About

I am a postdoc and research software engineer in the Bayesian Workflow Group at Aalto University, Finland, where I implement new developments in Bayesian statistics in open-source software, primarily within the Stan ecosystem. My work spans method development, end-to-end data and modelling workflows, and the development of open, well-tested research software in Python and R.

Previously, I built greenhouse-gas concentration data pipelines at Climate Resource GmbH and completed a doctorate in computational statistics at TU Dortmund University on simulation-based expert prior elicitation (elicito).

Python R Bayesian statistics Machine Learning Research software engineering Data pipelines Reproducible science
Open Source Bayesian methods Data science Machine Learning Software security Climate science Cognitive & social science

Background

My path into research software engineering began in applied psychology. During my bachelor’s in Business Psychology I focused on consumer and market research, with first practical experience at Ipsos GmbH and Produkt+Markt GmbH. To deepen my computational and statistical skills, I followed up with a master’s in Cognitive Science with a focus on machine learning, formal modelling, Bayesian methods, and their implementation in R and Python.

In academia, I worked at Philipps-University Marburg, the SimTech Cluster of Excellence at the University of Stuttgart, and TU Dortmund University, where I completed my doctorate in computational statistics on expert prior elicitation and developed the open-source Python package elicito. In the final year of my PhD, I also joined Climate Resource as a research scientist and software engineer, developing data pipelines for Earth system modelling groups. I am now at Aalto University, working at the intersection of Bayesian methods, research software engineering, and reproducible science.

Experience

PostDoc / Research Software Engineer
Bayesian Workflow Group, Computer Science Department
Aalto University, Espoo, Finland
Research Scientist / Research Software Engineer
Climate Resource GmbH
Berlin, Germany
Research Scientist
Computational Statistics, Statistics Department
TU Dortmund University, Dortmund, Germany
SimTech Cluster of Excellence at the University of Stuttgart, Germany
Research Scientist
Methods & Statistics, Psychology Department
Philipps-University Marburg, Marburg, Germany

Education

Doctorate in Computational Statistics
Simulation-based expert prior elicitation: Method and software development
TU Dortmund University, Dortmund, Germany
M.Sc. in Cognitive Science
Majors: Cognitive modelling & Artificial intelligence
University of Osnabrück, Osnabrück, Germany
B.Sc. in Business Psychology
Majors: Market research & Consumer behaviour
University of Applied Sciences Harz, Wernigerode, Germany
Marketing Communications Specialist
Vocational training certified by IHK (Chamber of Industry & Commerce)
Dresden-Informatik GmbH, Dresden, Germany