aptura - Investment Banking Associate, AI Residency (Part-time) | Applied AI x Corporate Finance, UK & EU
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Requirements
• Direct exposure to how AI labs train models, knowledge that will be increasingly valuable across buy-side, strategy, and corporate development roles. • Be among the first IB professionals in India contributing to the frontier AI development process in finance. • A differentiated story for your next move, whether that's PE, growth equity, or a strategic role. • 3–4+ years of IB or Corporate Finance experience at a top international bank (bulge bracket, elite boutique, or top-tier global advisory). • Associate level; sector agnostic. • Strong modelling and valuation skills (DCF, LBO, comps, precedents). • Excellent written communication and attention to detail. • Real intellectual curiosity about AI in finance. • Residency Structure • Commitment: Minimum 30+ hours/week, flexible scheduling • Location: Bangalore-based, 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: Build realistic, deal-relevant scenarios, the kind of work you'd assign to a first-year analyst, and test AI outputs against the standards of a real deal team. • Compare human vs. machine judgment: Identify where AI reasoning breaks down on valuation, accounting nuance, and transaction structuring. • Design frameworks: Translate banker intuition; how you stress assumptions, navigate ambiguity in financials, and pressure-test management projections, into problems that challenge frontier AI. • Construct expert benchmarks: Build and annotate real-world DCFs, LBOs, comps, and live deal cases used to evaluate AI systems.
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