selected publications blog posting Have roofs in Berlin become greener? Evaluation of Berlin's green roof subsidy program performance using geodata and deep learning 2023 Exploring Behavioral Determinants of Flood Insurance Adoption with Explainable Machine Learning in the Continental US 2022