFreelanceFlexible hours
- ...filling, scanning, conducting research and data entry and document preparation. Title... ...in document management system Performs quality control and updates in document management... ...for execution by Right of Way agents Reviews executed documentation for accuracy and completeness...DataQualityWork at office
- ...Document Review Specialist What if your reading comprehension and eye for detail could... ...required — just a sharp eye and a commitment to quality work. Organization: Alignerr... ...articles, reports, forms, and structured data Classify document sections, identify key...DataQualityHourly payOngoing contractContract workFreelanceRemote workFlexible hours
- ...Job Title Document Reviewer Job Type Contract Location Remote Job Summary In this role, you... ...learn, reason, and perform through high-quality, real-world input. Key Responsibilities Carefully... ...volumes of structured and unstructured data, ensuring accuracy and completeness....DataQualityContract workRemote work
- ...monitoring the safety, environmental, and quality management of the Site Work. Participates... ....Provide input and support for document reviews.Provide input and support for turnover packages... ...with utilities, commercial, industrial, data center, and government clients, and...DataQualityTemporary workFor contractorsFlexible hours
- ...process through the DataServ SaaS platform. This position conducts quality assurance audits on financial documents, ensuring business and... ...Minimum 1 year experience in imaging operations, mailroom, data entry or related area. Strong people skills, a positive attitude...DataQualityCurrently hiringRemote workFlexible hours
- ...health provider, has been delivering high-quality, patient-centered care for over two... ...SOC) are processing according to the order.Review referrals brought in from the previous night... ...systems while maintaining the integrity of the data.Excels in a deadline driven...DataQualityHome officeNight shift
- ...to support delivery of the TMF to client quality and integrity specifications, as well as... ...documentation, as required. Assists in the review and finalization of the TMF Plan and... ...process. May generate copies of project data and other project information on various...DataQualityWork at officeRemote workWork from home
- ...Controller to support a large, multi-building data center program in Texas. This remote-... ..., supporting field execution, technical review workflows, and final project closeout. This... ...process-related user support. Receive, quality check, log, publish, and maintain controlled...DataQualityContract workWork at officeLocal areaRemote work
- ...Title- Appeal and Grievance Coordinator Reviewer Location- Phoenix, AZ or Remote Duration... ..., coverage guidelines, and historical data, and ensuring timely and accurate... ...regulatory requirements. Assist with quality audits, reporting, training, and maintaining...DataQualityWork at officeRemote work
Do you want to receive more vacancies?
Subscribe and receive similar vacancies to Robotics Data Quality Reviewer [Remote]. Be the first to apply!

