Thinking about markets through structure, discipline, and long-term perspective.

I work at the intersection of finance, research, and quantitative reasoning, with a focus on how capital moves, compounds, and creates outcomes over time.

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About me

I grew up in Patna, India, where access to information and capital was limited, but ambition was not. That experience shaped my interest in how financial decisions influence growth, opportunity, and long-term outcomes.

Over time, this interest evolved into a structured approach to finance, grounded in fundamentals, careful reasoning, and an appreciation for risk rather than prediction.

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Areas of Focus

Markets & Capital Allocation

Understanding how capital is deployed across sectors and market cycles, and how valuation and risk interact under different conditions.

Public Companies & Long-Term Outcomes

Studying businesses through initial theses and observing how fundamentals and expectations evolve over time.

Quantitative Methods in Finance

Using programming and data-driven tools to explore financial models, uncertainty, and decision-making under risk.