Karina has been doing her PhD at GFZ in Postdam, Germany focusing on seismic hazard and earthquake site amplification. She is now a visiting researcher at Njord and will participate in the SerpRateAi project. The goal of this collaboration is to use the detailed dataset of the SerpRateAI project to explore new methods, focusing on machine learning models, to explore and explain the properties and behaviours of the soil, including seismic site effects. These new methods will then be used to improve site amplification modelling on a larger scale.