Markus Ludwig is a Senior Data Scientist at Scout24 where he builds and deploys machine learning systems that power search and discovery. Before that he worked as a researcher, lecturer and consultant. Markus holds a Ph.D. in Computational Finance from the University of Zurich, Switzerland.