WFH.teamOpen app$166k-$312k
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What this posting tells you
Remote contractor engagement applying humanitarian and civilian-protection expertise to develop scenarios and evaluate AI-generated responses, with emphasis on IHL, proportionality, and civilian harm. No salary or specific experience or education requirements are stated.
Design and creative, Education, Operations, Product
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Timezone overlap is not stated.
Not specified · Contractor
- Eligible hiring countries are not stated
- Required timezone overlap is not stated
Design and creative hiring on WFH.team
This role's listed pay is above the median among 200 comparable roles shown here. Category counts come from WFH.team's latest published remote job market snapshot.
Explore the remote job marketHumanitarian Aid Representative at micro1
Role Title: Humanitarian Aid Representative
Role Type: Contractor
Location: Remote
micro1 is engaging Humanitarian Aid Representatives to contribute their field expertise in humanitarian and civilian protection for a unique 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. The focus of this engagement is to design, review, and refine scenarios involving civilian harm, protected persons, and the boundaries of legitimate activity, ensuring responses are grounded in International Humanitarian Law (IHL) and best practices in humanitarian action. Strong written and verbal communication skills are highly valued, as your insights and documentation will directly influence AI performance and sensitivity to complex humanitarian concerns.
Scope of Work
Develop nuanced cases and scenarios focused on civilian protection, proportionality, and humanitarian constraints for AI model evaluation.
Assess and grade AI-generated responses for accuracy, depth of reasoning, and sensitivity to civilian-harm considerations.
Identify and flag instances of excessive caution or insufficient restraint in model responses, highlighting humanitarian implications.
Document challenging or ambiguous cases from a humanitarian perspective to inform future training and refinement.
Collaborate with project stakeholders to clarify humanitarian concepts and contribute to guidance on IHL-related reasoning.
Maintain precise, clear, and context-rich records of findings and recommendations.
Preferred qualifications
Background in humanitarian operations, protection, or policy with organizations such as ICRC/Red Cross, UN agencies, or major NGOs.
Strong grounding in International Humanitarian Law and civilian-protection principles.
Experience in teaching, training, or field leadership related to humanitarian action or IHL dissemination.
Exceptional written and verbal English communication skills, especially in crafting and reviewing complex case material.
Proven ability to apply proportionality reasoning in conflict or protection scenarios.
Experience documenting or reporting on edge cases or challenging humanitarian situations.
Conflict-zone fieldwork, protection-cluster participation, or IHL-dissemination experience is highly valued.
Learn More About Our Government & Defense Work
At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks.
Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding.
Learn more: https://www.micro1.ai/benchmark/mission-report
Working remotely at micro1
micro1 builds human-expertise data and evaluation infrastructure for AI models and agents. It recruits core-team employees and domain experts for AI training projects.
- Headquarters
- San Francisco Bay Area, California, United States
- Founded
- 2022
Expert opportunities are remote and can be flexible. International applicants are considered, subject to country exclusions and each project's requirements. Core-team work arrangements vary by opening; check the individual posting.
Apply through the official posting. Expert applicants complete an AI interview and skills certification, followed by project selection and onboarding. Certification does not guarantee a project or immediate work.