211 Specialist
$30 to $40/hIndicative range provided by micro1
Posted on October 12, 2026 · Applications until December 11, 2026
Only: United States
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This remote contractor evaluates and improves AI systems on government services by reviewing questions, writing evaluation rubrics, and checking AI-generated answers for accuracy. The role requires experience as a 211 Specialist or Benefits Navigator and one or more years of high-volume public contact.
Description in English, as published by micro1.
Role Title: 211 Specialist
Role Type: Contractor
Location: Remote
Time Commitment: 10-20 hours/week, short-term project
micro1 is looking for 211 Specialists to help evaluate and improve AI systems on government services topics. You’ll use your experience answering the public to check that questions sound like real callers and that answers would actually help them. Accuracy comes first. No AI experience is needed; your domain knowledge is what matters.
Scope of Work
- Review sample questions and flag any that don’t sound like what real callers ask.
- Write rubrics that define a correct, complete answer, including the right referrals and next steps for the caller.
- Evaluate AI-generated answers against your rubrics, flagging errors, omissions, outdated guidance, and answers that wouldn’t help a real caller.
- Share clear written feedback with the project team, working asynchronously.
Required Qualifications
- Experience as a 211 Specialist, Information & Referral Specialist, or Benefits Navigator, answering public questions about government services
- 1+ years of regular, high-volume public contact (phone, chat, or in person)
- Working knowledge of public benefits and community resources
- US-based
- Able to start quickly and commit 10-20 hours/week
- Clear, precise writing
Nice to Have
- Experience with crisis intervention or needs assessment
- Experience using community resource databases
- Experience creating guides, scripts, or training materials
- Experience helping a diverse range of callers, including rural and Spanish-speaking communities
10 openings
Only: United States
About micro1
micro1 is an AI data lab that hires remote experts to train and evaluate models. The original posting is on their site.
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