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Modern Portfolio Theory: Variance, Covariance, and the Mathematics of Diversification

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  • Connor Lange none

DOI:

https://doi.org/10.58445/rars.2971

Keywords:

Modern Portfolio Theory (MPT), Harry Markowitz, Investment strategy

Abstract

This paper explores how Modern Portfolio Theory, introduced by Markowitz, revolutionized investment strategy by adding a mathematical dimension to investment thought. The mathematical structures employed by investors heavily relied on variance and covariance to reduce portfolio risk by maximizing diversification. Central to this is a negative correlation among assets which can largely reduce volatility even if said assets have high risks. In addition, this paper addresses the flaws of MPT, such as performance during market downturns and its reliance on historical data. Alternatives like artificial-intelligence based strategies and Digital Portfolio Theory have an adaptability that MPT lacks. Although MPT’s concepts are still very much used and the theory remains foundational, future-oriented investing favors data-responsive and dynamic frameworks.

 

References

Gupta, Sonam. “Risk‑Return Ratios and Portfolio Evaluation: A Modern Portfolio Theory Approach.” Borsa Istanbul Review, vol. 22, no. 4, 2022, pp. 768–779.

Jones, C. Kenneth. “Modern Portfolio Theory, Digital Portfolio Theory and Intertemporal Portfolio Choice.” American Journal of Industrial and Business Management, vol. 7, no. 7, 2017, pp. 785–795.

Ledoit, Olivier, and Michael Wolf. “Honey, I Shrunk the Sample Covariance Matrix.” Journal of Portfolio Management, vol. 30, no. 4, 2004, pp. 110–119.

Ledoit, Olivier, and Michael Wolf. “A Well-Conditioned Estimator for Large-Dimensional Covariance Matrices.” Journal of Multivariate Analysis, vol. 88, no. 2, 2004, pp. 365–411.

Lo, Andrew W. The Adaptive Markets Hypothesis: Market Efficiency from an Evolutionary Perspective. New York University Working Paper Series, Sept. 2004.

Mandelbrot, Benoit, and Richard L. Hudson. The Misbehavior of Markets: A Fractal View of Financial Turbulence. Basic Books, 2004.

Shadel, Gary, and Rajesh Chandra. “A Simplified Perspective of the Markowitz Portfolio Theory.” ResearchGate, 2013.

Smith, Gary. “Mean-Variance Analysis: A Critique.” Claremont McKenna College Working Paper, 2010.

Sornette, Didier. Why Stock Markets Crash: Critical Events in Complex Financial Systems. Princeton University Press, 2003.

Yale University. “Modern Portfolio Theory: CS 458 Lecture Notes.” Department of Computer Science, 2015.

Wysocki, Maciej, and Paweł Sakowski. “Correlations in Financial Markets during Crisis Episodes.” Quantitative Finance Research Group Working Paper, Oct. 2022.

Zivot, Eric. “Portfolio Theory with Matrix Algebra.” University of Washington Lecture Notes, 2012.

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Posted

2025-08-24