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Legal & Compliance Specialist Rubric Design Expert

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Job details

Pay

$120 USD/hr

Engagement

Contract, part-time

Location

Remote

United States only

Posted

Sep 30, 2026

OpenTrain on Trustpilot

The work

You will turn professional legal and compliance judgment into training data for AI systems. The work includes writing challenging scenarios, defining what strong answers must contain, and reviewing model responses for sound reasoning and appropriate risk analysis.

  • Write realistic legal and compliance questions that require expert analysis.
  • Design rubrics covering key issues, standards, reasoning, completeness, exceptions, jurisdiction, risk, and critical errors.
  • Evaluate AI responses for accuracy, relevance, completeness, reasoning quality, and professional rigor.
  • Identify unsupported conclusions, incorrect rule application, missing exceptions, faulty assumptions, and poor risk prioritization.
  • Review peer rubrics for ambiguity, redundancy, hidden assumptions, excessive subjectivity, and inaccurate legal expectations.
  • Create reference analyses, answer frameworks, critiques, preference data, and reference-answer pairs for RL and SFT workflows.
  • Distinguish clearly between factual analysis, legal interpretation, professional judgment, and uncertainty.

Requirements

This is a US-based part-time contract role.

  • Time: 20+ hours per week.
  • Education: JD, LLB, LLM, law degree, compliance qualification, or equivalent professional background.
  • Experience: At least three years in law, regulatory compliance, legal research, policy, risk, privacy, financial compliance, contracts, or a related field.
  • Language: Professional English proficiency at minimum C1 level.
  • Expertise: A clearly defined legal, regulatory, or compliance domain.
  • Skills: Assess controlling issues, rule application, material risks, legitimate alternative interpretations, terminology, authority, jurisdiction, factual assumptions, materiality, and conclusions.
  • Rubric writing: Define required issues, standards, exceptions, omissions, and reasoning quality.
  • Skills: AI evaluation, Compliance, Contracts, Corporate law, English, Expert review, Financial regulation, Issue spotting, Law, Legal analysis, Legal reasoning, Model evaluation

Open to applicants in

  • United States

Helpful background

Experience in legal education, examination writing, peer review, legal editing, quality assurance, policy drafting, compliance testing, supervisory review, AI evaluation, legal AI, data annotation, RLHF, model benchmarking, or rubric-based scoring can support this work.

How to apply

  1. Press Apply now. You create a free account and add your resume.
  2. Complete your application for this role on OpenTrain.

Job ID: cmuns5y7v00040agmay36cuwd

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