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Equity Research AI Research Contributor

Aptura · Global

Infrastructureremotemid-level
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At a glance

Highlights

  • Build realistic Excel modelling tasks from equity research workflows.
  • Test frontier AI models on earnings models and SOTP valuations.
  • Turn buy-side and sell-side expertise into AI evaluation rubrics.

What they offer

  • 4-6 week contractor engagement with weekly task-based payments
  • Fully remote work on your own schedule

Ideal candidate

Detail-oriented equity research professional who builds rigorous Excel models and is frustrated by AI errors. Eager to shape AI evaluation with realistic, hands-on analyst work.

Requirements

  • 3+ years in sell-side or buy-side equity research covering a defined sector
  • Deep hands-on Excel for earnings models, calendarisation, SOTP valuation and data packs
  • Strong written English communication skills with attention to detail
  • Experience using AI tools and willingness to learn AI evaluation concepts
remote policy
fully remote
hiring process
Apply with CV, join a 30-minute group walkthrough, then submit an original task brief with workbooks and yes-or-no rubric for reviewer 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
More about Aptura →
Apply on the lab’s site ↗

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