> Markdown version of [/jobs/ext/2635608-mandarin-audio-recording-expert-speech-data-and-voice-review](https://www.wearedevelopers.com/jobs/ext/2635608-mandarin-audio-recording-expert-speech-data-and-voice-review). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Mandarin Audio Recording Expert - Speech Data and Voice Review - **Company:** AuraOne Human Data - **Location:** United States (Remote available) - **Contract:** Permanent contract - **Skills:** Artificial Intelligence, Sound Recording and Reproduction - **Published:** August 6, 2026 - **Apply:** https://www.indeed.com/viewjob?jk=ea5399d3fa912ef0 ## About the Role * Prior evaluation, annotation, or human-rater experience on mandarin generalist evaluation or adjacent content for Mandarin Audio Recording Expert - Speech Data and Voice Review work. * Comfort applying multi-page rubrics consistently across long batches. * Clear written reasoning that names the issue and the rubric clause being applied. * Strong attention to detail and the ability to flag when a prompt itself is the problem. * Reliable async availability for at least 10 hours per week., * Background in linguistics, content moderation, or trust & safety review. * Experience with inter-rater agreement metrics and calibration cycles. * Domain expertise that lets you spot subject-matter errors automated checks miss., * Model output evaluation * Rubric-based annotation * Severity tagging * Inter-rater calibration * Mandarin generalist evaluation Work model Remote - US-eligible. Remote ยท Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US. ## Description Mandarin Audio Recording Expert - Speech Data and Voice Review is a remote evaluation track for reviewing mandarin generalist 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. Why this role matters AI data reviewers help turn mandarin generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data. Responsibilities * Evaluate mandarin generalist evaluation model outputs against a versioned rubric and assign severity tags for Mandarin Audio Recording Expert - Speech Data and Voice Review assignments. * Compare paired responses and pick the stronger answer with a written rationale. * Label hallucinations, instruction-following failures, and unsafe content with structured tags. * Capture ambiguous prompts and route them back to the program team for rubric updates. * Maintain reviewer-quality scores by calibrating against gold-standard examples each week. * Document recurring failure modes so the modeling team can target them in the next training run., * Tag an unsafe response with the correct policy category and severity. * Audit a 50-row batch for rubric consistency and report drift to the program lead. * Propose a rubric clarification after spotting a recurring failure mode. ## Related Videos - [Edit Your Future: Queerverse Radical AI](https://www.wearedevelopers.com/videos/909-edit-your-future-queerverse-radical-ai) - [Raise your voice!](https://www.wearedevelopers.com/videos/10-raise-your-voice) - [AI is dead, long live AK](https://www.wearedevelopers.com/videos/1093-ai-is-dead-long-live-ak) - [AI Prompting for TA and HR: From Beginner to Advanced](https://www.wearedevelopers.com/videos/1474-ai-prompting-for-ta-and-hr-from-beginner-to-advanced) - [Coffee with Developers - Maria Apazoglou](https://www.wearedevelopers.com/videos/1209-coffee-with-developers-maria-apazoglou) - [Angstfreude - AI and Corporate Culture - The Thrill and the Threat](https://www.wearedevelopers.com/videos/100354-angstfreude-ai-and-corporate-culture-the-thrill-and-the-threat) ## Related Articles - [Dev Digest 121 - AI goes offline](https://www.wearedevelopers.com/magazine/456-dev-digest-121-ai-goes-offline) - [13 AI Tools You Have to Try](https://www.wearedevelopers.com/magazine/219-13-ai-tools-you-have-to-try) - [DeepSeek R1 vs ChatGPT o1: How Do They Compare?](https://www.wearedevelopers.com/magazine/542-deepseek-r1-vs-chatgpt-o1-how-do-they-compare) - [Dev Digest 137 - AI'm not sure about this](https://www.wearedevelopers.com/magazine/485-dev-digest-137-ai-m-not-sure-about-this) - [Clone Your Voice with ElevenLabs LLMs and Node](https://www.wearedevelopers.com/magazine/739-clone-your-voice-with-elevenlabs-llms-and-node) - [Dev Digest 129 - Now that's what I call private data!](https://www.wearedevelopers.com/magazine/468-dev-digest-129-now-that-s-what-i-call-private-data)