Volatility Analysis of Telecommunication Sector Stock Returns Using ARCH and GARCH Models
Keywords:
Stock Return Volatility, ARCH, GARCH, HeteroscedasticityAbstract
This study investigates the volatility of stock returns in the Indonesian telecommunications sector during the period January 2024 to May 2025. The research focuses on three major issuers PT Telkom Indonesia Tbk (TLKM), PT Indosat Tbk (ISAT), and PT XL Axiata Tbk (EXCL) due to their active trading and significant market capitalization. Daily closing price data were converted into log returns and tested for heteroscedasticity using normality and ARCH-LM tests. The results confirm the presence of volatility clustering, particularly in ISAT and TLKM stocks, indicating time-varying volatility. Both ARCH(1) and GARCH(1,1) models were estimated to capture the volatility dynamics, with GARCH models demonstrating better performance across all three stocks, as reflected by lower AIC values and higher log-likelihood scores. ISAT exhibited the highest return fluctuations, while EXCL appeared more stable. These findings highlight the persistence of volatility in the telecommunications sector and reinforce the importance of selecting appropriate econometric models for risk assessment. The study offers relevant insights for investors and market analysts in making data-driven decisions under uncertain market conditions.
References
I. A. Sah, “ STOCK MARKET VOLATILITY AND MACROECONOMIC INDICATORS: FINANCIAL SECTOR ANALYSIS AMID ECONOMIC GROWTH OPTIMISM," vol. 5, no. 2, 2025, doi: 10.17977/um066.v5.i2.2025.1.
R. Wulandari, V. Sari, and T. Laksita, “Application of ARIMA-ARCH / GARCH Method to Forecast Stock Price of Hanjaya Mandala Sampoerna Tbk,” vol. 03, no. 01, 2022.
A. P. Desvina and N. Rahmah, “Application of ARCH/GARCH Method,” vol. 2, no. I, 2020.
F. Fitriyani, S. F. A, M. I. R, T. A. T, and Statistics, “Forecasting the Stock Price Index of PT Verena Multi Finance Tbk with ARIMA and ARCH-GARCH Modeling Methods,”vol. 14, no. 1, pp. 11–23, 2021.
M. Rizki Nasution and A. Albar Tanjung, “Analysis of The Effect of World Crude Oil Prices, Exchange Rates, Inflation, Dow Jones Industrial Average, and The Nikkei 225 Index on The Composite Stock Price Index,” Quant. Econ. Manag. Stud., vol. 4, no. 4, pp. 764–772, 2023, [Online]. Available: https://doi.org/10.35877/454RI.qems1825
M. I. Rizki, T. A. Taqiyyuddin, P. F. Rahmah, and A. E. Hasana, “Application of ARCH/GARCH Model to Predict Stock Price of Tokai Carbon Company,” J. Science Mat. and Stat., vol. 7, no. 2, 2021, doi: 10.24014/jsms.v7i2.13138.
A. A. Tanjung, Muliyani, and D. P. Sari, “Volatility Analysis of Tourism Industry Sector Stocks in Indonesia,” Senashtek, pp. 492-499, 2024, [Online]. Available: https://finance.yahoo.com/.
A. A. I. Pratama and A. Susetyo, “The Effect of Closing Price, Trading Volume Activity, and Stock Return Volatility on Bid-Ask Spread in LQ45 Companies in 2017,” J. Ilm. Mhs. Management, Business and Accounting, vol. 2, no. 1, pp. 81-88, 2020, doi: 10.32639/jimmba.v2i1.446.
K. J. Muntu, “The Effect of Inflation, Bank Indonesia Interest Rate, IDR/USD Exchange Rate, and Money Supply on Stock Prices,” J. Business Manaj. Econ., vol. 18, no. 2, pp. 279-293, 2020.
F. Emmanuel, D. Parulian, A. Ikhlasul, and S. N. Asrizal, “Analysis of Construction Stock Price Forecasting against Indonesian Sovereign Wealth Funds (SWF) Sentiment with ARCH/GARCH Model Approach,” vol. 3, no. 1, pp. 308-324, 2024.
Z. R. Dien, “Application of Autoregressive Conditional Heteroskedastic-Generalized Auto Autoregressive Conditional Heteroskedastic Model on Indonesian Islamic Bank Stock Return Data,” Estimation J. Stat. Its Appl., vol. 4, no. 1, pp. 2721-379, 2023, doi: 10.20956/ejsa.vi.24799.
M. Ahmad Albar Tanjung, RESEARCH METHODOLOGY IS SIMPLE, CONCISE, CONCISE AND EASY TO UNDERSTAND. Scopindo Media Pustaka, 2021.
P. Puspitasari, D. Kurniasih, and A. M. Kiloes, “Application of ARCH-GARCH Model in Analyzing the Volatility of Shallot Price,” Inform. Pertan., vol. 28, no. 1, p. 21, 2019, doi: 10.21082/ip.v28n1.2019.p21-30.
P. I. Akami, “IN FACING THE OPTIMISM OF INDONESIA'S ECONOMIC GROWTH OF 8% IN THE VUCA ERA,” vol. 5, no. 2, 2025, doi: 10.17977/um066.v5.i2.2025.4.
U. R. Siregar, A. A. Tanjung, and S. Sukardi, “Analysis of Determinants of Capital Structure of Miscellaneous Industrial Sector Manufacturing Companies Listed on the Indonesia Stock Exchange (IDX) 2016-2022,” Ekon. J. Econ. Bus., vol. 8, no. 1, p. 82, 2024, doi: 10.33087/ekonomis.v8i1.1216.
M. Muliyani, V. S. Putri, and A. A. Tanjung, “Fundamental Analysis of Financial Performance on the Growth of Companies Listed on the IDX,” J. Manag. Econ. Res., vol. 3, no. 1, pp. 20-25, 2024, doi: 10.62866/jomer.v3i1.187.
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