AI training contract
Domain Contributor - Evaluation Specialist
Science & Research · Advertised USD 30-60 an hour. · 20 openings
Domain Contributor - Evaluation Specialist is contract work for micro1, reviewing and correcting what AI models produce in science & research. The output of the job is expert judgement written down: a model gives an answer, someone who knows the subject decides whether it is right and explains why.
What it requires. No credential is stated on this listing beyond experience in the field.
What it pays. micro1 advertises USD 30 to USD 60 an hour. It also states that pay is output based, paid per task that meets the project specifications, so the hourly figure is an advertised equivalent and not a guaranteed wage.
Where. The listing says this role is remote and names no country. micro1 says it hires talent from around the world, except people who reside in Afghanistan, Belarus, China, Cuba, Democratic Republic of the Congo, Hong Kong, Iran, Iraq, Libya, Macao, Myanmar, North Korea, Russian Federation, Somalia, South Sudan, Sudan, Syria, Venezuela, Ukraine, Yemen, and Ethiopia. So this page lists every other country as eligible, on the strength of that rule and not of anything this listing says. Requirements can still differ by role, so check the application page on micro1 before you apply.
micro1 lists 20 openings on this role.
Skills named: Domain depth, Source verification, Reasoning clarity, Evaluation expertise.
Applications are made on micro1, not here. WFA Digital is independent of micro1 and may receive a referral fee if you are hired, at no cost to you.
Full listing, as published by micro1
Role Title: Domain Contributor - Evaluation Specialist Role Type: Contractor (~15 hrs/week) Location: Remote micro1 is engaging Domain Contributor - Evaluation Specialists to support an internal project evaluating and improving advanced AI models. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Flexible, pay-per-task work across history, law, finance, journalism, and tech, for experts with prior AI training experience. Scope of Work Design nuanced, domain-specific tasks that probe AI model limits and surface reasoning flaws. Author questions and scenarios demanding deep subject knowledge, beyond general understanding. Assess AI-generated outputs, validating accuracy against authoritative, primary sources in your area of expertise. Document clear rationales for model shortcomings, specifying missed reasoning, source errors, or nuances. Apply detailed task guidelines and evaluation rubrics consistently to each submission. Submit completed deliverables independently on a rolling basis, meeting project requirements for written and verbal clarity. Preferred Qualifications Proven hands-on experience with AI model training, annotation, RLHF, or evaluation. Deep expertise in a core domain: history, archival or library science, law (paralegal, legal academic, compliance), finance (equity research, PE/VC, forensic accounting), journalism, or technology/industry history. Advanced research skills with a track record of verifying complex claims against authoritative sources. Exceptional written and verbal communication skills to articulate findings and feedback. Demonstrated ability to precisely follow detailed instructions and evaluation frameworks. Background in adversarial or “stomp the model” task design is advantageous. Graduate-level research, experience at a Fortune 100 company, or professional fluency in a non-English language a plus. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.
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Rate, openings and requirements checked 2026-10-22 against micro1's own public postings.