AI training contract
Humanitarian Aid Representative
Humanities · USD 30-70 an hour. · 3 openings
Humanitarian Aid Representative 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 30 to USD 70 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 says this role is remote and names no country. micro1 says it hires talent from around the world, except people who reside in Afghanistan, Belarus, China, Cuba, Democratic Republic of the Congo, Hong Kong, Iran, Iraq, Libya, Macao, Myanmar, North Korea, Russian Federation, Somalia, South Sudan, Sudan, Syria, Venezuela, Ukraine, Yemen, and Ethiopia. So this page lists every other country as eligible, on the strength of that rule and not of anything this listing says. Requirements can still differ by role, so check the application page on micro1 before you apply.
micro1 lists 3 openings on this role.
Skills named: Civilian-protection judgment, IHL grounding, Proportionality reasoning.
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: 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.
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Rate, openings and requirements checked 2026-10-24 against micro1's own public postings.