Pareto.AI is collaborating with leading AI research teams on Project Moldavite , an expert-led AI training initiative focused on improving how models generate institutional-quality financial analysis in Excel and PowerPoint .
Finance professionals on this project contribute real-world models and presentations that help AI systems learn accurate financial reasoning, valuation logic, and professional presentation standards across multiple finance domains.
- Create completed financial models and analyses reflecting real workflows used in investment banking, corporate finance, equity research, private equity, credit, and real estate finance
- Build and refine Excel-based models , including DCF, comparable company analysis, LBO, portfolio analysis, and underwriting models
- Prepare professional PowerPoint deliverables , such as investment committee decks, valuation summaries, and management-level presentations
- Apply workflows commonly used across IB, M&A, PE, VC, Corp Dev, FP&A, Credit / FIG, Wealth Management, and Real Estate Finance
- Produce paired completed outputs and structured inputs used to evaluate AI financial reasoning and presentation quality
Professional experience in one or more of the following :
Investment Banking, M&A, Corporate Finance, Valuation, Sell-SideEquity ResearchPrivate Equity, Venture Capital, Growth EquityCorporate Development or StrategyCredit Analysis, FIG, Regulatory Capital, or RiskStrong financial modeling and analytical backgroundAdvanced proficiency in Microsoft Excel and PowerPoint presentationsFully flexible scheduleExpected contribution : 10+ hours per weekInitial engagement of 4 weeks , with potential extension for high performersSubmission-based compensation, depending on complexity :
$150 per approved elementary submission$200 per approved intermediate submission$275 per approved advanced submission👉 Apply via the Project Moldavite application form
NOTE - Candidates would be required to upload a financial model in the screening stage. Please be advised that further communication would be done with only those candidates who clear this stage .
Pareto.AI is a San Francisco-based company connecting trusted human experts with frontier AI research. Our contributors help build datasets that make AI systems more helpful, accurate, and aligned with human values.
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