Micro1 review · AI Training & Data Labeling
Education Practitioner — Learning & Assessment Specialist (micro1)
What the work involves
micro1 is engaging Education Practitioners — Learning & Assessment Specialists — to bring their expertise to a customer's education project and help train next-generation AI systems. Your work shapes how models learn and reason about teaching: you evaluate and refine interactive learning materials such as quizzes, formative assessments and tutoring content for accuracy, pedagogical soundness and learner engagement; analyze learning interactions to judge whether they build durable understanding rather than rote answer recall; and apply and improve assessment rubrics, grading criteria and outcome-measurement tools. You'll also give expert feedback on educational content for academic rigor and alignment with learning objectives, and help develop and iterate visual and multimodal instructional resources.
Contractor role, fully remote, with US Pacific Time-zone availability strongly preferred. No prior AI experience is required — your domain knowledge is what matters.
What you'll do
- Evaluate and refine interactive learning materials — quizzes, formative assessments and tutoring content — for accuracy, pedagogical soundness and learner engagement
- Analyze learning interactions to judge whether they build durable understanding rather than rote answer provision
- Apply and enhance assessment rubrics, grading criteria and outcome-measurement tools
- Give expert feedback on educational content for academic rigor, learner appropriateness and alignment with objectives
- Develop, review or iterate visual and multimodal instructional resources
- Document observations and recommendations with clarity and precision
Requirements & eligibility
- Extensive experience as an instructional designer, learning scientist, assessment specialist or educator (K-12, higher education or edtech)
- Demonstrated success designing, evaluating or delivering tutoring, quizzes, formative assessments or interactive educational media
- Proficiency judging academic correctness, learner appropriateness and the developmental value of activities
- Hands-on practice developing or applying rubrics, outcome-measurement strategies or grading systems
- Experience creating or optimizing visual, interactive or multimodal learning materials
- Exceptional written and verbal communication
- Strong preference for US Pacific Time-zone availability (posting: "Remote - USA Preferred")
How to apply
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