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finance expertise to work on frontier AI
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How your finance expertise shapes more reliable AI
Frontier AI still struggles with problems that require deep financial reasoning. Your expertise helps AI teams identify where models fail, create better training data, and measure whether new models are actually improving. Work alongside other experts on projects where rigor, accuracy, and sound judgment matter.
Create
Develop original problems, solutions, and explanations that test advanced financial reasoning.
Review
Evaluate & improve
Getting started
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What kinds of finance expertise are we looking for?
International Finance
Financial Statement Analysis
Financial Markets & Institutions
Draw on knowledge of how markets, banks, and financial institutions actually function. You may develop questions grounded in real market mechanics, or evaluate whether a peer's reasoning holds up against institutional structure.
What the work actually
looks like
Write field-specific multiple-choice questions and answers grounded in real financial reasoning.
Design one clear, defensible correct answer for each question.
Review peer contributors' questions for accuracy and clarity.
Cohort-based collaboration
Contributors work within a cohort, with live learning sessions and shared incentives tied to project milestones over the life of a roughly three-month project.
Precision by design
Every question needs one clear, defensible correct answer grounded in real financial reasoning — not a trivia fact, but a problem that requires actually working through the finance.
Expert judgment over shortcuts
That precision is what makes a question useful for training a model, rather than just filling out a dataset.
Why Snorkel AI
Do work that actually matters
Your financial expertise directly shapes how AI models reason about finance — not busywork that gets thrown away.
No AI experience required
What matters is deep expertise in finance. We'll never ask you to learn a new field to qualify.
Get paid for your expertise, not your hours
Total flexibility
This is remote and flexible work — hours depend on the assignment, not a fixed weekly minimum.
Built for real expertise
We look for a completed Master's or Doctorate-level degree in a finance-related topic. Open to eligible U.S.-based contractors; residents of California are not currently eligible.
A vetted community, and your choice, always
We verify every expert's identity and credentials for real, and participation in any project is entirely voluntary.
