Technology & Commercialization Analyst at QUBIC (Queen's Biology and Innovation Consulting) (2026-01 – Present)
Evaluated multi-source EV inverter IP for commercialization and licensing, synthesizing research and industry data into OEM-relevant pathways for competitive pitch.
- Evaluated a multi-source EV inverter IP for commercialization and licensing, synthesizing 10+ academic papers and industry benchmarks into 3 OEM-relevant pathways for a competitive pitch, alongside PhD and MBA teammates
- Led 10+ expert interviews with senior industry practitioners, distilling constraints into a system-level commercialization thesis
- Synthesized market data across 4 inverter architectures to identify system-level trade-offs for go-to-market positioning
Strategy Consultant at QUBE (Queen's Business & Engineering) (2025-09 – Present)
Built economics-driven recommendation framework for B2B2C marketplace focusing on acquisition, conversion, and retention strategies.
- Built and presented an economics-driven recommendation framework, structuring a B2B2C marketplace into acquisition, conversion, and retention, and prioritized high-impact growth levers using CAC and payback thresholds
- Led and hosted 3+ stakeholder interviews with founders and users to identify onboarding and incentive misalignment
- Built and analyzed revenue and unit economics spreadsheets to compare scenarios and develop a marketing strategy roadmap
Interpretability Researcher & Developer at QMind (Queen's Machine Intelligence and Neuroevolution Design) (2024-09 – 2025-04)
Designed a Python-based LLM interpretability pipeline using sparse autoencoders and activation mapping to extract human-interpretable model features.
- Collaborated in a 5-member team to design a Python-based LLM interpretability pipeline using sparse autoencoders and activation mapping to extract human-interpretable model features from otherwise opaque model behaviours
- Presented to 30+ judges at CUCAI 2025, leading slide design and explaining core math concepts to non-technical audiences
- Tuned and evaluated features across two retraining cycles using vector steering, improving response relevance by 30%
Deal Sourcing & Startup Analysis Extern at VC Mangusta Capital (2026-01 – Present)
Conducted due diligence on early-stage investment opportunities, analyzing fundraising history, team, market size, and technology.
- Conducted due diligence on early-stage investment opportunities, analyzing fundraising history, team, market size, and technology across 5–8 startups per investment cycle
- Leveraged AI-enabled research tools to assess TAM, competitive landscape, and industry trends for investment screening
- Produced synthesis reports on market opportunity and risk, consolidating findings into a final investment memo
Executive & Equity Officer at Queen's Debating Union (2024-09 – 2025-04)
Mentored novice debaters and led equity case discussions and policy briefings for tournament participants.
- Mentored 15+ novice debaters at Yale IV, WUDC, and Queen's Invitational, providing strategies and adjudication as a judge
- Led equity case discussions and policy briefings for 100+ participants, facilitating small-group reviews of conduct concerns and guiding resolution processes to uphold tournament standards
Forensic Operations Assistant Volunteer at Philippine National Police (2025-06 – 2025-08)
Organized supervising forensic doctor's court calendar and coordinated scheduling briefs for active cases.
- Organized the supervising forensic doctor's court calendar for 5+ active cases, ensuring 100% on-time appearances
- Coordinated 10+ scheduling briefs and hearing reminders based on courtroom observations, consolidating non-sensitive reference materials to improve efficiency and reduce last-minute disruptions
UBC Activity Leader at ILSC Education Group (2024-06 – 2025-08)
Sole leader accountable for 15–30 international students per excursion, coordinating logistics, communication, and safety.
- Sole leader accountable for 15–30 international students per excursion, coordinating logistics, communication, and safety on trips (e.g., Grouse Grind) and resolving real-time issues such as illness or interpersonal conflicts, consistently trusted with zero-incident execution across 300+ participants
