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Music Audio Expert - English (US)
$30 - $54 / hourFirm hourly pay
Location: RemotePart-timeLast reviewed Jul 15, 2026
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Home / Guides / Tasks and assessments
Current public inventory
AI training tasks and assessments, explained with current roles
Task names are inconsistent across platforms. This page uses deterministic wording and category rules to connect 628 currently public roles to ten practical task families.
Project formats, assessment steps, voice or camera requirements, credentials, rates, and availability vary. A match here is evidence in public role copy, not a guarantee about the work you will receive.
628
public roles evaluated
10
controlled task families
9
families with current matches
27 current matching roles
AI response evaluation
Judge whether an AI answer is accurate, useful, clear, safe, and supported by the prompt or evidence.
What you may do
- • Review model outputs
- • Identify errors or unsupported claims
- • Explain ratings with concise evidence
Common qualifications
- • Strong reading and written judgment
- • Domain knowledge where the role is specialist
- • Ability to follow changing rubrics
Assessment signals
- • Consistent ratings
- • Clear error identification
- • Explanations tied to the instructions
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Music Audio Expert - Portuguese
$13.01 - $35.82 / hourFirm hourly pay
Location: RemotePart-timeLast reviewed Jul 15, 2026
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Music Audio Expert - Spanish (ES)
$30 - $54 / hourFirm hourly pay
Location: RemotePart-timeLanguage: SpanishLast reviewed Jul 15, 2026
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Music Audio Expert - English (UK/Australia)
$30 - $54 / hourFirm hourly pay
Location: RemoteRemote - Europe/UKPart-timeLast reviewed Jul 15, 2026
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Music Audio Expert - English (India)
$9.63 - $17 / hourFirm hourly pay
Location: RemoteRemote - IndiaPart-timeLast reviewed Jul 15, 2026
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Music Audio Expert - Hindi
$9.63 - $17.33 / hourFirm hourly pay
Location: RemotePart-timeLast reviewed Jul 15, 2026
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0 current matching roles
Answer ranking and comparison
Compare two or more candidate answers and choose the stronger response using a stated preference rubric.
What you may do
- • Compare answers side by side
- • Rank or choose a preferred response
- • Explain material differences
Common qualifications
- • Careful comparative reading
- • Consistency across similar examples
- • Ability to separate style from factual quality
Assessment signals
- • Stable preference decisions
- • Attention to instruction priority
- • Specific comparison evidence
No currently public role uses sufficiently specific wording for this task family. The explanation remains here so applicants can recognize the format when inventory changes.
23 current matching roles
Rubric writing and written justification
Create or apply evaluation criteria, then write a defensible explanation for a score or decision.
What you may do
- • Draft evaluation criteria
- • Apply a rubric
- • Write concise justifications or feedback
Common qualifications
- • Structured writing
- • Quality assurance or teaching experience
- • Ability to make criteria testable
Assessment signals
- • Criteria that do not overlap
- • Evidence-based explanations
- • Clear distinction between major and minor errors
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Psychology Quality Assurance Lead (QAL)
Up to $80/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Physics Quality Assurance Lead (QAL)
Up to $75/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Philosophy Quality Assurance Lead (QAL)
Up to $65/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Neuroscience Quality Assurance Lead (QAL)
Up to $90/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Mechanical Engineer Quality Assurance Lead (QAL)
Up to $75/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Mathematics Quality Assurance Lead (QAL)
Up to $75/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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105 current matching roles
Fact-checking and research review
Verify claims, sources, calculations, or research summaries and flag missing or contradictory evidence.
What you may do
- • Check factual claims
- • Review sources or citations
- • Identify unsupported conclusions
Common qualifications
- • Research literacy
- • Source evaluation
- • Careful documentation of uncertainty
Assessment signals
- • Reliable source selection
- • Correct treatment of uncertainty
- • Clear separation of fact and inference
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Biology Expert
Up to $150 / hour depending on projectAdvertised ceiling
Location: Remote, part-time/flexible - U.S. work authorization requirements may applyWork authorization mentionedLast reviewed Jul 19, 2026
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Urdu Language Expert
Up to $15/hourAdvertised ceiling
Location: Remote — India, Pakistan, Saudi Arabia, United Arab EmiratesRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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Ukrainian Language Expert
Up to $20/hourAdvertised ceiling
Location: Remote — UkraineProject-basedLast reviewed Jul 19, 2026
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Sociology Quality Assurance Lead (QAL)
Up to $65/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Slovenian Quality Assurance Lead (QAL)
Up to $30/hourAdvertised ceiling
Location: Remote — SloveniaProject-basedLast reviewed Jul 19, 2026
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Slovak Quality Assurance Lead (QAL)
Up to $25/hourAdvertised ceiling
Location: Remote — SlovakiaProject-basedLast reviewed Jul 19, 2026
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5 current matching roles
Safety, policy and red-team evaluation
Probe for harmful behavior, policy failures, unsafe advice, or weak refusal and escalation behavior.
What you may do
- • Test risky scenarios
- • Apply safety or policy guidance
- • Document failure modes without causing harm
Common qualifications
- • Policy interpretation
- • Adversarial thinking
- • Strong confidentiality and escalation judgment
Assessment signals
- • Correct policy application
- • Safe handling of edge cases
- • Clear severity reasoning
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Red-Teaming Quality Assurance Lead (QAL)
Up to $100/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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AI Safety Experts — English & Bengali
$20 - $22 / hourFirm hourly pay
Location: RemoteWork authorization mentionedContractorLast reviewed Jul 1, 2026
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AI Safety Experts — English & Odia
$20 - $22 / hourFirm hourly pay
Location: RemoteWork authorization mentionedContractorLast reviewed Jul 1, 2026
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AI Safety Experts — English & Assamese
$20 - $22 / hourFirm hourly pay
Location: RemoteWork authorization mentionedContractorLast reviewed Jul 1, 2026
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AI Safety Experts — English & Punjabi
$20 - $22 / hourFirm hourly pay
Location: RemoteWork authorization mentionedContractorLast reviewed Jul 1, 2026
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116 current matching roles
Coding, debugging and technical review
Review code, debug failures, compare technical solutions, or evaluate the reasoning behind a software answer.
What you may do
- • Review or write code
- • Diagnose defects
- • Explain performance, security, or design trade-offs
Common qualifications
- • Production software experience
- • Code review and debugging skill
- • Clear technical writing
Assessment signals
- • Correctness
- • Reproducible debugging
- • Trade-off awareness
- • Readable explanations
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Vue.js and Nuxt Engineer
Up to $90/hourAdvertised ceiling
Location: Remote — 17 listed countries, including Bangladesh, Bhutan, Brazil, Cambodia, Germany, India; review the public role for the complete current listRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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Ubuntu/Linux User for AI Data Training
Up to $20/hourAdvertised ceiling
Location: Remote — 61 listed countries, including Albania, Argentina, Armenia, Bahrain, Bangladesh, Bhutan; review the public role for the complete current listProject-basedLast reviewed Jul 19, 2026
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TypeScript Team Lead
Up to $70/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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TypeScript Engineer
Up to $60/hourAdvertised ceiling
Location: Remote — 17 listed countries, including Bangladesh, Bhutan, Brazil, Cambodia, Germany, India; review the public role for the complete current listRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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Swift Engineer
Up to $55/hourAdvertised ceiling
Location: Remote — 17 listed countries, including Bangladesh, Bhutan, Brazil, Cambodia, Germany, India; review the public role for the complete current listRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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SQL Team Lead
Up to $70/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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221 current matching roles
Translation and localization review
Evaluate translation accuracy, fluency, locale fit, terminology, and cultural nuance in AI-generated content.
What you may do
- • Review translations
- • Check locale and terminology
- • Flag unnatural or culturally incorrect wording
Common qualifications
- • Professional or native-level language ability
- • Strong writing in the target language
- • Localization or editing judgment
Assessment signals
- • Meaning preservation
- • Natural target-language phrasing
- • Locale-specific accuracy
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Vietnamese Team Lead
Up to $25/hourAdvertised ceiling
Location: Remote — Cambodia, The United States, VietnamRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Vietnamese Language Expert
Up to $20/hourAdvertised ceiling
Location: Remote — VietnamProject-basedLast reviewed Jul 19, 2026
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Urdu Team Lead
Up to $30/hourAdvertised ceiling
Location: Remote — India, Pakistan, Saudi Arabia, United Arab EmiratesRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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Urdu Language Expert
Up to $15/hourAdvertised ceiling
Location: Remote — India, Pakistan, Saudi Arabia, United Arab EmiratesRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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Ukrainian Team Lead
Up to $30/hourAdvertised ceiling
Location: Remote — Canada, Kazakhstan, Moldova, Poland, The United States, UkraineRemote - U.S., CanadaProject-basedLast reviewed Jul 19, 2026
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Ukrainian Language Expert
Up to $20/hourAdvertised ceiling
Location: Remote — UkraineProject-basedLast reviewed Jul 19, 2026
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63 current matching roles
Audio, voice and transcription
Record, transcribe, compare, or evaluate speech, voice quality, pronunciation, accents, and audio data.
What you may do
- • Review or record speech
- • Transcribe audio
- • Judge pronunciation, naturalness, or speaker characteristics
Common qualifications
- • Strong listening
- • Language or accent fit
- • Reliable audio environment when recording is required
Assessment signals
- • Accurate transcription
- • Consistent pronunciation judgment
- • Following recording specifications
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Social Media Expert
Up to $55/hourAdvertised ceiling
Location: Remote — 17 listed countries, including Bangladesh, Bhutan, Brazil, Cambodia, Germany, India; review the public role for the complete current listRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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Korean Quality Assurance Lead (QAL)
Up to $45/hourAdvertised ceiling
Location: Remote — South KoreaProject-basedLast reviewed Jul 19, 2026
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English Quality Assurance Lead (QAL)
Up to $35/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Copywriter & Content Expert
Up to $55/hourAdvertised ceiling
Location: Remote — 17 listed countries, including Bangladesh, Bhutan, Brazil, Cambodia, Germany, India; review the public role for the complete current listRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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Hindi Voice Coach
$45 - $65 / hourFirm hourly pay
Location: RemoteLast reviewed Jul 15, 2026
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Music Audio Expert - English (US)
$30 - $54 / hourFirm hourly pay
Location: RemotePart-timeLast reviewed Jul 15, 2026
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5 current matching roles
Image and video evaluation
Judge visual quality, relevance, labeling, safety, or instruction-following in images and video.
What you may do
- • Review images or clips
- • Compare visual outputs
- • Identify artifacts, safety problems, or labeling errors
Common qualifications
- • Visual attention to detail
- • Media or domain knowledge where required
- • Consistent use of visual criteria
Assessment signals
- • Accurate visual distinctions
- • Consistent category use
- • Clear explanation of visible defects
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Document Annotation Specialist (PDF) - Bangladesh
Up to $3/hourAdvertised ceiling
Location: Remote — BangladeshProject-basedLast reviewed Jul 19, 2026
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Computer Vision Expert
$80 - $110 / hourFirm hourly pay
Location: United States; fully remote within the United States; approximately 20 hours per weekRemote - U.S.ContractorLast reviewed Jul 2, 2026
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AI Content Evaluation Specialist
$25 - $35 / hourFirm hourly pay
Location: Remote (US/Canada/LATAM)Remote - CanadaContractorLast reviewed Jul 1, 2026
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Video Annotation Expert
$65 - $80 / hourFirm hourly pay
Location: United States, Canada, United KingdomRemote - U.S., CanadaLast reviewed Jul 1, 2026
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Video Annotation Expert
$40 - $80 / hourFirm hourly pay
Location: RemoteLast reviewed Jul 1, 2026
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26 current matching roles
Data annotation and classification
Label, categorize, validate, or structure data used to train or evaluate AI systems.
What you may do
- • Assign labels or categories
- • Validate existing annotations
- • Follow detailed data-quality rules
Common qualifications
- • Attention to detail
- • High consistency
- • Comfort with repetitive rule-based work
Assessment signals
- • Agreement with gold-standard examples
- • Correct category boundaries
- • Low avoidable error rate
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Risk Management Expert
Up to $90/hourAdvertised ceiling
Location: Remote — 17 listed countries, including Bangladesh, Bhutan, Brazil, Cambodia, Germany, India; review the public role for the complete current listRemote - IndiaProject-basedLast reviewed Jul 19, 2026
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Korean Document Annotation Expert
Up to $40/hourAdvertised ceiling
Location: Remote — South KoreaProject-basedLast reviewed Jul 19, 2026
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Hebrew Language Expert
Up to $50/hourAdvertised ceiling
Location: Remote — IsraelProject-basedLast reviewed Jul 19, 2026
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English Quality Assurance Lead (QAL)
Up to $35/hourAdvertised ceiling
Location: Remote — The United StatesRemote - U.S.Project-basedLast reviewed Jul 19, 2026
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Document Annotation Specialist (PDF) - Bangladesh
Up to $3/hourAdvertised ceiling
Location: Remote — BangladeshProject-basedLast reviewed Jul 19, 2026
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Family Medicine / Primary Care Physician/MD (San Francisco based, Talent Network)
$170 - $190 / hourFirm hourly pay
Location: San Francisco, California (on-site)Location-specificContractorLast reviewed Jul 15, 2026
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