Legal Expert (Employment & Labor Law)

Pay: $80 - $130/hour

Required Skills
Employment Attorney
Labor & Employment Counsel
Employment Litigation Attorney
About micro1
micro1 is a data lab that helps AI labs & Enterprises train foundational models and agents. We provide frontier evaluations and reinforcement learning environments to improve LLM capabilities, as well as contextual evaluations to monitor and improve AI agents in enterprise settings.

Our AI recruiting agent sources and vets domain experts for our data platform that enables rapid production of high-quality training data. Our research spans high-value, specialized domains (legal, medical, finance, coding, etc.), where expert-level data is the hardest to produce and most valuable for advanced model performance. Our pipeline performance system ensures both quality and velocity.

Role Title: Legal Expert (Employment & Labor Law)

Role Type: Contractor

Location: Remote

micro1 is engaging Legal Experts (Employment & Labor Law) to contribute specialized knowledge to a customer-related initiative focused on legal data annotation. 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. Professionals participating in this project will leverage their nuanced understanding of U.S. labor and workplace regulations to ensure the accuracy and relevance of annotation assignments addressing workplace disputes, wage and hour compliance, workplace investigations, agreements, and related statutory topics.

Scope of Work

Analyze and interpret a variety of legal documents and scenarios relating to labor and workplace matters.
Create, review, and refine annotation tasks designed to train AI models on complex legal issues, including workplace disputes and compliance requirements.
Evaluate and summarize agreements, policies, and investigation documentation for accuracy and regulatory alignment.
Identify key legal issues and ensure precise categorization and labeling of data on matters such as wage and hour compliance, workplace disputes, and employee benefits.
Collaborate with project managers and AI specialists to refine task guidelines and ensure data integrity.
Maintain up-to-date awareness of relevant U.S. laws, regulations, and industry best practices as they pertain to project deliverables.
Provide constructive written and verbal feedback to help enhance annotation quality and protocol clarity.

Preferred Qualifications

Active license to practice law in the United States with significant experience in labor and workplace law.
Demonstrated expertise as a practitioner or counsel in matters involving workplace disputes, wage and hour issues, agreements, and investigations.
Prior experience in legal analysis, litigation, or compliance advisory roles within the field of U.S. workplace regulation.
Exceptional written and verbal communication skills, with a strong attention to detail in documentation and review.
Proven ability to interpret and categorize complex legal information for non-legal audiences.
Familiarity with legal data annotation, e-discovery, or legal technology initiatives is a plus.
Commitment to maintaining confidentiality and exercising sound professional judgment throughout all project assignments.
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