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Outlier

About the Company
Outlier is the world's leading expert platform, connecting an elite network of contributors to train AI for OpenAI, Meta, and Microsoft — ensuring the AI shaping personal finance is built by the people who understand it best.
About the RoleWe're looking for experienced personal finance professionals to help train AI models to reason through real-world client scenarios with the same rigor, judgment, and care you'd bring to your own clients' work. Earn up to $90/hr, with additional incentive-based earnings
ResponsibilitiesDesign and solve complex, real-world client scenarios to train AI in expert personal financial planning.Critique AI-generated deliverables for accuracy and sound reasoning, ensuring every output meets the standards you would hold your own client work to.
Common TasksWrite a prompt — write simple prompts that act as a starting point for AI models.Correct an AI model's chain of thought — review, analyze, and rank AI models' reasoning for correctness and approach.Improve / Approve a response — work through a model's step-by-step response, refining or signing off at each stage.
QualificationsWe're looking for hands-on professional experience serving individual clients in one or more of the following:
Personal tax — preparing individual (1040) returns, personal tax planning, capital gains, self-employment/quarterly taxes.Investments & retirement — advising individuals on portfolios and retirement accounts (asset allocation, rebalancing, 401(k)/IRA/Roth, Social Security).Financial planning — comprehensive personal planning (budgeting, cash flow, debt, goals).Estate planning (non-attorney) — estate and gift tax, trust administration, beneficiary planning, fiduciary accounting.Debt & life events — student loans, mortgage refinance, credit-card payoff, home affordability, 529/college planning.Equity comp & self-employed finances — RSUs, stock options, ESPP, or freelancer/self-employed personal cash-flow.
Note: We're looking for individual-client-facing experience — not institutional or corporate finance backgrounds.


Personal Finance Expert

What the job involves