Overview
This is an hourly, remote contractor role for a Financial Analysis Subject Matter Expert (SME). The work involves reviewing AI-generated financial analysis and business-finance responses and/or creating expert finance content. You will evaluate reasoning quality and step-by-step analytical problem-solving, and provide precise written feedback.
There is no immediate project for this role; however, if qualified, you will be among the first experts contacted when relevant opportunities arise. This also provides access to future projects available through the expert network.
Responsibilities
- Create AI training content, including detailed prompts and gold-standard finance outputs such as models, assumptions tables, narratives, sensitivity analyses, and investment-style summaries.
- Evaluate and rank AI responses to improve numeric correctness, rigor, clarity, and practical usefulness.
- Test AI outputs for calculation errors, misleading interpretations, unsafe assumptions, and bias.
- Validate reliability across business scenarios.
- Assess solutions for accuracy, clarity, and adherence to the prompt.
- Identify errors in financial modeling logic, assumptions, unit economics, valuation reasoning, forecasting, and metric interpretation.
- Fact-check finance concepts and calculations.
- Write high-quality explanations and model solutions that demonstrate correct methods.
- Rate and compare multiple responses based on correctness and reasoning quality.
Requirements
- Bachelor’s degree (or higher) in Finance, Accounting, Economics, Business, Mathematics/Statistics, or a related field.
- CFA/MBA is a strong plus.
- 5+ years of professional experience in financial analysis (FP&A, corporate finance, investment banking, equity research, consulting, or similar).
- Strong command of core finance concepts, including:
- 3-statement logic
- cash flow drivers
- working capital
- margin analysis
- capital allocation
- basic corporate accounting linkage
- Proven experience building and reviewing financial models, including:
- forecasting
- scenario/sensitivity analysis
- cohort/unit economics
- pricing/packaging analyses
- Comfortable with valuation reasoning (DCF mechanics, comps selection, multiple drivers) and ability to clearly state assumptions and limitations.
- Strong quantitative rigor and attention to detail, including units, sign conventions, time horizons, circularity, and error-checking.
- Ability to communicate complex analyses clearly in writing, including:
- executive summary
- key drivers
- risks
- recommendations
- Minimum C1 English proficiency.
- Reliable, self-directed approach, with consistent quality in an hourly, remote contractor workflow across time zones.
Preferred Qualifications
- Prior experience with AI data training/annotation, finance QA, investment memo review, or analytics editorial work.
Compensation & Benefits
- Hourly, remote contractor role (exact rate not specified).
Location