• Evaluate AI outputs related to finance, investment, and economic content • Perform structured scoring, comparison, classification, and judgment tasks • Assess factual accuracy, numerical correctness, relevance, and risk • Identify hallucinations, misleading financial guidance, unsupported claims, or regulatory concerns • Validate and refine evaluation rubrics and edge-case handling • Conduct error analysis and qualitative reviews of model behavior • Partner with LILT research, product, and customer teams on evaluation design • Support red-teaming, financial risk analysis, and model readiness assessments

• Evaluate AI outputs related to finance, investment, and economic content • Perform structured scoring, comparison, classification, and judgment tasks • Assess factual accuracy, numerical correctness, relevance, and risk • Identify hallucinations, misleading financial guidance, unsupported claims, or regulatory concerns • Apply domain-specific financial guidelines consistently across tasks • Validate and refine evaluation rubrics and edge-case handling • Perform adjudication where raters disagree • Conduct error analysis and qualitative reviews of model behavior • Partner with LILT research, product, and customer teams on evaluation design • Support red-teaming, financial risk analysis, and model readiness assessments

• Evaluate AI outputs related to finance, investment, and economic content • Perform structured scoring, comparison, classification, and judgment tasks • Assess factual accuracy, numerical correctness, relevance, and risk • Identify hallucinations, misleading financial guidance, unsupported claims, or regulatory concerns • Apply domain-specific financial guidelines consistently across tasks

• Evaluate AI outputs related to finance, investment, and economic content • Perform structured scoring, comparison, classification, and judgment tasks • Assess factual accuracy, numerical correctness, relevance, and risk • Identify hallucinations, misleading financial guidance, unsupported claims, or regulatory concerns • Apply domain-specific financial guidelines consistently across tasks • Validate and refine evaluation rubrics and edge-case handling • Perform adjudication where raters disagree • Conduct error analysis and qualitative reviews of model behavior • Partner with LILT research, product, and customer teams on evaluation design • Support red-teaming, financial risk analysis, and model readiness assessments