Pay: $60 - $90/hour
Required Skills
federal individual income tax law interpretation
internal revenue code analysis
tax research and compliance
written communication
legal logic and reasoning
rubric and checklist development
ai-generated content evaluation
scenario creation and testing
identifying ambiguities and exceptions in legislation
digital review platforms
attention to detail
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: Tax Practitioner, Federal Individual Income Tax (CPA/EA/Tax Attorney)
Role Type: Contractor
Location: Remote
micro1 is engaging Tax Practitioners, Federal Individual Income Tax (CPA/EA/Tax Attorney)s to participate in a project supporting a customer. 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.
Scope of Work
Read and interpret federal individual income tax law, including the Internal Revenue Code, Treasury regulations, and IRS guidance at the level of specific subsections and provisions.
Develop precise rubrics and checklists that define the requirements a correct answer must satisfy, grounded strictly in authoritative sources.
Assign technical severity to each requirement, accurately distinguishing between critical, secondary, and minor elements.
Review and evaluate AI-generated tax analyses and computations, scoring each response against your criteria for accuracy and completeness.
Compose detailed, self-contained test scenarios (including edge cases) for criteria that fail, specifying facts, dates, filing status, and expected results.
Identify and flag ambiguities, statutory exceptions, or conflicts in the law or guidance, providing structured written feedback within the digital review platform.
Submit clear, structured written evaluations to support ongoing system improvement.
Preferred Qualifications
Active CPA license, Enrolled Agent designation, or experience as a US tax attorney with federal individual income tax focus.
Extensive hands-on experience preparing or planning federal personal income tax matters for individuals.
Demonstrated ability to read, analyze, and interpret the Internal Revenue Code, regulations, and related guidance beyond simple return preparation.
Proficiency with legal logic constructs, such as conditions, thresholds, phase-outs, exceptions, and defined terms.
Exceptional written communication skills with an emphasis on clarity, objectivity, and reproducibility of criteria and outcomes.
Familiarity with complex return issues such as investments, self-employment income, equity compensation, rental property, or multi-state/international items.
Interest in the intersection of tax compliance and technology, especially as it relates to AI and digital review platforms.
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