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