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markowitz-portfolio-analysis

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A mean-variance analysis of a portfolio of risky assets, visualising the Markowitz bullet and the efficient frontier. We also compare the performance of a randomly selected portfolio within the Markowitz bullet, with that of an efficient portfolio of the same variance.

  • Updated Sep 10, 2024
  • Python

In this project, the Markowitz mean-variance portfolio theory is first introduced from a purely mathematical point of view. From there, we motivate another interesting concept: the capital asset pricing model (CAPM). Finally, using historical stock data, we plot the efficient frontier for a portfolio, and lay down our conclusions and inferences.

  • Updated Jul 6, 2025
  • Jupyter Notebook

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