Modeling the Forecast of Gold Price Fluctuations over Short-Term, Medium-Term and Long-Term Periods
الموضوعات :Mahdieh Tavassoli 1 , مهناز ربیعی 2 , Kiamars Fathi 3
1 - Ph.D. student, Department of Information Technology Management, South Tehran Branch, Islamic Azad University, Tehran, Iran,
2 - معاون پژوهشی دانشگاه آزاد واحد الکترونیکی
3 - Islamic Azad University South Branch
الکلمات المفتاحية: Gold price, macro factors, micro factors, GARCH, Bayesian model averaging.,
ملخص المقالة :
In the modern financial market, gold serves as a vital financial and monetary product, making it essential to examine its price fluctuations. In this regard, the present study aims to model the forecast of gold price fluctuations over short-term, medium-term, and long-term periods. The present study is applied exploratory research. Monthly data from 2010 to 2022 were utilized to estimate the model, evaluating 35 factors influencing gold price fluctuations. Three modeling approaches were employed: Bayesian Model Averaging (BMA), Principal Component Analysis (PCA), and Time-Varying Parameter (TVP) modeling to forecast gold price fluctuations over different periods. The BMA model exhibited the highest accuracy among the tested models. The findings identified 12 key variables impacting gold price fluctuations. Additionally, it was noted that both internal and external factors positively affect these fluctuations over time, with external factors demonstrating stronger influences. Nonlinear modeling approaches proved to be more accurate than linear ones. The analysis suggests that gold price fluctuations are trending upward over time, and the market will likely experience increased volatility in the future.
Hashim, S. L. (2022). Analyses of Factors Influence the Price of Gold in Malaysia. Advanced International Journal of Business, Entrepreneurship and SMEs, 4(11): 16-22.
Ding, Q., Huang, J., Gao, W., & Zhang, H. (2022). Does political risk matter for gold market fluctuations? A structural VAR analysis. Research in International Business and Finance, 60(1): 101618-29.
Mainal, S. A., Selamat, A. H. M., Abd Majid, N. D. S., & Noorzee, K. N. I. (2023). Factors Influencing the Price of Gold in Malaysia. Information Management and Business Review, 15(3): 195-205.
Qian, Y., Ralescu, D. A., & Zhang, B. (2019). The analysis of factors affecting global gold price. Resources Policy, 64(1): 101478-86.
Mohammadzadeh Emamverdikhan, Z., Farokhbakht Fumani, A., & Saberi Haghayegh, R. (2023). Developing a model for Permission Marketing with an emphasis on Privacy: Service companies in the agriculture (sector of Guilan province). Agricultural Marketing and Commercialization Journal, 1(1): 14-37.
Shayestehfar, S. (2023). The test of the Fama-MacBeth model to measure the relationship between the expected investment risk metrics and the expected rate of return for knowledge-based companies active in the Tehran Stock Exchange. Agricultural Marketing and Commercialization Journal, 7(1): 94-105.
Feizi, K., Mehrani, H., Vazifehdust, H., & Sadeh, E. (2024). Conceptualization and Design of a Digital Content Marketing Model Using Structural Equation Approach. Agricultural Marketing and Commercialization, 8(1): 51-69.
Md Isa, M. A., A Latif, R., Nasrul, F., Zaharum, Z., & Noh, M. K. A. (2020). Relational Study between Macroeconomic Variables and Gold Price: Latest Malaysian Evidence. Advanced International Journal of Business, Entrepreneurship and SMEs, 2(6): 1-9.
Dalam, A. M., Abd Rashid, N. K., & Padli, J. (2019). Factors determining gold prices in Malaysia. Universiti Malaysia Terengganu Journal of Undergraduate Research, 1(2): 75-82.
Hossaini, H., & Namaki, A. (2023). Gold Price Forecasting Using Long Short-Term Memory (LSTM) Networks, 1st National Conference on Smart Economy and Financial Development, Tehran.
Selvanathan, S., & Selvanathan, E. A. (2022). The nexus between oil and gold prices during the COVID-19 pandemic. In Financial Transformations Beyond the COVID-19 Health Crisis.
Apergis, N., Cooray, A., Khraief, N., & Apergis, I. (2019). Do gold prices respond to real interest rates? Evidence from the Bayesian Markov Switching VECM model. Journal of international financial markets, institutions and Money, 60(1): 134-148.
Long, P. D., Hien, B. Q., & Ngoc, P. T. B. (2022). Impacts of inflation on the gold price and exchange rate in Vietnam: time-varying vs fixed coefficient cointegrations. Asian Journal of Economics and Banking, 6(1): 88-96.
Zakaria, H., Abdul Shukur, N., Affandi, S., & Wan Mahmood, W. (2015). Factors Affecting the Price of Gold in Malaysia. Journal of Basic and Applied Scientific Research, 5(7): 41-46.
Gorgbandi, S., & Mousavi, S. M. (2023). Forecasting Short-Term Gold Price Trends in the Forex Market Using Deep Neural Networks, 6th National Conference on New Technologies in Electrical and Computer Engineering, Isfahan.
Mazrae Farahani, R., Ooshak Saraei, M., Mahfoozi, G., & Taleghani, M. (2024). Presenting a Model for Sustainable Banking: A Qualitative Study. Agricultural Marketing and Commercialization Journal, 15(1): 136-147.
Zhang, P., & Ci, H. (2020). Deep belief network for gold price forecasting. Revue de la Politique Economique, 69(3): 1806-1830.
Besharatnia, F., & Tariqat, M. (2016). Gold Price Forecasting Using Neural Networks, 2 nd National Conference on Computer Science and Engineering and Information Technology, Amol.
Mohammadinejad Pashaki, M., Sadeghi Sharid, S. J., & Eqbalnia, M. (2023). Investigating and analyzing the spillover effects of stock market in interaction with currency, gold-coin, crude oil and housing markets: VARMA-BEKK-AGARCH Approach. Financial Engineering and Portfolio Management, 14(57): 174-199.
Haddadi, M. R., Nademi, Y., & Farhadi, H. (2020). Forecasting the Global Gold Price Movement with Marginal Distribution Modeling Approach: An Application of the Copula GARCH Gaussian and t. Financial Engineering and Portfolio Management, 11(42), 67-88.
Ehsani, M. A., Jafari, S. A., & Khani, F. (2021). The Effects of Money Market on Gold Market with a Systemic Dynamics Approach. Journal of Economic Modeling. 54(15): 1-19.
Khonsarian, F., Teimourpour, B., & Rastegar, M. A. (2023). Price predicting with LSTM artificial neural network and portfolio selection model of financial assets and digital currencies. Financial Engineering and Portfolio Management, 57(1): 116-134.
Kazemzadeh, E., Ebrahimi-Salari, T., & Behname, M. (2019). Forecasting the Growth Rate of Gold Coin Prices in Iran Using Mixed Data Sampling (henceforth MIDAS) regression models. Applied Economics, 9 (28): 43-53.
Yuan, F. C., Lee, C. H., & Chiu, C. (2020). Using market sentiment analysis and genetic algorithm-based least squares support vector regression to predict gold prices. International Journal of Computational Intelligence Systems, 13(1): 234-246.
Sarvaiya, D., & Ramchandani, D. (2022). Time Series Analysis and Forecasting of Gold Price using ARIMA and LSTM Model. International Journal for Research in Applied Science & Engineering Technology, 10(1): 36-48.
Nisarga, M., & Marisetty, N. (2023). A study on various factors impact on the gold price in India. Asian Journal of Economics, Business and Accounting, 23(20): 254-265.
Zhang, P., & Ci, B. (2020). Deep belief network for gold price forecasting. Resources Policy, 69(1): 101806-19.
Zahedi, Y., Rezaei, N., & Najjari, V. (2023). Testing of Reciprocal Transfer of Bubble in Stock Exchange, Currency and Gold Markets (A case study: in Iran Using Copula Functions). Financial Engineering and Portfolio Management, 57(1): 135-154.
Sailaja, V. N., Kumar, A., & VS, P. K. (2022). A Study on Macro Economic Variables and their Impact on Gold Price in India. Academy of Marketing Studies Journal, 26(5):16-32.
Choudhary, P. (2021). An Influence of Analysis on the Indian Gold Price with Sensex and Nifty in India. Journal of Advances and Scholarly Research in Allied Education, 9(2): 232027-38.
Tanin, T. I., Sarker, A., Brooks, R., & Do, H. X. (2022). Does oil impact gold during COVID-19 and three other recent crises? Energy Economics, 108(1): 105938-45.
Daga, V., & James, L. (2020). Effect of Macroeconomic Factors on the Price of Gold in India. International Journal of Creative Research Thoughts, 8(3): 1906-1915.
Pradeep, K. V., & Karunakaran, N. (2022). Gold price dynamics in India: A pre-postliberalization comparison. Journal of Management Research and Analysis, 9(2): 102-107.
Vallabh, P. (2022). Policy Uncertainty and Gold Price in India. IIMA Working Paper Series.
Hatamlou, A., & Deljavan, M. (2019). Forecasting gold price using data mining techniques by considering new factors. Journal of AI and Data Minin, 7(3): 411-420.
Qin, Q., Kamran, H. W., Sawangchai, A., Wisetsri, W., & Raza, M. (2021). How macroeconomic indicators influence gold price management. Business Process Management Journal, 27(7): 2075-2087.