aptura - Investment Banking Associate, AI Residency (Part-time) | Remote
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Requirements
• 3–4 years of IB or Corporate Finance experience at a top international bank (bulge bracket, elite boutique, top-tier global advisory). • Associate level; sector agnostic. • Strong modelling and valuation skills (DCF, LBO, comps, precedents). • Sharp written communication and attention to detail. • Genuine intellectual curiosity about AI in finance. • Residency Structure • Commitment: 30+ hours/week, flexible scheduling • Location: Fully remote • Compensation: Competitive hourly rate, commensurate with experience • Start date: Immediate / Rolling • Referral bonus: For any successful referral hired into this role
Responsibilities
• Prompt: Develop realistic, deal-relevant prompts and iterate on AI outputs to test reasoning quality. • Compare human vs. machine judgment: Systematically map where AI reasoning falls short of professional banker judgment. • Design frameworks: Translate how bankers navigate ambiguity, structure transactions, and stress-test assumptions into problems that challenge frontier AI. • Construct expert benchmarks: Build and validate real-world DCFs, LBOs, comps, and deal cases used to evaluate AI systems.
Benefits
• You'll be among the first investment bankers in India working directly on frontier AI in finance. • The skills and exposure compound - buy-side, strategy, and corporate roles increasingly want people who understand how AI fits into financial workflows. • The work is genuinely interesting, which is rare for a side engagement.
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