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Rubrics Expert

$35 - $50/hr Worldwide Remote · worldwide expert Contract / freelance
Pay rate · $35 - $50/hr
  • Job Description
  • Rubrics Expert
  • Contract
  • Remote

Job Summary

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.

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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