Oussama Kharouiche
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Quantitative Researcher Intern at QRT

QRT | Jan 2024–Jul 2024

During my internship at QRT, I focused on leveraging market order book data to uncover trading patterns and generate alpha signals. My work involved conducting in-depth analysis of market data to identify meaningful trends and applying statistical techniques to detect recurring patterns in order book dynamics.

Responsibilities included:

  • Market Order Book Analysis: Analyzed order book data to understand buying and selling dynamics and reveal insights into market behavior.
  • Alpha Research Development: Leveraged identified patterns to uncover potential profit signals using linear regression and other machine learning algorithms.
  • Strategy Backtesting: Tested the effectiveness of investment strategies based on identified patterns to optimize returns while reducing risks.
  • Execution Impact Analysis: Evaluated how order execution affects market exposure and trading performance.

Skills:

  • Python: NumPy, Pandas, SciKit-Learn, PyTorch
  • Statistical Analysis
  • Machine Learning