Employment TypeProject-Based Independent Contractor (Remote)ScheduleThis is an ad-hoc, project-based opportunity. Work is assigned based on client demand and project availability.Hours are not guaranteed and may vary from week to week.Candidates must be able to commit to assigned work once projects are released and meet established turnaround times.Availability beginning at 6:00 AM Pacific Standard Time (PST) is required for project assignments.CompensationIndia/Pakistan: $15–$19 USD/hourExceptional candidates may be considered for higher compensation based on experience and project requirements.About the RoleWe are seeking an experienced Financial Planning & Analysis (FP&A) Subject Matter Expert to support the development, evaluation, and improvement of advanced Artificial Intelligence (AI) models.This is not a traditional Investment Banking position.Instead, you will apply your real-world expertise to evaluate complex AI-generated financial analyses, validate technical reasoning, identify inaccuracies, and help improve Large Language Models (LLMs) used within the finance industry.We are looking for professionals who are recognized as experts within their field—individuals capable of evaluating financial reasoning with the same rigor expected in investment banking, corporate finance, transaction advisory, and institutional finance environments.RequirementsDomain ExpertiseCandidates should demonstrate expert-level knowledge in one or more of the following:Budgeting Forecasting Financial Planning Variance Analysis Cost Accounting Business Partnering Financial Reporting Strategic Planning Management ReportingPreferred Qualifications Controller CFO FP&A DirectorWhat Makes a Strong CandidateOwned budgeting Built forecasting models Presented to executive leadershipKey ResponsibilitiesEvaluate AI-generated financial analyses for technical accuracy, completeness, and quality of reasoning.Identify factual inaccuracies, unsupported assumptions, logical inconsistencies, and calculation errors.Review financial models, valuation methodologies, and investment analyses produced by AI.Create, review, and refine finance-related prompts, benchmark responses, and evaluation datasets.Apply detailed annotation guidelines consistently while maintaining exceptional quality standards.Provide structured, actionable feedback that improves AI model performance.Collaborate with Project Managers, Quality Assurance teams, and AI Researchers to improve evaluation methodologies.Maintain productivity and quality expectations while working independently in a remote environment.Required QualificationsCandidates should possess:Significant practical experience in Investment Banking, Corporate Finance, or Transaction Advisory.Strong knowledge of U.S. financial markets and corporate finance principles.Exceptional analytical and critical thinking skills.Advanced financial modeling and valuation capabilities.Excellent written English communication skills.Ability to independently evaluate complex financial analyses and articulate technical feedback.Strong attention to detail and commitment to quality.Preferred QualificationsOne or more of the following is highly desirable:Professional CertificationsCFA (Completed or Candidate)CPAMBA (Finance)Chartered Accountant (CA)Professional BackgroundInvestment BankingBig Four Transaction AdvisoryValuation AdvisoryPrivate EquityVenture CapitalCorporate DevelopmentStrategic FinanceFinancial PlatformsBloomberg TerminalCapital IQFactSetRefinitivPitchBookAI ExperiencePrevious experience with any of the following is highly desirable:AI Model EvaluationReinforcement Learning from Human Feedback (RLHF)Prompt EngineeringAI AnnotationLarge Language Model (LLM) EvaluationAI Quality AssuranceBenchmark Dataset DevelopmentCandidates without prior AI evaluation experience may still be considered if they possess exceptional domain expertise and strong analytical reasoning.U.S. Market KnowledgeCandidates should demonstrate a strong working knowledge of:SEC FilingsPublic EquitiesFinancial StatementsValuation MethodologiesCorporate EarningsMacroeconomic IndicatorsInvestment AnalysisCapital MarketsFinancial RatiosPortfolio ConceptsMarket TrendsWhat Makes a Strong CandidateSuccessful candidates are often professionals who have:Led complex financial analyses or valuation engagements.Reviewed or approved the work of other finance professionals.Supported or led high-profile transactions.Presented recommendations to executive leadership, investment committees, or clients.Built financial models used in strategic business decisions.Applied expert judgment to evaluate complex financial scenarios.Trial Gig (Required)As part of the selection process, all shortlisted candidates must successfully complete a Trial Gig designed to evaluate technical finance expertise, analytical reasoning, written communication, attention to detail, and the ability to assess AI-generated financial responses.Please note:Successful completion of the Trial Gig is required before joining the production project.Candidates who meet the required quality standards will receive an offer to join the project and will be compensated for successfully completing the Trial Gig.Candidates who do not meet the required quality standards will not move forward on this project and will not receive compensation for the Trial Gig.Strong candidates who are not selected may remain in our talent network and be considered for future AI evaluation projects that better align with their expertise.About Volga PartnersVolga Partners is a global talent and consulting firm dedicated to building high-performing teams for the world's most innovative organizations. We specialize in identifying exceptional subject matter experts across finance, technology, healthcare, operations, and other highly specialized industries.Our experts contribute to the development of advanced Artificial Intelligence by evaluating complex reasoning, improving model performance, and ensuring AI systems reflect the knowledge and judgment of experienced industry professionals.Joining Volga Partners means becoming part of a global network of experts helping define the next generation of AI while working on challenging, project-based engagements with leading technology organizations.
Employment Type
Project-Based Independent Contractor (Remote)
Schedule
This is an ad-hoc, project-based opportunity. Work is assigned based on client demand and project availability.
- Hours are not guaranteed and may vary from week to week.
- Candidates must be able to commit to assigned work once projects are released and meet established turnaround times.
- Availability beginning at 6:00 AM Pacific Standard Time (PST) is required for project assignments.
Compensation
- India/Pakistan: $15–$19 USD/hour
- Exceptional candidates may be considered for higher compensation based on experience and project requirements.
About the Role
We are seeking an experienced Financial Planning & Analysis (FP&A) Subject Matter Expert to support the development, evaluation, and improvement of advanced Artificial Intelligence (AI) models.
This is not a traditional Investment Banking position.
Instead, you will apply your real-world expertise to evaluate complex AI-generated financial analyses, validate technical reasoning, identify inaccuracies, and help improve Large Language Models (LLMs) used within the finance industry.
We are looking for professionals who are recognized as experts within their field—individuals capable of evaluating financial reasoning with the same rigor expected in investment banking, corporate finance, transaction advisory, and institutional finance environments.
Requirements
Domain Expertise
Candidates should demonstrate expert-level knowledge in one or more of the following:
- Budgeting
- Forecasting
- Financial Planning
- Variance Analysis
- Cost Accounting
- Business Partnering
- Financial Reporting
- Strategic Planning
- Management Reporting
Preferred Qualifications
- Controller
- CFO
- FP&A Director
What Makes a Strong Candidate - Owned budgeting
- Built forecasting models
- Presented to executive leadership
Key Responsibilities
- Evaluate AI-generated financial analyses for technical accuracy, completeness, and quality of reasoning.
- Identify factual inaccuracies, unsupported assumptions, logical inconsistencies, and calculation errors.
- Review financial models, valuation methodologies, and investment analyses produced by AI.
- Create, review, and refine finance-related prompts, benchmark responses, and evaluation datasets.
- Apply detailed annotation guidelines consistently while maintaining exceptional quality standards.
- Provide structured, actionable feedback that improves AI model performance.
- Collaborate with Project Managers, Quality Assurance teams, and AI Researchers to improve evaluation methodologies.
- Maintain productivity and quality expectations while working independently in a remote environment.
Required Qualifications
Candidates should possess:
- Significant practical experience in Investment Banking, Corporate Finance, or Transaction Advisory.
- Strong knowledge of U.S. financial markets and corporate finance principles.
- Exceptional analytical and critical thinking skills.
- Advanced financial modeling and valuation capabilities.
- Excellent written English communication skills.
- Ability to independently evaluate complex financial analyses and articulate technical feedback.
- Strong attention to detail and commitment to quality.
Preferred Qualifications
One or more of the following is highly desirable:
Professional Certifications
- CFA (Completed or Candidate)
- CPA
- MBA (Finance)
- Chartered Accountant (CA)
Professional Background
- Investment Banking
- Big Four Transaction Advisory
- Valuation Advisory
- Private Equity
- Venture Capital
- Corporate Development
- Strategic Finance
Financial Platforms
- Bloomberg Terminal
- Capital IQ
- FactSet
- Refinitiv
- PitchBook
AI Experience
Previous experience with any of the following is highly desirable:
- AI Model Evaluation
- Reinforcement Learning from Human Feedback (RLHF)
- Prompt Engineering
- AI Annotation
- Large Language Model (LLM) Evaluation
- AI Quality Assurance
- Benchmark Dataset Development
Candidates without prior AI evaluation experience may still be considered if they possess exceptional domain expertise and strong analytical reasoning.
U.S. Market Knowledge
Candidates should demonstrate a strong working knowledge of:
- SEC Filings
- Public Equities
- Financial Statements
- Valuation Methodologies
- Corporate Earnings
- Macroeconomic Indicators
- Investment Analysis
- Capital Markets
- Financial Ratios
- Portfolio Concepts
- Market Trends
What Makes a Strong Candidate
Successful candidates are often professionals who have:
- Led complex financial analyses or valuation engagements.
- Reviewed or approved the work of other finance professionals.
- Supported or led high-profile transactions.
- Presented recommendations to executive leadership, investment committees, or clients.
- Built financial models used in strategic business decisions.
- Applied expert judgment to evaluate complex financial scenarios.
Trial Gig (Required)
As part of the selection process, all shortlisted candidates must successfully complete a Trial Gig designed to evaluate technical finance expertise, analytical reasoning, written communication, attention to detail, and the ability to assess AI-generated financial responses.
Please note:
- Successful completion of the Trial Gig is required before joining the production project.
- Candidates who meet the required quality standards will receive an offer to join the project and will be compensated for successfully completing the Trial Gig.
- Candidates who do not meet the required quality standards will not move forward on this project and will not receive compensation for the Trial Gig.
- Strong candidates who are not selected may remain in our talent network and be considered for future AI evaluation projects that better align with their expertise.
About Volga Partners
Volga Partners is a global talent and consulting firm dedicated to building high-performing teams for the world's most innovative organizations. We specialize in identifying exceptional subject matter experts across finance, technology, healthcare, operations, and other highly specialized industries.
Our experts contribute to the development of advanced Artificial Intelligence by evaluating complex reasoning, improving model performance, and ensuring AI systems reflect the knowledge and judgment of experienced industry professionals.
Joining Volga Partners means becoming part of a global network of experts helping define the next generation of AI while working on challenging, project-based engagements with leading technology organizations.
Volga Partners is a US-based specialist in Artificial Intelligence (AI), Machine Learning (ML), testing, software development, product localization, and customer support. We serve the top technology firms, offering cost-effective and scalable onsite, onshore, and offshore solutions.We ensure high-quality delivery and execution with 1,000+ global professionals in 100+ countries working seamlessly to extend our clients’ internal teams. Volga Partners is WBENC, WOSB (Women Owned), NMSDC (Minority), ISO 27001 Certified, and ISO 42001 Certified.
Volga Partners is a US-based specialist in Artificial Intelligence (AI), Machine Learning (ML), testing, software development, product localization, and customer support. We serve the top technology firms, offering cost-effective and scalable onsite, onshore, and offshore solutions.
We ensure high-quality delivery and execution with 1,000+ global professionals in 100+ countries working seamlessly to extend our clients’ internal teams. Volga Partners is WBENC, WOSB (Women Owned), NMSDC (Minority), ISO 27001 Certified, and ISO 42001 Certified.
