GANDHARA, ARMAAN A.  —  PERSONAL OVERVIEW <GO>

I'm a double-degree student at Wilfrid Laurier pursuing a BBA in Finance and a BSc in Computer Science, building at the intersection of quantitative methods and capital markets. From writing Black-Scholes pricing engines to pitching long equity positions that reached the finals of national competitions, I'm drawn to problems where rigorous analysis creates a real, measurable edge.

Incoming Investment Banking intern at BMO Capital Markets (Winter 2027), most recently on ATS Corporation's Corporate Development (M&A) team. I currently serve as Quantitative Portfolio Manager at the Laurier Trading Group, trade personal and family accounts, and publish macro and equity research on Substack.

Focus Areas
Derivatives · Systematic Trading · M&A · Portfolio Optimization · Market Microstructure
Stack
Python · C · Excel / VBA · IBAPI · Git · Pandas · NumPy · Scikit-learn

Education

WLU — BBA FINANCE <GO>

Wilfrid Laurier University — BBA

Business Administration · Finance Specialization
2024 – 2029
GPA 4.0 / 4.0
Honors & Awards
  • President's Gold Scholarship
  • Dean's List
  • UBC Sauder Capital Markets Challenge — Finalist
  • LIFA × Turtle Creek Stock Pitch — 3rd Place
  • Hawk Tank Sales Pitch Competition — 2nd Place (Fidelity-sponsored)
  • Startup Laurier × Microsoft — Finalist
  • CPA Ethics Case Competition — 3rd Place (out of 69 teams)
  • PC Health App Live Case — Semi-Finalist (top 50 of 250+ teams)
Relevant Coursework
Microeconomics Accounting Macroeconomics Business Environment Marketing E-Commerce
Technical
Excel / VBA Financial Modeling CPA & GAAP Statistics
WLU — BSc COMP SCI <GO>

Wilfrid Laurier University — BSc

Computer Science · Minor in Mathematics
2024 – 2029
GPA 3.9 / 4.0
Honors & Awards
  • Dean's List
Relevant Coursework
Data Structures Algorithm Design & Analysis Neural Networks Software Engineering Game Theory Math for Finance Linear Algebra Calculus Python Programming
Technical
C Python Pandas Matplotlib Java

Work Experience

Leadership & Volunteer

Market Views

Projects

armaan@ag‑system ~/projects $ ls -la
drwxr-xr-x ASG-Microfund/ Algo-Trading
Backtested a 3-strategy portfolio (factor, mean reversion, momentum) with Streamlit dashboard and risk controls
$ cat README.md
  • Strategies: factor-based, mean reversion, and momentum
  • Streamlit dashboard for performance vs. benchmark with client input parameters
  • Weighted risk controls to keep portfolio within user-defined tolerance
drwxr-xr-x IBFetcher/ Python
Modular IBAPI-based OHLCV downloader with batch support, automatic retries, and smart CSV caching
$ cat README.md
  • Fetch single or batch tickers with automatic retries via IBAPI
  • Flexible schema with CSV output and automated retrieve-or-fetch logic
  • Configurable tickers, intervals, and tick size for maximum flexibility
drwxr-xr-x Quant-Models/ Finance
Black-Scholes pricing engine with full Greeks, Monte Carlo with antithetic variates, and a robust unit test suite
$ cat README.md
  • Analytic Black-Scholes with Delta, Gamma, Theta, Vega, and Rho
  • Monte Carlo simulation with antithetic variates for variance reduction
  • Robust unit test suite with reproducible random seeds
drwxr-xr-x TSLA-AI-Trader/ ML
ML pipeline using Linear Regression and Random Forest to forecast TSLA price movements with custom backtesting
$ cat README.md
  • Feature engineering pipeline with technical indicators and lag features
  • Custom backtesting framework simulating strategy performance on model signals
  • Model evaluation through Sharpe ratio, drawdown, and prediction accuracy metrics

Competitions

COMPETITION RESULTS — AG <GO>
RESULT COMPETITION CATEGORY YEAR

Technical Skills

SKILLS — AG PORTFOLIO SYSTEM <GO>
Finance
DCF Modeling 3-Statement Analysis Derivatives Risk Management M&A / Due Diligence Equity Research Rates / Fixed Income
Programming
Python C Java MATLAB ARM Assembly Pandas NumPy Scikit-learn
Quantitative Methods
Linear Algebra Probability Optimization Monte Carlo Time Series Calculus
Excel & Tools
Excel VBA PowerPoint Financial Modeling Git Bloomberg Terminal S&P Capital IQ IBKR TWS