• Independently created a prototype retail product comparison engine for o9’s SaaS in Python• Used embeddings from a fine-tuned Huggingface model to compare categorical product features• Engine to be integrated in the o9 RGM product’s promotions and assortment planning capabilities• First ML project prior to any training, required self-motivation, research skills and confidence seeking guidance• Began integration with o9’s graph-cube model using proprietary SQL-based querying language• Assisted with RGM competitor research, aided business development operations and attended annual EMEA sales and marketing conference.

• Led teams of junior analysts researching basic materials / commodities businesses towards creating comprehensive equity research reports and stock pitches• One team under supervision had their stock selected for purchase by EUTIC's committee

• Presented equity research report and pitch for pharmaceutical company Bristol, Myers, Squibb, focusing on their investment in cancer technology and sustainable production practices• Included CCA and DCF valuations of the business• Stock selected for purchase by committee, awarded 'Best Pitch' and nominated for 'Best Report'

• In first year of university, enrolled in the UK's largest student investment fund, worth £73,000• Presented an equity research report and stock pitch, including a CCA valuation, for mining giant Rio Tinto• Out of approximately 30 teams pitching, one of ~10 selected to have stock purchased by EUTIC committee• Nominated for 'Best Pitch' award

• Tutor of Mathematics, Physics and Spanish to the higher level International Baccalaureate / A-level standard

• One of 29 out of 500 applicants selected to test LIS’s novel problem-focused interdisciplinary degree• Tested modules in network science, philosophy and psychology, with focus on unpacking the propagation of societal inequity• Gave actionable feedback on curriculum and developed aptitude for linking interdisciplinary knowledge