AI training contract
Human Intelligence Collector
Humanities · USD 25-65 an hour. · 10 openings
Human Intelligence Collector is contract work for micro1, reviewing and correcting what AI models produce in humanities. 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. USD 25 to USD 65 an hour, as published by micro1. Rates in this category track how rare the credential is rather than how hard the work is.
Where. The listing's location line reads "Remote, US-based preferred". That does not settle where you can apply from, so check on micro1's page before you count on being eligible.
micro1 lists 10 openings on this role.
Skills named: Elicitation strategy, Real-time cue reading, Reliability assessment, Interrogation/investigative questioning, Attention to detail.
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: Human Intelligence Collector Role Type: Contractor (at least ~15 hs a week) Location: Remote, US-based preferred. micro1 is engaging Human Intelligence Collectors to contribute their expertise in elicitation and investigative questioning on a specialized customer project. 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. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for those with a background in complex interviewing or intelligence collection, and a keen ability to interpret subtle verbal and behavioral cues. Your written and verbal communication skills will play a pivotal role as you document your reasoning and analysis for technical and non-specialist audiences alike. Scope of Work Conduct or assess structured elicitation and interview sessions to extract accurate and relevant information from varied subjects Establish rapport with participants to encourage open communication without applying pressure or coercion Analyze responses in real-time, reading tone, pacing, and nonverbal cues, and dynamically adjusting questioning strategies Assess the internal consistency, reliability, and potential evasiveness of responses, providing confidence assessments for each interaction Identify and annotate emotional and motivational drivers influencing participants' responses Document your analytical reasoning in a clear, traceable manner to support downstream review and learning Score or annotate sessions according to a detailed rubric, maintaining objectivity and consistency across multiple cases Preferred Qualifications 3–5+ years of experience in professional interviewing, intelligence elicitation, or investigative questioning (e.g., military HUMINT, law-enforcement interviewing, skilled negotiation) Training in recognized interviewing methodologies such as the PEACE model, cognitive interviewing, or similar frameworks Expertise in real-time interpretation of paralinguistic and nonverbal cues (tone, pacing, hesitation, gestures) Demonstrated ability to clearly justify analytical reads in writing, not just by intuition Exceptional written English skills with a focus on clarity, precision, and defensibility Experience working with diverse populations or through interpreters Familiarity with data annotation, AI model evaluation, or after-action/assessment report writing
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Rate, openings and requirements checked 2026-09-25 against micro1's own public postings.