{"schemaVersion":"jobsearcher.job.v1","id":"de0d4831fdca2aca7f2f87fb","url":"https://jobsearcher.com/jobs/de0d4831fdca2aca7f2f87fb","canonicalUrl":"https://jobsearcher.com/jobs/de0d4831fdca2aca7f2f87fb","title":"Point Cloud Evaluator","description":"Point Cloud Evaluator is a remote evaluation track for reviewing point cloud evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.\nWhy this role matters\nAI data reviewers help turn point cloud evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.\nResponsibilities\nEvaluate point cloud evaluation model outputs against a versioned rubric and assign severity tags for Point Cloud Evaluator assignments.\nCompare paired responses and pick the stronger answer with a written rationale.\nLabel hallucinations, instruction-following failures, and unsafe content with structured tags.\nCapture ambiguous prompts and route them back to the program team for rubric updates.\nMaintain reviewer-quality scores by calibrating against gold-standard examples each week.\nDocument recurring failure modes so the modeling team can target them in the next training run.\nQualifications\nPrior evaluation, annotation, or human-rater experience on point cloud evaluation or adjacent content for Point Cloud Evaluator work.\nComfort applying multi-page rubrics consistently across long batches.\nClear written reasoning that names the issue and the rubric clause being applied.\nStrong attention to detail and the ability to flag when a prompt itself is the problem.\nReliable async availability for at least 10 hours per week.\nExample tasks\nCompare two point cloud evaluation model responses to the same prompt and pick the stronger one with rationale.\nTag an unsafe response with the correct policy category and severity.\nAudit a 50-row batch for rubric consistency and report drift to the program lead.\nPropose a rubric clarification after spotting a recurring failure mode.\nNice to have\nBackground in linguistics, content moderation, or trust & safety review.\nExperience with inter-rater agreement metrics and calibration cycles.\nDomain expertise that lets you spot subject-matter errors automated checks miss.\nSkills\nModel output evaluation\nRubric-based annotation\nSeverity tagging\nInter-rater calibration\nPoint Cloud evaluation\nComputer vision\nSpatial reasoning\nVideo QA\nPoint\nCloud\nWork model\nRemote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.\nCompensation\nHourly rate confirmed after the interview process.\nApplication process\nApply through AuraOne's specialist intake for role-specific routing and review. Final project scope, schedule, and contractor terms are confirmed before placement.","company":"Auraone Human Data","rawCompany":"auraone human data","city":"Remote","state":"OR","isRemote":false,"isActive":false,"createdAt":"2026-08-05T13:48:53.661Z","occupations":[{"code":"43-9081.00","title":"Proofreaders and Copy Markers","slug":"proofreaders-and-copy-markers"},{"code":"17-2112.02","title":"Validation Engineers","slug":"validation-engineers"},{"code":"15-1253.00","title":"Software Quality Assurance Analysts and Testers","slug":"software-quality-assurance-analysts-and-testers"}],"industries":[{"code":"541690","title":"Other Scientific and Technical Consulting Services","slug":"other-scientific-and-technical-consulting-services"},{"code":"541618","title":"Other Management Consulting Services","slug":"other-management-consulting-services"},{"code":"541511","title":"Custom Computer Programming Services","slug":"custom-computer-programming-services"}],"jobPosting":{"@context":"https://schema.org","@type":"JobPosting","title":"Point Cloud Evaluator","description":"Point Cloud Evaluator is a remote evaluation track for reviewing point cloud evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.\nWhy this role matters\nAI data reviewers help turn point cloud evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.\nResponsibilities\nEvaluate point cloud evaluation model outputs against a versioned rubric and assign severity tags for Point Cloud Evaluator assignments.\nCompare paired responses and pick the stronger answer with a written rationale.\nLabel hallucinations, instruction-following failures, and unsafe content with structured tags.\nCapture ambiguous prompts and route them back to the program team for rubric updates.\nMaintain reviewer-quality scores by calibrating against gold-standard examples each week.\nDocument recurring failure modes so the modeling team can target them in the next training run.\nQualifications\nPrior evaluation, annotation, or human-rater experience on point cloud evaluation or adjacent content for Point Cloud Evaluator work.\nComfort applying multi-page rubrics consistently across long batches.\nClear written reasoning that names the issue and the rubric clause being applied.\nStrong attention to detail and the ability to flag when a prompt itself is the problem.\nReliable async availability for at least 10 hours per week.\nExample tasks\nCompare two point cloud evaluation model responses to the same prompt and pick the stronger one with rationale.\nTag an unsafe response with the correct policy category and severity.\nAudit a 50-row batch for rubric consistency and report drift to the program lead.\nPropose a rubric clarification after spotting a recurring failure mode.\nNice to have\nBackground in linguistics, content moderation, or trust & safety review.\nExperience with inter-rater agreement metrics and calibration cycles.\nDomain expertise that lets you spot subject-matter errors automated checks miss.\nSkills\nModel output evaluation\nRubric-based annotation\nSeverity tagging\nInter-rater calibration\nPoint Cloud evaluation\nComputer vision\nSpatial reasoning\nVideo QA\nPoint\nCloud\nWork model\nRemote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.\nCompensation\nHourly rate confirmed after the interview process.\nApplication process\nApply through AuraOne's specialist intake for role-specific routing and review. Final project scope, schedule, and contractor terms are confirmed before placement.","datePosted":"2026-08-05T13:48:53.661Z","dateModified":"2026-08-05T13:48:53.661Z","hiringOrganization":{"@type":"Organization","name":"Auraone Human Data","sameAs":"https://jobsearcher.com"},"jobLocation":{"@type":"Place","address":{"@type":"PostalAddress","addressLocality":"Remote","addressRegion":"OR","addressCountry":"US"}},"identifier":{"@type":"PropertyValue","name":"JobSearcher","value":"de0d4831fdca2aca7f2f87fb"},"url":"https://jobsearcher.com/jobs/de0d4831fdca2aca7f2f87fb"}}