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Lightly

Freelance Finance Expert

Lightly

Finance experts evaluating AI-generated stock, earnings, commodity, and cross-market analysis for Lightly AG’s machine-learning platform. Reviewing outputs and verifying financial event reasoning for a YC-backed AI startup.

Posted 8/17/2026contractRemote • 🇺🇸 United StatesMid-LevelSeniorWebsite

Core Competencies

Role fit
Core Competencies

Use this summary to align your resume positioning with the role.

Demonstrates expertise in financial analysis, market event reasoning, and quantitative finance, with a strong ability to evaluate AI-generated outputs and verify financial news. Proficient in analyzing OHLCV stock data, price-volume relationships, and commodity market dynamics across various sectors.

Highest-signal resume keywords
Financial AnalysisQuantitative FinanceOHLCV Stock Data AnalysisEarnings-Driven Price Movement AnalysisCommodity Market Knowledge

ATS Keywords

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Applicant Tracking System Keywords

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Hard Skills
Financial ModelingValuation FrameworksPrice-Volume Relationship AnalysisMarket Event AnalysisCross-Channel Analysis
Soft Skills
Strong Analytical SkillsClear CommunicationQuantitative Skills
Industry Keywords
Corporate FinancePrivate EquityVenture CapitalM&AInvestment BankingAsset ManagementAccountingEarnings EventsFinancial News VerificationMarket Dynamics

About the role

Key responsibilities & impact
  • Review AI-generated financial analysis and market event reasoning
  • Evaluate AI outputs covering stock price movements, earnings events, commodity dynamics, and cross-market relationships
  • Assess whether the AI's logic holds up
  • Verify cited financial news and whether market events actually happened
  • Analyze OHLCV stock data and price-volume relationships
  • Analyze earnings-driven price movements and market events
  • Evaluate commodity market dynamics across energy, metals, and agriculture
  • Perform cross-channel analysis of price channels and volume interactions

Requirements

What you’ll need
  • Background in finance, economics, or engineering
  • Experience in corporate finance, private equity/venture capital, M&A/investment banking, asset management, or accounting
  • Experience in equity research, financial analysis, or quantitative finance
  • Comfortable working with OHLCV stock data and price-volume relationships
  • Knowledge of earnings-driven price movements and market event analysis
  • Knowledge of commodity markets, including energy, metals, and agriculture
  • Understanding of price channels and volume interactions
  • Ability to verify cited financial news and market events
  • Fluent in English
  • Strong analytical and quantitative skills
  • Confidence working with financial models and valuation frameworks
  • Clear and precise communication

Benefits

Comp & perks
  • Competitive compensation tailored to experience and scope of work
  • Work directly with a YC-backed team on cutting-edge AI evaluation projects