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Verified partner opportunity

Domain Contributor - Evaluation Specialist

Per task · rate not stated

micro1Remote · Check country eligibility on the official listingContract

Compensation terms differ: the listing advertises $30 - $60 / hour, but its description states payment is output-based per accepted task.

Is this a fit?

  • Review the official description below for experience and equipment requirements.
  • Confirm location eligibility, language requirements and weekly availability with the partner.

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What happens next

  1. Continue to the official listing and enter your application details; have your resume ready.
  2. Complete the role-specific screen or assessment requested by the partner.
  3. Confirm availability, location eligibility and work authorization if requested. The partner determines the exact process.
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Last verified 2026-10-23

Exact listing verified. HumanitApp is independent from micro1 and may receive a referral fee; the partner controls assessment and hiring.

Ready to continue?Domain Contributor - Evaluation Specialist

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Listing overview

Compensation terms differ: the listing advertises $30 - $60 / hour, but its description states payment is output-based per accepted task. The task rate is not stated. Confirm the task rate and acceptance requirements directly with 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.

Relevant skills

Domain depthSource verificationReasoning clarityEvaluation expertise

Compensation context

The listing states Per task · rate not stated. Confirm the final rate, workload, and payment terms during the official application process.

Qualification checklist

  • Review the official description below for experience and equipment requirements.
  • Confirm location eligibility, language requirements and weekly availability with the partner.

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Before you apply

Referral and application questions

How should I compare the listed pay?

The listing states Per task · rate not stated. Confirm the final rate, workload, and payment terms during the official application process.

Does Apply use a referral link?

Yes. The button opens the exact verified micro1listing using the referral URL published for this role.

Is HumanitApp the employer?

No. HumanitApp independently curates the opportunity. The partner platform manages applications and hiring decisions.

Must I share my details here?

No. Choose the primary Apply action to continue directly without giving HumanitApp your name or email address.

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