At University of Twente, I research how artificial intelligence and machine learning can support sustainable finance for circular business models, including industrial symbiosis and Hubs for Circularity. I published peer-reviewed research in Business Strategy and the Environment outlining a four-stage pathway from firm-level circular initiatives to scalable hubs.
I also presented a machine-learning approach to valuing circularity for mainstream funding at the 6th Symposium on Circular Economy and Sustainability. Earlier, at Intel Corporation, I worked with Python and PostgreSQL on test-case post analytics.

