RLHF

Finance Expert

Requirements

  • Finance
  • Advanced (degree or CFA)

The engagement

freelance - hourly-contract

Commitment10-20 hrs/week
Duration2-3 weeks
LocationRemote

About Wiingy's talent network

Join Wiingy AI's Finance Expert Network to work with the frontier AI labs that rely on expert-grade financial judgment. This is an open application for future contract opportunities matched to your background - not a specific job posting. Complete your profile, pass our expert vetting, and you become eligible for finance projects as they open. We match experts to work on a rolling basis, so you apply once and stay connected to relevant opportunities as they arise.

About Wiingy projects

Experts in the finance network contribute to a range of work depending on the project:

  • Evaluating how frontier models handle advanced quantitative finance: asset pricing, derivatives and risk modeling, portfolio theory, and financial-statement reasoning.
  • Authoring reference solutions, worked analyses, and reasoning traces to the standard of a defensible analyst memo.
  • Generating and verifying training data for supervised fine-tuning (SFT), preference feedback (RLHF), and verifiable-reward (RLVR) work.
  • Flagging where model reasoning breaks: a wrong assumption, an invalid method, an unsupported conclusion.
  • Stress-testing and red-teaming outputs for subtle domain errors, and holding calibration against gold-standard items.

Projects vary in scope and duration, with typical commitments in the range of 10-20 hours per week. Each task is scoped, with its rate shown upfront, and you choose what to take on.

What we're looking for

  • Advanced degree in finance, economics, or a quantitative field, or a CFA charter (or equivalent professional standing).
  • Working fluency with valuation, stochastic models, fixed income, derivatives, or risk analytics.
  • Strong analytical communication and the ability to write a tight, defensible rationale for a technical judgment.
  • Ability to work independently and reliably in a remote environment.

Focus areas: Asset pricing · Derivatives · Fixed income · Portfolio theory · Risk modeling · Valuation · Financial statement analysis · Stochastic calculus · Quantitative finance · Corporate finance · Econometrics · Financial reasoning

How it works

This is not a specific job posting. By applying, you're joining Wiingy's finance talent network.

  • Apply once: Complete your profile, upload your resume, and confirm your work location.
  • Get verified: We review your credentials and approve qualified experts.
  • Stay matched: When projects need finance expertise, we match you based on your background and project needs.
  • Start working: Get invited to opportunities that fit your schedule and interests, and earn competitive rates working remotely on your own schedule.

Contract and Payment Terms

  • You'll be engaged as an independent contractor; projects can be extended, shortened, or concluded based on need and performance.
  • Fully remote, completed on your own schedule.
  • Rates are shown upfront per project.
  • Payment is made on a per-project or scheduled basis for work delivered.

About Wiingy AI

Ready to apply?

Remote AI work, independent contract, at your convenience.