Our team is selecting Subject Matter Expert – Financial & Operations Chart Analysis contributors to support a customer's project focused on high-level chart interpretation and reasoning. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.
Scope of Work
• Interpret a range of complex financial and operational charts, such as candlestick charts, yield curves, drawdown charts, market-volume charts, control charts, Pareto charts, process flows, and capacity/throughput charts using advanced domain knowledge.
• Draft clear, objective reasoning questions based on intricate visualizations, requiring multi-step quantitative analysis and deep understanding beyond surface-level observations.
• Deliver unambiguous, precise answers accompanied by comprehensive written explanations and explicit analytical steps or calculations in professional English.
• Apply accurate financial, economic, and operational terminology, ensuring clarity in units, scales, timeframes, categories, and notation throughout all submissions.
• Develop robust tasks targeting graphical reasoning, comparisons, trend analysis, calculations, and interpolation, while avoiding subjective or ambiguous language.
• Collaborate remotely with project teams, communicating effectively in both written and verbal formats to incorporate feedback and ensure consistent, reliable contributions.
• Consistently produce objectively verifiable tasks that support the development, training, and evaluation of advanced AI models.
Preferred Qualifications
• Bachelor’s degree or equivalent professional experience in Finance, Economics, Business Analytics, Industrial Engineering, Operations Management, or a related discipline.
• Minimum two years’ professional, academic, or research experience interpreting financial market data, risk metrics, or operational performance charts.
• Advanced proficiency in interpreting chart features such as axes, units, legends, scales, and annotations across diverse chart types.
• Demonstrated ability to clearly articulate analytical processes and quantitative reasoning in both written and spoken English.
• Bilingual proficiency in English and ideally a second language relevant to the financial or operational domain.
• Experience in technical documentation, financial reporting, process or quality assessment, or structured analytical task creation.
• Background in producing data-annotation tasks, benchmark questions, technical reports, or related deliverables for finance, operations, or AI-driven projects.