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Journal : Journal of Applied Science, Engineering, Technology, and Education

A Decision-Centric Approach to Risk Management in Aviation Stock Investments Using Value at Risk and Portfolio Optimization Singagerda, Faurani Santi; Pratama, Muh. Riyaldi; Alfairus, M. Qodri; Iskandar, Akbar; Mamadiyarov, Zokir
Journal of Applied Science, Engineering, Technology, and Education Vol. 7 No. 1 (2025)
Publisher : PT Mattawang Mediatama Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35877/454RI.asci3870

Abstract

This study applies Monte Carlo simulation to analyze and compare the Value at Risk (VaR) of two Indonesian airline stocks—PT Garuda Indonesia (full-service carrier) and PT AirAsia Indonesia (low-cost carrier)—using daily return data from January to December 2023. The research examines risk-return characteristics at individual stock and portfolio levels across different confidence intervals (99%, 95%, and 90%). Results reveal that PT Garuda Indonesia exhibits higher expected returns (0.5168%) but also higher volatility (3.5980%) compared to PT AirAsia Indonesia (0.2412% return, 2.4868% volatility), reflecting their different business models. Remarkably, an equal-weight portfolio demonstrates extraordinary diversification benefits, with positive VaR values across all confidence levels, indicating robust downside protection even in adverse market conditions. At 99% confidence, the monetary VaR for a Rp100,000,000 investment shows potential maximum losses of Rp7,984,331 for Garuda and Rp5,460,951 for AirAsia, while the portfolio generates a minimum gain of Rp1,886,373. This study highlights the effectiveness of Monte Carlo VaR in capturing complex risk dynamics, demonstrates significant intra-sector diversification benefits challenging conventional diversification wisdom, and provides insights into how different airline business models translate into distinctive risk-return profiles. These findings have important implications for investment decision-making and risk management in specialized industry contexts, particularly in emerging markets.
Android-Based E-Learning Application Design in Schools Iskandar, Akbar; Mansyur, Mansyur; Ansari Saleh Ahmar; Muliadi, Muliadi; Abdul Rahman
Journal of Applied Science, Engineering, Technology, and Education Vol. 5 No. 1 (2023)
Publisher : PT Mattawang Mediatama Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35877/454RI.asci1643

Abstract

The concept of E-Learning itself is a guide between learning processes that are packaged in the form of information technology. During the pandemic, schools in Indonesia began to make changes to offline learning to online by utilizing various applications such as the Google Classroom and WhatsApp applications. Based on these conditions, the researcher tried to develop a system for use in schools in the form of Android-based e-learning using the waterfall method. Based on the results of system design and testing it appears that this system can be used at research locations because the system can run well based on the results of black box testing, while the expert judgment of 10 people said it was very good, while the user response was 150 people with a very good response of 70 percent (105 people), good 30 percent (45 people). So that by using an Android-based E-Learning application, of course learning done in schools is better than those that only use conventional models or only use Whatsapp or Google Classroom. In addition, with E-Learning the learning process that is usually carried out in schools can be done without having to go to school again, students and teachers can carry out the learning process from their respective homes using smartphones and the internet.
Co-Authors A.A. Ketut Agung Cahyawan W Abdul jalil Abdul Latief Arda Abdul Rahman Ahmad Rudi Ahmad Rudi Ahmar, Ansari Saleh Ahmed Abdulmajeed Aji Bimantara, Vitara Akbar Hendra Alfairus, Muh. Qodri Aman, Andryanto Amanda, Andi Dimas Prasetyo Amin, Syahril Amiruddin, Amran Amiruddin, Erwin Gatot Amran Amiruddin Ana Rusmardiana Andani Achmad Andryanto A Arinto Nugroho Asnimar ASNIMAR ASNIMAR, ASNIMAR Bangri, Nardo Azalio Daud Daud Dayun Miyanti Dayun Miyanti Dellas, Dellas Dewi Yanti Dian Wardiana Sjuchro Dwika Assrani Edy Suryanto Erwin Gatot Amiruddin Firera, Romario Fitri Daryanti Fitta Ummaya Santi Hamdan Gani Harfawan Matturungan Harman Akbar Tullah HARYANTO Haryanto Haryanto Heri Retnawati Ilham Ilham Ismiyati, Ismiyati Kamaruddin Kamaruddin Kamaruddin Kherani, Riska Lisah Lisah Lukas, Imelda Mamadiyarov, Zokir Mansyur Mansyur Mansyur Mansyur Mansyur Mansyur Matturungan, Harfawan Mesran, Mesran Muh Akbar Muhajirin, Muhajirin Muhammad Akram Hamzah Muhammad Akram Hamzah Muhammad Rizal Muliadi Munsyir, Mulawarman Neneng Awaliah Nurul Huda Patel, Kavya Pato, Markani Pratama, Muh. Riyaldi R. Rusli Rais, Zulkifli Ramazanova, Makhabbat Ratnawati, Heri Ridha Nur Ilahi Robbi Rahim Romario Firera Ronda Deli Sianturi Rudi, Ahmad Sabitu, Kamoru Sahibu, Supriadi Saputri S, Dian Sholikah, Mar'atus Singagerda, Faurani Santi Siti Nurhabibah Hutagalung Sobirov, Bobur Sonni, Alem Febri Syahrul Syahrul Tatik Maslihatin Tatik Maslihatin Taufik, Imran Vivek Sharma Wulansari, Lusiana Yuhandri Yuhandri Yuhandri Yuhandri, Yuhandri Yulianto, Romi Yuyun