Machine Learning Consulting

About

Meet The Founder

David Rios

David Rios is the founder and principal strategist behind Buck95: FinanceDataAI. Dr. Rios helps provide analytical solutions and explanations to a variety of complex problems in both industry and academia. 

Dr. Rios earned a PhD in Statistics from Columbia University and has taught graduate courses there. He currently teaches courses at NYU Tandon’s financial engineering program.

For over two decades Dr. Rios has been involved in all aspects of the US mortgage backed securities market. He has traded and structured products for institutions such as Credit Suisse, HSBC, and Nomura Securities. He has worked with some of the largest and most sophisticated fixed income investors in the world.

Dr. Rios has consulted large financial institutions interested in redeveloping and enhancing their risk management platforms by applying new ML and AI techniques to their existing business by applying statistical analysis to their investment and risk management processes.

What Is Buck95?

We are a New York City–based machine learning consulting firm dedicated to delivering advanced statistical and machine learning solutions to the financial sector. Our mission is to help asset managers—across both fixed income and alternative asset classes—leverage real-time innovation through AI, data science, and evidence-based strategies.

Founded by partners with roots at Columbia University, Buck95 brings together over thirty years of combined experience in fixed income finance and big tech. Our team has taught courses in stochastic methods, machine learning, and applied statistics, while also managing daily P&L, hedging strategies, and the issuance of billions of dollars in securities. This unique blend of academic expertise and hands-on market experience allows us to provide clients with insights that are both technically rigorous and practically effective.

Finance AI For Future-Proof Modernization

Our team brings together data scientists, analysts, and AI specialists with years of experience working in finance, government, and enterprise sectors. We’re passionate about translating raw data into clear, actionable strategies that deliver measurable results.

Turning Data Into Your Competitive Edge

At FinanceDataAI, we believe your data should do more than sit in spreadsheets — it should drive real-world results. Our team combines evidence-based evaluation, AI innovation, and business modernisation to transform raw information into insights you can act on. With us, you’re not just adopting new technology; you’re gaining a partner committed to unlocking your organisation’s full potential.

Think Smarter. Act Faster.

Ready to turn your data into smarter decisions? Let’s talk about how Finance Data AI can help you modernize and grow.