Rubrics Expert
$35 - $50/hour
pay
Required Skills
Performance Analysis & Feedback Structuring
Rubric Design & Development
Scoring Methodology & Calibration
Assessment Validation & Quality Control
About micro1
micro1 connects domain experts to the development of frontier AI models. Real-world expertise is turned into training data, evaluations, and feedback loops that improve how models perform. AI labs and enterprises use micro1 to train models and build reliable AI agents through advanced evaluations and reinforcement learning environments. Experts contribute directly to how AI systems learn, reason, and perform across domains like finance, healthcare, engineering, and more. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality contributions at scale.
Our goal is to enable 1 billion people to do meaningful work by applying their expertise to AI. We’ve raised $40M+ in funding, and our AI recruiter has powered over 1 million AI-led interviews as our global network of experts grows into the human intelligence layer for AI.
Job Description

Job Title: Rubrics Expert

Job Type: Contract

Location: Remote

Job Summary:

Join our customer's team as a Rubrics Expert, where you will play a pivotal role in designing and validating robust rubrics for AI training projects. Utilize your expertise in performance analysis, scoring methodology, and real-world judgment to ensure the highest quality of assessment outputs. This unique opportunity allows you to combine your experience in rubric development with practical grocery shopping insights to elevate the accuracy and realism of AI models.

Key Responsibilities:

Design, develop, and refine comprehensive rubrics tailored to AI training and assessment needs.
Analyze task performance and provide structured, actionable feedback to guide improvement and calibration.
Establish and document effective scoring methodologies that ensure consistency, fairness, and high-quality outcomes.
Lead calibration sessions to align evaluators and maintain rubric integrity across projects.
Validate assessment outputs for accuracy, reliability, and alignment with project objectives.
Oversee quality control processes, making data-driven recommendations for rubric enhancements.
Collaborate with cross-functional teams to integrate prompt design principles and grocery shopping scenarios into assessment frameworks.

Required Skills and Qualifications:

Proven expertise in rubric design, performance analysis, and feedback structuring for complex assessment environments.
Strong background in scoring methodology development and calibration for AI or educational projects.
Demonstrated success in assessment validation and quality control processes.
Exceptional written and verbal communication skills, with the ability to convey nuanced judgment and rationale.
Experience with prompt design and rubric creation for AI-driven initiatives.
Practical, hands-on grocery shopping experience (via apps, delivery, in-store, or pickup) to inform realistic scenario assessments.
Detail-oriented, analytical, and adaptable approach to evolving project requirements.

Preferred Qualifications:

Previous experience in AI data training or human data evaluation projects.
Background in instructional design, educational assessment, or related field.
Familiarity with agile work environments and cross-functional project collaboration.
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