Aug 2026· Digital Business and Entrepreneurship Journal· 0 citations
Abstract
Constructing an optimal portfolio is a crucial step for investors in balancing the trade-off between expected return and investment risk. This study aims to construct an optimal portfolio comprising two stocks, EMDE and MTDL, by applying the Markowitz mean-variance model to minimize return variance at a specific return level. The methodology employs mean-variance optimization, estimating expected return, variance, and covariance based on historical return data for both stocks to determine efficient portfolio weights. The analysis reveals that the optimal portfolio consists of 19.27% EMDE stock and 80.73% MTDL stock. This combination yields an expected portfolio return of 1.33% with a return standard deviation of 8.43%, reflecting a more efficient risk-return profile compared to an allocation in a single stock. These findings indicate that diversification between EMDE and MTDL can improve portfolio risk characteristics without significantly sacrificing returns. Consequently, investors are advised to consider this combination as part of their asset allocation strategy, particularly those with moderate risk preferences who prioritize mean-variance efficiency. This study provides empirical evidence regarding the application of the Markowitz model in the Indonesian stock market and serves as a reference for future research involving a broader range of assets and data periods.
Portfolio optimization is a fundamental aspect of investment management that focuses on constructing a portfolio capable of delivering the highest possible return while minimizing investment risk. Modern Portfolio Theory (MPT), introduced by Harry Markowitz, provides a quantitative framework for selecting an optimal co...
K. Naveen, Amita Johar, T. Meghana· International Journal of Dat...· 0 citations
The capital market plays an important role in the economy by providing investment instruments for investors and financing sources for companies. A capital market portfolio consists of a collection of financial assets, such as stocks, constructed to achieve an optimal return while reducing investment risk. Mean-variance...
Anis Faiqo Tuzzainiyah, E. Sulistianingsih, Nurfitri Imro'ah· Jambura Journal of Mathemati...· 0 citations
In mean-variance portfolio analysis, the efficient frontier represents the optimal trade-off between expected return and risk, assuming stable underlying parameters. This paper investigates portfolio fragility: the instability of optimal weights, risk-adjusted performance, and diversification when model inputs and cons...
Stefano Pellegrino, Giulia Vannucci, R. Siciliano· 0 citations
Portfolio optimization is a systematic investment approach for balancing expected return and investment risk through diversification. This research paper examines the application of the Markowitz Mean-Variance Model to selected Information Technology and Banking sector companies listed on the National Stock Exchange (N...
Nikhil Reddy Y, Nagaraj Chippolu· EPRA International Journal o...· 0 citations
Indonesia’s growing capital market provides investors with diverse opportunities; however, differences in stock returns and risks require systematic portfolio selection. This study aimed to identify LQ45 stocks that formed an optimal portfolio and determine their investment proportions during 2021–2025 using the Single...
Ratih Paramitasari· Eduvest - Journal Of Univers...· 0 citations
The rapid growth of retail investors in Indonesia, from 2.48 million in 2019 to over 20 million by 2025, underscores an urgent need for empirically grounded portfolio optimization frameworks adoptable into practical tools such as robo-advisory systems. This study applies the Markowitz Mean-Variance model to construct a...
Irfan Andi Pramudya, Intan Shaferi· The International Conference...· 0 citations
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