
Investment Banking & M&A - Finance Domain Expert
Listing checked August 29, 2026 · pay as published by Mercor
Overview
An AI lab building frontier models needs a senior finance practitioner to judge what correct financial reasoning looks like. You will work inside the client's own tools alongside their research and program management teams, reviewing finance knowledge tasks and writing instruction specs that define quality. Your background in investment banking or M&A matters more than general business experience, since the models must handle real professional work. Employment is full-time W-2 through Cincinnatus LLC, based in the Bay Area with on-site presence required multiple days each week.
What You'll Do6
- 1Audit finance knowledge tasks and model responses for missing steps, thin reasoning, and conclusions that sound correct but would not survive a professional review.
- 2Write instruction specifications and golden answers that define what a complete and defensible finance answer contains.
- 3Develop new finance problems and evaluation sets modeled on real investment banking and M&A transactions.
- 4Work with client researchers to build finance-specific evaluation tools and skill definitions.
- 5Convert tacit financial judgment into explicit, rubric-based criteria for model grading.
- 6Provide structured written feedback on tasks and model outputs to raise quality over time.
Requirements8
- 1Five or more years of full-time finance experience at an investment bank, asset manager, private equity or credit fund, Big Four firm, large corporate finance team, or financial regulator.
- 2Deep expertise in one finance discipline such as investment banking, M&A, corporate finance, asset management, private credit, quantitative risk, treasury, or audit.
- 3Career progression to a senior individual contributor or leadership post: VP, Director, Principal, Managing Director, Portfolio Manager, Controller, or CFO.
- 4An MBA, MS, or PhD in a finance-related field, or a CFA, CPA, FRM, or actuarial credential (strongly preferred).
- 5Hands-on use of large language models in your professional workflow, plus the ability to separate rigorous reasoning from fluent but incorrect output.
- 6Reliable availability for 40 hours per week across a six-month initial engagement.
- 7Bay Area residence with the ability to work on-site several days a week; candidates elsewhere must relocate at their own expense.
- 8Exceptional written English, including the skill to deliver precise and usable feedback.
Who Should Apply
The right candidate works every day with complex transactions or valuations and can explain why a model's answer is wrong the way they would in a deal memo. Someone whose finance exposure sits on the edges, such as a strategy consultant who builds a model once a quarter, will not pass the screening. Candidates also get rejected when they show no hands-on use of chatbots or LLMs in their own workflow, because the role hinges on judging model output. Concrete examples of your judgment and tight, specific written feedback carry more weight than a slick interview performance.
Salary Insight
The posted rate is $100 to $150 per hour. For a senior finance professional with investment banking or M&A depth, that range outperforms many W-2 contract roles in AI training, where pay often rewards narrow domain expertise over broad business experience.
Pay and demand for Finance & Accounting roles
AggregatedTypical pay
$70/hour
This role
$100–$150/hr
Most Finance & Accounting roles pay $40–$100 per hour. This role's pay sits above that range.
Based on 1,042 similar roles that publish pay · 302 publish only a top rate; those count at the rate they gave
Rates shown per hour. Yearly and monthly pay converted; one-time fees and non-USD pay are not included.
- Live similar roles
- 1,198
- Listed in last 30 days
- 449
- Remote
- 98%
Hiring most right now: micro1 (342) · SME Careers (253) · Mercor (146)
Most requested skills · share of roles
- ai training14%
- ai evaluation12%
- llm evaluation12%
- data annotation9%
Figures from Finance & Accounting roles live on NearSkill when this page loaded. A role can close before you apply, so check the listing itself.
Compare your resume against these rolesLocation
Compensation
$100–150/hr
Required Skills
Application Tip
Include one detailed example in your application of a time you caught a flaw in an AI-generated financial analysis, and show the flawed answer alongside your correction to demonstrate both your domain depth and your ability to write actionable feedback.
How NearSkill helps you apply
1. Check your job match
We compare your resume with the job requirements to help you understand how well your experience fits.
2. Continue to the employer’s website
We’ll direct you to the employer’s application portal, where you can complete the application.
3. Get updates by email
If NearSkill is handling follow-up for this role, we’ll email you when there’s an update on your screening.
Want to check your fit first?
See how your resume matches this role before applying.
Check my job matchSimilar open positions
Explore active roles that match your skills and interests.

Mercor
VerifiedFinance Domain Expert — AI Training & Evaluation
A leading AI lab's GenAI team needs a senior finance practitioner to judge and improve how frontier models handle real financial work. The role involves reviewing finance tasks and model outputs, writing instruction specs and golden solutions, and building benchmarks that measure model progress. This is a full-time W-2 position through Cincinnatus LLC, placed inside the client's own tools and workflows. The work is hybrid in the Bay Area, with on-site collaboration required several days each week.

Mercor
VerifiedPrivate Equity & Venture Capital - Finance Domain Expert
You'll join a leading AI lab as a senior finance domain expert, working hybrid in the Bay Area. Your day-to-day involves reviewing finance knowledge tasks and model outputs, writing instruction specs and golden solutions, and designing benchmarks that measure progress. The role sits inside the lab's tools, with client-issued accounts and equipment. This is a full-time W-2 position through Cincinnatus LLC, not a freelance engagement. You must commit to 40 hours a week for an initial 6 months.

Micro1
VerifiedInvestment Banking – M&A Advisory.
micro1 seeks an experienced M&A professional to support a client project that improves how AI systems handle financial data analysis, modeling, and industry research. You will apply your deal expertise to train next-generation models, shaping how they learn and reason from real-world input. The work centers on financial modeling, comparable company analysis, and pitchbook preparation. No prior AI experience is needed. Your domain knowledge is the key contribution.

Mercor
VerifiedAccounting & Audit Domain Expert
An AI lab building frontier models is bringing in a senior accounting and audit specialist to act as the subject matter authority on work quality. You will review accounting and audit task outputs, write instruction specs and golden answers, and build evaluation benchmarks that measure real domain reasoning. You join the client's team as a W-2 employee of Cincinnatus LLC and receive client-issued equipment and accounts. Work is hybrid in the Bay Area, so you need to be on site several days a week and cannot treat this as a remote position.

Micro1
VerifiedInvestment Banking Expert – Remote Contract
micro1 is hiring Investment Banking Experts for a contract role that supports a client's initiative to improve financial data analysis, modeling, and industry research. You will use your deal experience to help train next-generation AI systems, shaping how models learn and reason from real-world financial input. The work centers on financial modeling, comparable company analysis, and pitchbook preparation. No AI background is needed. Your domain knowledge is the key contribution.

Turing
VerifiedBusiness Analyst (Finance)
This remote contract role places you inside a research project that improves AI models by applying your finance expertise. You will review model outputs across corporate finance, investment banking, FP&A, and private equity, then flag where the models fall short. The project runs for about one month at a flexible 10-30 hours per week, with possible extension based on performance. No prior AI experience is required; your existing financial knowledge and analytical judgment carry the work.

