Finance Domain Expert

What you’ll do

• 01Work with the data product and engineering teams through interviews, material review, and hands-on platform use.
• 02Map real workflows such as financial modeling and research writing into enumerable task systems with clear difficulty levels.
• 03Design high-quality, discriminating tasks from foundational to advanced levels, grounded in real business scenarios.
• 04Write reproducible reference answers and scoring rubrics with explicit scoring points and judgment boundaries.
• 05Review task and annotation quality, arbitrate disputed cases, and continuously improve the system.

What we’re looking for

• 013+ years in sell-side research, buy-side investment, private equity, or professional valuation; recent hands-on modeling or research experience preferred.
• 02Deep command of financial modeling (DCF, comparables, LBO, etc.) and research-report production, including complete workflows and quality standards.
• 03Strong analytical decomposition: able to turn complex professional work into clear, structured tasks and standards.
• 04Clear communicator who can make tacit finance knowledge legible to a non-finance team.
• 05CFA / FRM or a strong finance or accounting background is preferred.

Bonus points

• Deep sector coverage in TMT, consumer, healthcare, new energy, or another industry.
• Teaching or mentoring experience and an ability to systematize methodology.

Terms

Project-based, paid monthly at ¥20k–30k depending on experience. Remote or on-site; at least 8 hours per week, with a recommended commitment of one month or longer.