Finance Expert
Skills
BankingEquitiesFinanceFinancial AnalysisInvestment BankingLarge Language ModelsQuantitative Analytics
What the job involves
The main requirements, responsibilities and hiring steps.
Requirements
- 7+ years of hands-on experience in Investment Banking Private Equity Asset Management or Equity Research
- Direct experience with LLM projects and model evaluation
- Experience with preference ranking rubric design or evaluation datasets
- Experience with error analysis failure modes and quality trend tracking
- Experience with feedback loops into model improvement or fine-tuning
- Understanding of financial modeling within LLM evaluations
- Ability to break complex financial reasoning into testable steps
- Ability to explain nuanced financial judgments clearly
- Comfort working with AI and engineering teams
- High attention to detail and evaluation quality
Nice to have
- Analytical rigor
- Technical acumen
- Attention to detail
- Clear communicator
Day to day
- Conduct hands-on evaluation of LLM outputs for financial reasoning and accuracy.
- Design and apply rubrics, preference rankings, and annotation workflows for model assessment.
- Analyze failure modes and error trends to improve model quality and support feedback loops.