As a senior scientist and project group leader at Fraunhofer SCAI, I develop digital biomarkers from real-world sensor data for clinical research. My work combines app-based data acquisition, multimodal sensors, and machine learning to create robust endpoints, particularly for neurodegenerative diseases. I aim to bridge the gap between research and real-world healthcare applications.