Finance Domain Expert

What you’ll do

1. 01Work with the data product and engineering teams through interviews, material review, and hands-on platform use.
2. 02Map real workflows such as financial modeling and research writing into enumerable task systems with clear difficulty levels.
3. 03Design high-quality, discriminating tasks from foundational to advanced levels, grounded in real business scenarios.
4. 04Write reproducible reference answers and scoring rubrics with explicit scoring points and judgment boundaries.
5. 05Review task and annotation quality, arbitrate disputed cases, and continuously improve the system.

What we’re looking for

1. 013+ years in sell-side research, buy-side investment, private equity, or professional valuation; recent hands-on modeling or research experience preferred.
2. 02Deep command of financial modeling (DCF, comparables, LBO, etc.) and research-report production, including complete workflows and quality standards.
3. 03Strong analytical decomposition: able to turn complex professional work into clear, structured tasks and standards.
4. 04Clear communicator who can make tacit finance knowledge legible to a non-finance team.
5. 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.