Perhitungan Value at Risk (VaR) pada Saham Sub Sektor Pertanian dengan Metode Simulasi Historis dan Monte Carlo

Damara Dinda Nirmalasari Zebua, Muhammad Rizal Pancasila, Yoga Santosa

Abstract


Making investment decisions requires the right approach in measuring potential losses, one of which is investing in agricultural sub-sector shares. Potential losses can be seen from the Value at Risk (VaR) value. The aims of this research are 1) to calculate the VaR value of single assets and portfolios in the agricultural sub-sector using two methods; 2) to determine which method is more accurate and reliable in estimating losses in agricultural sub-sector shares; and 3) to provide the best investment alternative for investors to invest in one or both shares. The research uses time series data from two agricultural sub-sector shares, namely PT. Sampoerna Agro Tbk (SGRO) and PT. Perusahaan Perkebunan London Sumatra Indonesia Tbk (LSIP) for the period November 30, 2020-November 30, 2024 totaling 970 data. Data were analyzed using Historical Simulation and Monte Carlo methods with the help of Microsoft Excel (Ms. Excel) software. The research results show 1) with a confidence level of 95%, the estimated loss value of SGRO, LSIP and portfolio shares (50:50) using the Historical Simulation method is Rp9,742,547.43, Rp14,810,924.37 and Rp10,336,139.64 respectively, while using the Monte Carlo method is Rp12,493,847.11, Rp15,996,384.77 and Rp11,257,991.86; 2) based on the results of the VaR analysis, a more accurate and reliable method for estimating losses in agricultural sub-sector shares is the Monte Carlo method because it provides a greater estimate of the value of losses through repeated iterations; and 3) based on VaR calculations, it is recommended for investors to invest in both shares in a 50:50 proportion because it can reduce the estimated value of losses received compared to investing in just one share.

Keywords


Analisis komparatif; Keputusan investasi; Return, Simulasi risiko

References


Indonesia Stock Exchange Industrial Classification. 2024. “Untung-Rugi Investasi Saham.” Indonesia Stock Exchange Industrial Classification (IDX-IC). Retrieved February 20, 2025 (https://idx.co.id/id/berita/artikel?id=3e247091-5ef1-ee11-b808-005056aec3a4).

Adrianto, Achmad Dimas, Muhammad Azhari, dan Khairunnisa. 2018. “Perhitungan Value at Risk (VaR) dengan Metode Historis dan Monte Carlo pada Saham Sub Sektor Rokok.” Jurnal Riset Bisnis dan Manajemen 11(1):1–8.

Hariyanto. 2024. “Daftar Saham CPO di Bursa Efek Indonesia.” 29 Oktober. Retrieved February 26, 2025 (https://ajaib.co.id/saham-cpo-di-bursa-efek-indonesia/).

Hisam, Muhammad. 2024. “Menavigasi Volatilitas Pasar: Wawasan tentang Instrumen Keuangan dan Strategi Investasi.” Currency: Jurnal Ekonomi dan Perbankan Syariah 2(2):315–28.

Jorion, P. 2007. Value at Risk The New Benchmark for Managing Financial. USA: McGraw Hill.

Lestdwinanto, Handoyo. 2016. “Perbandingan Metode Value at Risk antara Metode Risk Metric, Historical Back Simulation, dan Monte Carlo Simulation dalam Rangka Memprediksi Risiko Investasi pada Properti Periode 2008-2014.” Jurnal Ekonomi, Manajemen dan Perbankan 2(1):18–30.

Liman, Victor, Gerogina Maria Tinungki, dan Anisa. 2023. “Analisis Value at Risk pada Portofolio Saham PT. Adaro Energy Tbk dan PT. Bukit Asam Tbk menggunakan Metode Copula Archimedean.” ESTIMASI: Journal of Statistics and Its Application 4(2):208–19.

Mutiarasari, Nurul Risti, Enok Sumarsih, Octaviana Helbawanti, dan Trescha Ramadhan. 2022. “Analisis Volatilitas Saham Perusahaan Pertanian dan Non Pertanian.” Jurnal Ilmiah Mahasiswa Agroinfo Galuh 9(2):456–70.

Parmadi, Emilia, dan Zulgani. 2018. “Daya Saing Produk Unggulan Sektor Pertanian Indonesia dalam Hubungannya dengan Pertumbuhan Ekonomi.” Jurnal Paradigma Ekonomika 13(2):77–86.

Perkebunan, Direktur Jenderal. 2022. “Tak Heran, Komoditas Perkebunan Selalu Berhasil Dongkrak Devisa Negara dan Terbukti Solusi Tepat Hadapi Krisis Pangan Global.” Kementerian Pertanian Direktorat Jenderal Perkebunan. Retrieved (https://ditjenbun.pertanian.go.id/tak-heran-komoditas-perkebunan-selalu-berhasil-dongkrak-devisa-negara-terbukti-solusi-tepat-hadapi-krisis-pangan-global/).

Rahman, Wahyu Kurnia. 2024. “Analisis Value at Risk (VaR) pada Saham Sektor Perbankan.” JATI (Jurnal Mahasiswa Teknik Informatika) 8(4):5895–99.

Sari, Febbi Dian Amalia, dan Mochammad Isa Anshori. 2024. “Strategi Investasi Terkini: Menghadapi Volatilitas Pasar.” Jurnal EK&BI 7(1):325–29. doi: 10.37600/ekbi.v7i1.1426.

Solihatun, Asrini, La Gubu, Aswani, Edi Cahyono, dan La Ode Saidi. 2023. “Perhitungan Value at Risk (VaR) pada Portofolio Saham IDX Sektor Keuangan (IDXFinance) menggunakan Metode Simulasi Historis (Historical Simulation Method).” Jurnal Matematika, Komputasi Dan Statistika 3(1):245–54.

Tendelilin, Eduardus. 2001. Analisis Investasi dan Manajemen Portofolio. 1st ed. Yogyakarta: BPFE.

Yuliah, dan Leni Triana. 2021. “Pengukuran Value at Risk pada Aset Perusahaan dengan Simulasi Monte Carlo.” Jurnal Valuasi: Jurnal Ilmiah Ilmu Manajemen Dan Kewirausahaan 1(1):48–57.




DOI: http://dx.doi.org/10.25157/ma.v11i2.18265

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