Application of Markowitz Model on Romanian Stock Market

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Performance evaluation of financial instruments has become a concern for more and more economists, while security trading activities have developed over time. “Modern portfolio theory” comprises statistical and mathematical models which describe various ways in order to evaluate and especially analyse profitability and risk of these portfolios. This article offers an application of this type of model on Romanian stock market, the Markowitz model, by focusing on portfolios comprising three securities, and determining the efficient frontier and the minimum variance portfolio.

[1] Anghelache, G. V., & Anghel, M. G. (2013). Modele specifice în analiza portofoliului, Economie teoretică şi aplicată, Volumul XX, No. 11(588), pp. 4-22.

[2] Anghelache, G., & Anghelache, C. (2014). Diversifying the risk through portfolio investment, Theoretical and Applied Economics, vol. XXI, no.9 (598), pp. 7-22.

[3] Badea, L. (2006), Studiu asupra aplicabilității modelului Markowitz pe piața bursieră din România, Economie Teoretică și Aplicată, 9(504), pp. 21-24.

[4] LeRoy, S. F., & Werner, J. (2001). Principles of financial economics, Cambridge: University Press.

[5] Markowitz, H. M. (1952). Portfolio Selection, Journal of Finance, vol. 7, pag. 77-91.

[6] Marling, H. & Emanuelsson, S. (2012), The Markowitz Portfolio Theory, available at

[7] Miloș, L.R., & Miloș, M.C. (2014). Construction pf a Financial Portfolio on the Bucharest Stock Exchange using reisk/return Analysis, Annales Universitatis Apulensis Series Oeconomica, 16(2), pp. 212-220.

[8] Nielsen, A.G., & Vladimarsson, G.Z. (2011). How to create portfolios for different risk groups and what to consider, Aarhus School of Business and Social Sciences, Department of business studies.

[9] Stancu, I., & Stancu, D. (2012). Finanţe corporative cu Excel, București: Ed. Economică.

[10] Viju, C., et. al. (2004). Portfolio optimization using markowitz model: an application to the Bucharest Stock Exchange, Supply chain and finance, pp. 229-251.

[11] Zhou, Y., & Yin, G. (2006). Markowitz’s Mean-Variance Portfolio Selection with Regime Switching: A Continuous-Time Model, SIAM Journal on Control and Optimization, vol. 42 (4), pp. 1466-1482.


[13], Harry M. Markowitz – Facts, Nobel Media AB 2014. Web. 19 Apr 2016.

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