Financial Modeling

Finance Trading Strategy Analytics

Analyzed trading strategies using portfolio metrics, simulation, and risk-adjusted performance evaluation.

Completed2025-11PythonRMonte CarloPortfolio OptimizationSharpe Ratio

Overview

Built a trading strategy analysis workflow centered on risk, benchmarking, and performance interpretation.

Problem

Strategy returns are not enough on their own. The real question is whether a strategy performs well relative to risk and alternatives.

Approach

  • Calculated return, volatility, beta, and Sharpe ratio metrics.
  • Used Monte Carlo simulation to test uncertainty across scenarios.
  • Compared strategies against market benchmarks such as the S&P 500.

Results

Created a clearer performance lens that balanced return with risk exposure.

What I Learned

The project deepened my understanding of how financial analysis frameworks translate into better decision making.