Freelance FP&A Expert AI Evaluator

Uber AI Solutions is Uber's marketplace connecting skilled freelancers with Generative AI researchers and product teams working on cutting-edge AI systems. We partner with independent contractors to support large-scale model evaluation, alignment, and quality initiatives.
 

As a Freelance Financial Planning and Analysis (FP&A) Expert, you will pair genuine finance knowledge with hands-on GenAI-evaluation experience to design challenging, realistic prompts backed by public source documents that contain variance analysis and forward-looking calculations where the math is central. You will then probe where the model breaks, and encode expert judgment into precise, gradable rubrics and a canonical 'golden' answer. You own an end-to-end evaluation task from prompt design through reviewer sign-off.

This is hands-on modeling and analytical work — building and deriving numbers, not describing them. It is not an accounting, audit, compliance, or reporting role.

What you'll work on

• Apply your FP&A expertise to help create and evaluate complex AI prompts and responses.
• Conceptualize and draft realistic, multi-step prompts that mirror real financial assignments and require derivation and reconciliation.
• Identify and document genuine model failures by writing specific, objective, and actionable explanations.
• Build comprehensive evaluation rubrics that trace formula inputs and carefully separate extraction from calculation.
• Produce fully correct, deliverable-quality golden responses that satisfy all criteria using industry-standard formatting.
• Complete our onboarding process and strictly follow the disciplined authoring and review workflow for each task.
• Closely follow guidelines, run AI quality checks on your own work, and resolve any issues in the feedback loop before final submission.

Engagement details

• Location: Remote (United States)
• Engagement Type: 1099 Freelance / Independent Contractor, through the Uber AI Solutions platform
• Engagement Duration: 40 hours over 1-2 weeks

Who we're looking for

• 5+ years of experience in a financial role with a strong background in FP&A.
• CPA or MBA-Finance; CFA charterholder Level II or III, CA, or FRM also valued.
• Deep understanding of variance analysis, budget-to-actual reconciliation, and driver-based forward-looking modeling.
• Demonstrated ability to read primary source documents (10-Ks, 10-Qs, board and management reporting packs) and perform multi-step calculations from them.
• Familiar with rolling forecast construction, KPI bridge analysis, and scenario modeling.
• Comfortable working independently on detail-oriented tasks.
• Strong analytical and written communication skills.
• Prior hands-on experience with GenAI / LLM evaluation and prompt engineering, rubric or golden-answer authoring, data annotation, RLHF, red-teaming, or model quality assessment.

Why this matters

Your expertise will help improve how AI systems handle complex finance topics, making outputs more accurate, reliable, and better aligned with real-world financial reasoning.