2021 to present

Experience

Graduate study in financial economics, a wealth management internship, and the teaching and AI training work that ran alongside a physics degree.

Fig. 1. Study and roles, 2021 to 2027. The dashed line is today; the role you are reading lights up. Tap a bar to jump to it.

(1)Master of Financial Economics

Sept 2026 to Dec 2027 · Western University, London, Ontario

Coursework in financial econometrics, the mathematics of financial options, financial economics, and macroeconomics, with the Bloomberg Terminal used for market data, analytics, and modeling.

Econometrics
Derivatives
Bloomberg Terminal

(2)Wealth Management Intern

May to Aug 2026 · National Bank Financial, Oakville, Ontario

Ran risk decomposition, return attribution, and correlation analysis on client portfolios in Python and Excel/VBA. The concentration and diversification findings informed advisors' rebalancing recommendations.
Built and deployed AI agents for client-facing work such as meeting prep and pitchbook generation, saving each team member several hours a week.
Automated recurring advisor reports with Python, VBA, and PowerShell, removing manual steps and the errors that came with them.

Python
Excel/VBA
PowerShell
Portfolio risk
AI agents

(3)AI Trainer

Dec 2025 to Apr 2026 · Data Annotation Tech, remote · Physics, mathematics, and programming

Evaluated responses from several large language models to graduate-level math, physics, and computer science problems, diagnosed where they failed, and wrote corrected responses used to inform fine-tuning.

LLM evaluation
Mathematics
Physics
Python

(4)Teaching Assistant

Sept 2023 to Apr 2025 · University of Guelph, Departments of Physics and Mathematics

Supported Business Mathematics, Calculus I and II, and Physics I and II: graded exams and labs, and ran office hours and lab help sessions.
Invigilated and graded midterm and final examinations across multiple sections.

Teaching
Mathematics
Physics

(5)BSc Honours Physics

Sept 2021 to Apr 2026 · University of Guelph · Minors in Mathematics and Economics

Academic All-Canadian while competing on two varsity teams.
Leadership Academy alumnus, one of about 25 varsity athletes selected each year.

Physics
Mathematics
Economics

Results from those years

(6)Skills

Where each skill was used: hover or tap a role or a skill to trace its links.

Roles and projects on the left, skills on the right.

Languages

Python
SQL
R
VBA
JavaScript
HTML/CSS
PowerShell

Libraries and tools

NumPy
SciPy
pandas
PyTorch
Streamlit
Plotly
Power BI
Excel
Bloomberg Terminal
Git

Methods

Portfolio risk and return
Derivatives valuation
Monte Carlo and statistical modeling
Time series and econometrics
Portfolio optimization

Dots show the roles that used each one; hover or tap a tile to trace it in the network above.