Senior Code Reviewer for LLM Data Training (Excel)
SME Work

About Company
SME is a platform that bridges subject-matter experts with AI projects, enabling them to contribute their knowledge to improve AI models. It offers flexible opportunities to work on tasks like data labeling, quality assurance, and domain-specific problem-solving while earning competitive pay.
About the Role
We’re hiring a Code Reviewer with deep Excel expertise to review evaluations completed by data annotators assessing AI-generated Excel code responses. Your role is to ensure that annotators follow strict quality guidelines related to instruction-following, factual correctness, and code functionality.
Responsibilities
- Review and validate annotator assessments of AI-generated Excel formulas, functions, and VBA code.
- Evaluate whether Excel outputs accurately follow prompt instructions and deliver correct results.
- Use your Excel expertise to replicate and test formulas or macros as part of a proof-of-work methodology.
- Identify and correct errors or inconsistencies in annotator evaluations, including misjudged ratings and flawed justifications.
- Provide detailed, constructive feedback to help maintain high annotation quality standards.
- Adhere to the Project Atlas framework for consistent and reliable evaluation practices.
Required Qualifications
- 5–7+ years of hands-on experience in Excel development, spreadsheet QA, or code review.
- Strong command of Excel functions, formulas, data validation, error handling, pivot tables, and possibly VBA scripting.
- Proven ability to debug and test Excel workbooks in diverse scenarios.
- Familiarity with testing or code execution environments relevant to Excel.
- Strong written communication skills and an ability to provide clear, actionable feedback.
- Experience working with structured QA or annotation workflows.
- Proficiency in English (B2 level or above).
Preferred Qualifications
- Experience in AI training, LLM evaluation, or prompt engineering.
- Familiarity with annotation tools or platforms.
- Understanding of RLHF (Reinforcement Learning from Human Feedback) principles and practices.
Compensation
- $15/hour, remote contract position.
Why Join Us?
Join a high-impact team working at the intersection of AI and software development. Your Excel expertise will directly influence the accuracy, safety, and clarity of AI-generated code. This role offers remote flexibility, milestone-based delivery, and competitive compensation.
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