Investment Banking AI Research Contributor
Aptura · Global
Infrastructureremotemid-level
At a glance
Highlights
- Turn real investment banking Excel work into tasks that test frontier AI models.
- Build, extend and fix realistic models to establish clear correct answers.
- Write precise yes-or-no criteria to grade how well AI performs analyst work.
What they offer
- Task-based pay with weekly payments following completion
- 4-6 week independent contractor project with possible extension
Ideal candidate
Former investment banking analyst or associate who loves detailed modelling and has felt AI's mistakes firsthand. Detail-oriented and curious about AI evaluation, eager to turn real deal work into rigorous tests.
Requirements
- 3+ years in investment banking, M&A advisory or corporate development
- Deep hands-on Excel: merger models, pro formas, purchase accounting, precedent transactions, football fields and financial functions
- Strong written English communication skills
- Attention to detail and willingness to learn AI and evals concepts
- remote policy
- fully remote
- hiring process
- Apply with details and CV, join a 30-minute group walkthrough call, then create and submit an original task with brief and workbooks for review and approval.
Lab profile
About Aptura
Builds evaluation datasets and RL environments to make AI reliable in finance, healthcare, and legal.
What they build
- Evaluation datasets for regulated domains
- RL environments for high-stakes tasks
- Expert-curated training data and calibrated rubrics
Known for
- Research partner to Anthropic, OpenAI, Google DeepMind
- Specialization in finance, healthcare, and legal
- Clinician expert network for medical oversight
Key facts
- Based in London
- Small, lean team
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