- PhD in particle physics, with a focus on data analysis for the ATLAS experiment at CERN (2016–2020) - Scientific reviewer for AI-related topics and industrial research projects for the German Federal Ministry for Economic Affairs and the Investment Bank Berlin (2020–2022) - Risk Controller at DKB AG, economic credit risk (2022–2024) - Data Scientist in Fraud Prevention (since 2022)