10+ years building research systems across finance, blockchain and AI, from data architecture and OnChain & TradFi analytics to portfolio backtesting, yield simulation and institutional investment intelligence.
Research Publications
Work from my PhD at the UZH Blockchain Center and professional roles, focused on incentive mechanisms, market design, consensus and on-chain economics.
When Staking Rewards Compound: Measuring the Impact of Ethereum's Pectra Upgrade
Examines how Pectra's 0x02 compounding validators reshape consensus-layer rewards, simulating the APR uplift across staker types and analysing early adoption and migration barriers on the beacon chain.
Read on arXiv →Notes & essays
Data Science & Blockchain Research.
I work across data science, quantitative research and digital assets. At Entropy Advisors, I work with Arbitrum DAO and Offchain Labs on consensus mechanisms, incentive design, yield simulation and the data infrastructure supporting on-chain analysis, including architecture for a 10+ TB on-chain data lake.
Previously, I led Data & AI teams at 21Shares and Natixis, supporting research, trading and portfolio-management teams. My work has ranged from quantitative research and portfolio backtesting to production analytics platforms, data-quality systems and market-data workflows.
I am also a PhD researcher at the University of Zurich Blockchain Center, focused on incentive mechanisms and market design in decentralized systems. My research combines statistical modelling, machine learning and on-chain data analysis.
Zurich, Switzerland
Let's get in touch.
Open to research collaborations, advisory and conversations on consensus, market design and quantitative finance.