Legal & Compliance Specialist – Rubric Design
Status: Open
- Pay
- $120/hr
- Location
- Remote
- Employment type
- contract
About this opportunity
Required skills
- Law
- Legal Analysis
- Compliance
- Regulatory Compliance
- Privacy
- Corporate Law
- financial regulation
- Risk Assessment
- Contracts
- AI Evaluation
- Rubric Design
- rubric writing
- Issue Spotting
- Model Evaluation
- Legal Reasoning
- Expert Review
- English
What you'll do
- Create legal and compliance tasks: Develop realistic, difficult scenarios requiring expert analysis and professional judgment.
- Design detailed rubrics: Define relevant issues, rules, standards, analytical steps, exceptions, risks, and critical errors.
- Evaluate AI-generated analysis: Assess responses for accuracy, completeness, reasoning quality, relevance, and professional rigor.
- Review issue spotting: Determine whether the model identifies the material legal or regulatory considerations.
- Assess reasoning quality: Identify unsupported conclusions, incorrect application of rules, missing exceptions, and faulty assumptions.
- Critique peer rubrics: Review rubrics for missing issues, ambiguity, redundancy, excessive subjectivity, or inaccurate legal expectations.
- Develop reference content: Create high-quality analyses, answer frameworks, critiques, and gold-standard examples.
- Support AI training: Produce questions, rubrics, evaluations, preference data, and reference-answer pairs for RL and SFT workflows.
- Maintain professional quality: Ensure content appropriately distinguishes factual analysis, legal interpretation, professional judgment, and uncertainty.
Requirements
- JD, LLB, LLM, law degree, compliance qualification, or equivalent professional background relevant to the stated specialty.
- Professional legal qualification or bar admission is strongly preferred for attorney-focused roles.
- Strong professional proficiency in English, minimum C1.
- 3+ years of professional experience in law, regulatory compliance, legal research, policy, risk, privacy, financial compliance, contracts, or a related field.
- Demonstrated expertise in a clearly defined legal, regulatory, or compliance domain.
- Ability to create challenging professional scenarios requiring issue spotting, interpretation, analysis, and judgment.
- Strong ability to design rubrics defining required issues, applicable standards, reasoning steps, relevant exceptions, risks, and critical omissions.
- Ability to distinguish between legitimate alternative legal interpretations and objectively deficient analysis.
- Comfortable reviewing and critiquing rubrics developed by other legal or compliance experts.
- Strong attention to detail when evaluating terminology, factual assumptions, jurisdiction, authority, exceptions, materiality, and conclusions.
- Experience with legal education, examination writing, peer review, legal editing, quality assurance, policy drafting, compliance testing, or supervisory review is strongly preferred.
- Prior experience with AI evaluation, legal AI, data annotation, RLHF, model benchmarking, or rubric-based scoring is preferred.