About

TL;DR

Noel conducts research at the intersection of machine learning, causal inference, and healthcare. He develops and applies causally informed, clinically robust machine learning methods that translate complex healthcare data into actionable and reliable insights. Through close collaboration with clinicians and other computer scientists, he has contributed to publications in leading venues across both fields (e.g., The Lancet Digital Health, npj Digital Medicine, Intensive Care Medicine) and received multiple invitations to review for a Q1 intensive care medicine journal. He graduated in the top 2.2% of his class and received the Rolf Niedermeier Faculty Prize for outstanding theses. In parallel, he helps advance scientific integrity in the health and life sciences as Chairman of the Board of a well-regarded nonprofit initiative. Beyond academia, he has completed design commissions for over 85 companies and is co-building a federally funded software startup.

Background

Early training in design and media technology, as well as professional practice at a marketing agency (in parallel to his school and university education), helped Noel develop clear communication of complex ideas, which he subsequently began applying in academia by contributing figures and visualizations for scientific publications (such as in the Journal of the American Medical Association).

His bachelor’s in information systems management then provided rigorous training in mathematics, algorithms, programming, and systems design. His master’s in computer science added advanced computational methods, including various types of deep learning, and interdisciplinary expertise in medical informatics and medical data science (see university courses and projects).

During his studies, he began leading a well-regarded nonprofit initiative (the Student Network for Open Science), helping students and early-career researchers engage with and learn about open and principled science. There, he built sustainable organizational structures and guided diverse teams (consisting of 30-100 exceptional students), all while strengthening his conviction that the way science is practiced fundamentally shapes its impact.

Notably, Noel already contributed to medical informatics and outcomes research at the Institute of Medical Informatics at Charité Berlin, collaborating closely with clinicians and other computer scientists across the full research lifecycle (that is, project ideation, data pre-processing, analysis, manuscript writing, submission, revision, and review). This expertise was extended to (causal) machine learning research projects at the Berlin Institute of Health, further bridging methodological innovation with real-world impact (see research).

Achievements

He graduated as one of the top graduates of the class (top 2.2%) at the Technical University of Berlin and has been awarded the Rolf Niedermeier Faculty Prize for outstanding theses, whilst already contributing to peer-reviewed research through poster presentations, conference abstracts, journal publications, as well as reviews for a top-ranked journal (see research).

Noel was invited to speak about open science at the Berlin University Alliance and led a workshop about marketing for startups at the Hochschule für Technik und Wirtschaft Berlin. Through his leadership of an acclaimed nonprofit initiative, he helped hundreds of students and early-career researchers each year engage with and learn about open and principled science, including by means of co-organization of multi-national events with 100+ participants (e.g., reproducibility summer school, interdisciplinary research communication lecture series), integration of a self-hosted online course about peer-review, and publishing a 144-page journal issue for student-driven research.

Beyond academia, Noel has completed design commissions for over 85 companies, managed five-figure marketing budgets, and helped launch successful online stores.

Further, he received the acclaimed startsocial scholarship with his nonprofit initiative and funding from the German Federal Ministry of Education and Research for a software startup he is co-building. His engagement and excellent academic performance were recognized by being awarded the Deutschlandstipendium (awarded to 1% of students in Germany). Noel also received an extension of the scholarship beyond the initial timeframe. He was later also appointed to the Selection Committee for the Deutschlandstipendium by the President of Humboldt-Universität zu Berlin.

For a complete list of activities and achievements, please see Noel’s LinkedIn profile.