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02Experience

University of Toronto Engineering Finance Association

Portfolio Manager

Led and reviewed quantitative and fundamental research with an emphasis on disciplined portfolio construction, risk, and transparent assumptions.

Feb 2026 – Sep 2026Remote

Previously Sales & Trading Analyst (Sep 2025 – Apr 2026)

  • Python
  • Pandas
  • NumPy
  • Factor modeling
  • Value at Risk
  • Stress testing
  • Efficient-frontier optimization
  • Transaction costs

Contributions

  • Led portfolio research and review across quantitative and fundamental workstreams.
  • Promoted into this role from Sales & Trading Analyst.
  • Applied probability, factor analysis, Value at Risk, stress testing, and efficient-frontier concepts to portfolio construction.
  • Considered portfolio constraints, concentration, correlations, and transaction costs rather than presenting frictionless allocations.
  • Translated macroeconomic and security-level research into structured portfolio discussions.
  • Supported analyst development and communicated assumptions, risks, and research limitations.

Context

UTEFA is a student finance organization. This is student-led investment research and education, not regulated investment management or professional advisory activity.

In one line

Led portfolio research and risk-aware modeling across factor analysis, portfolio construction, stress testing, and transaction-cost-aware evaluation.

Tools & stack

  • Python
  • Pandas
  • NumPy
  • Factor modeling
  • Value at Risk
  • Stress testing
  • Efficient-frontier optimization
  • Transaction costs
  • Market research

Scope of this page

  • Student-led research and education; not investment advice and not a claim of managed client capital.
  • No return, alpha, benchmark outperformance, assets under management, trade volume, or client outcome is published, because none was verified.