Human Intelligence Collector
micro1 is hiring a Human Intelligence Collector for a remote role open to applicants in United States. It pays $25-$65/hr and Level rates it ; you can apply on Level.
Level's read on this job
- Level rates this role Little AI ●○○○: aI is not part of the work.
- The posting lists this role as remote.
- Tools and skills the posting cites include AI evaluation and AI data labeling.
- Level files it as a mid-level role.
- Level lists 119 other open roles at micro1.
AI in this role
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
How we rate this
Human Intelligence Collector at micro1 rates 19 out of 100 for how much of the daily work is AI. That makes it Little AI (AI Level 1 of 4). The level is about AI in the job, not seniority.
Little AI. AI is not part of the work.
- ●●●● Builds AI80 to 100
- ●●●○ Works on AI60 to 79
- ●●○○ Uses AI40 to 59
- ●○○○ Little AI0 to 39
Levels come from how often the tools, models and workflows of the role are named in the posting itself. Open the description and count.
Prepare for this job
Built from this posting and from similar jobs on Level.
Skills and AI tools this role asks for
Questions you could be asked
- How do you decide that one model's output is better than another's for a given task?
- How do you keep labeling instructions consistent across a large annotation team?
Adapt your resume
- List these exact terms on your resume: AI Evaluation and AI Data Labeling. An applicant tracking system matches the wording, not the idea.
- Attach one line of real, concrete experience to at least one of them. A tool named with nothing behind it rarely survives a human read.
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