Strategy consulting projects:• Analyzed card transaction data to assess consumption patterns and optimize the leased area in a shopping mall.• Developed an expansion plan in the food retail sector by leveraging a revenue regression model incorporating sociodemographic characteristics, footfall flows, competitor density, and real estate availability.• Formulated a pricing strategy in the fitness industry by applying a gravitational model to capture demand across various customer groups.Management consulting projects:• Modelled surgical waiting lists using a reporting tool, identifying trends and opportunities to improve efficiency.

Researched weakly supervised object detection using explanation methods for the open-source programme TAIAO.

Reviewed, proposed and implemented architectures for disentangled representations of near-surface air temperature models using VAE’s.

Developed a framework to test the resilience of probabilistic algorithms to hardware failures induced by lower supply voltages.

Designed and implemented graph partitioning algorithms in the context of the chip floorplanning and macro placement problems.