aptura - Investment Banking Associate, AI Residency (Part-time) | Frontier AI Research
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Requirements
• Hands-on exposure to how rapidly AI is reshaping IB workflows from pitch prep and diligence to modelling and execution. • Be among the first investment bankers in India to work directly on how frontier AI models reason about corporate finance. • Build a differentiated profile at the intersection of IB and AI increasingly relevant for buy-side, strategy, and product roles. • 3–4+ years of IB or Corporate Finance experience at a top international bank (bulge bracket, elite boutique, or top tier middle-market). • Associate level; sector agnostic. • Strong modelling and valuation skills (DCF, LBO, comps, precedents) with experience across live deals. • Excellent written communication and attention to detail. • Genuine intellectual curiosity about the application of AI in finance. • Residency Structure • Commitment: Minimum 30+/week, flexible scheduling • Location: India-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: Develop realistic, deal-relevant prompts you would assign to an analyst and stress-test the quality of AI-generated outputs against bulge-bracket standards. • Compare human vs. machine judgment: Systematically evaluate where AI reasoning diverges from how a trained banker would approach valuation, modelling, and diligence. • Design frameworks: Translate how bankers navigate ambiguity in financial statements, structure transactions, and pressure-test assumptions into problems that challenge AI reasoning. • Construct expert benchmarks: Build and validate real-world financial models, DCFs, comps, LBOs, and deal cases used to evaluate frontier AI systems.
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