Luke von Kapff graduated from the College in the Spring double-majoring in Physics and Data Science. He has experience using data analysis to drive decision-making in both the public and private sectors. Most recently he worked on implementing deep learning image segmentation models to microscopy data. Interdisciplinary approaches particularly excite Luke, especially using data science to answer questions about Earth’s physical processes.
This summer, he worked with Professor B.B. Cael to model wildfire size distribution using empirical data. Using empirical datasets from remote sensing, von Kapff analyzed burned area size distributions to evaluate power law behavior and compared them with alternative statistical fits. His role was to build the data processing pipeline, carry out the statistical fitting and likelihood tests, and interpret how well observed fire size patterns align with theory. A key part of the project was developing tools that make this analysis straightforward to repeat with new datasets, not only for wildfire science but also for other fields where power law behavior is suspected. The goal was both to test theoretical predictions and to create accessible methods for broader scientific use.
“This internship helped me see how the quantitative skills I’ve developed can directly contribute to addressing climate challenges. By working with large wildfire datasets, I gained experience applying data science and statistical physics concepts to a real climate system, translating abstract theory into practical analysis. I also learned how to build reproducible tools that make complex analyses accessible to others, which is essential for advancing collaborative research. Just as importantly, the project showed me how fundamental science—like studying probability distributions—can shed light on pressing sustainability questions, such as the role of wildfires in the carbon cycle. This reinforced my interest in pursuing a career at the intersection of climate research, data analysis, and the development of practical solutions for resilience and mitigation.”