Finance Research Specialist
Keystone Recruitment
Job Overview
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Job Description
Job Title: Finance Research Specialist
Apply financial expertise to evaluate and improve AI model responses for financial queries. This role involves creating high-quality training data through response analysis and annotation.
Project Overview
Partner with leading AI labs at Keystone Recruitment to enhance conversational AI systems handling financial topics. Your professional insights as a Finance Research Specialist will ensure model outputs demonstrate accurate reasoning, clear communication, and real-world applicability across banking, accounting, and investment scenarios.
Detailed Responsibilities
- Response Evaluation (60%)
- Rate LLM-generated answers to financial user queries for accuracy and clarity.
- Identify factual errors, faulty assumptions, and reasoning gaps.
- Score responses using established financial evaluation rubrics.
- Compare model outputs against trusted public sources and industry standards.
- Prompt Refinement (20%)
- Author precise prompts eliciting target financial reasoning.
- Test prompt effectiveness across multiple model versions.
- Document optimal prompt structures for financial contexts.
- Annotation & Feedback (20%)
- Provide detailed annotations explaining evaluation decisions.
- Flag subtle conceptual issues and edge cases.
- Suggest improvements for tone, completeness, and professional communication.
Required Expertise
- Professional finance experience (banking, accounting, investments, corporate finance).
- Advanced understanding of financial concepts and quantitative reasoning.
- Experience explaining complex topics clearly to varied audiences.
- Strong attention to detail and analytical precision.
- Comfortable with digital evaluation platforms and structured workflows.
Technical Requirements
- Reliable high-speed internet.
- Proficiency with office software (Excel, Word, PDF annotation tools).
- Familiarity with online research and public financial databases.
Success Metrics
- 95%+ first-pass quality acceptance rate.
- 12-18 evaluations per week at target complexity.
- Zero critical factual errors in annotations.
- Actionable, reproducible feedback for model improvement.
Project Timeline & Compensation
- Onboarding: Resume review + finance knowledge screening (2-3 days).
- Duration: 4-8 weeks with extension opportunities.
- Schedule: Self-managed within weekly minimum hours.
- Payment: Weekly via international platforms upon quality approval.
Ideal Candidate Profile
- Investment banking analysts/associates.
- Corporate finance professionals.
- Public/private accountants (CPA/CMA preferred).
- Asset management/portfolio analysts.
- Financial planning & analysis specialists.
- Economics researchers with finance applications.
Key skills/competency
- Financial Analysis
- AI Model Evaluation
- Prompt Engineering
- Data Annotation
- Investment Banking
- Corporate Finance
- Accounting Principles
- Quantitative Reasoning
- Financial Research
- LLM Understanding
How to Get Hired at Keystone Recruitment
- Research Keystone Recruitment's culture: Study their mission, values, recent news, and employee testimonials on LinkedIn and Glassdoor.
- Tailor your resume for financial AI roles: Highlight professional finance experience, analytical skills, and any exposure to AI/LLMs.
- Showcase your financial expertise: Prepare to discuss complex financial concepts and your ability to explain them clearly during interviews.
- Demonstrate attention to detail: Emphasize your precision in data analysis and evaluation, crucial for the Finance Research Specialist role.
- Be ready for technical assessment: Practice using office software and online financial research tools relevant to the position.
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