We are looking for Domain Contributor - Evaluation Specialist candidates for a project delivered through the hiring partner.
What you'll do
- 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.
What you need
- Prior AI training experience.
Nice to have
- 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.
Expertise
Who you work with
Project and contracting process: the hiring partner. Applications continue on the provider's website.
Pay and hours
This role pays $30–$60/hr, for 15 h/week. The work is remote. That is about 50% below the $90 an hour median for science & research roles open now.
Who can apply from where
The provider has not confirmed country eligibility. Check the original offer before applying. With a profile, Tier1 checks your country and languages against this role and every other before you apply.

