Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak

Gold has been considered one of the most reliable assets in finance and a safe-haven investment, especially during turbulent conditions in the economy. Taking this into consideration, a new interest began to take place in the study of gold prices during financial turmoil, especially during the unpre...

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Published in:AIP Conference Proceedings
Main Author: Naji A.S.M.; Yaziz S.R.; Zakaria R.; Mohamad N.N.; Radi N.F.A.
Format: Conference paper
Language:English
Published: American Institute of Physics 2024
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85188417024&doi=10.1063%2f5.0193381&partnerID=40&md5=f685958cf3bae666fd03119964ca4895
id 2-s2.0-85188417024
spelling 2-s2.0-85188417024
Naji A.S.M.; Yaziz S.R.; Zakaria R.; Mohamad N.N.; Radi N.F.A.
Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak
2024
AIP Conference Proceedings
2895
1
10.1063/5.0193381
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85188417024&doi=10.1063%2f5.0193381&partnerID=40&md5=f685958cf3bae666fd03119964ca4895
Gold has been considered one of the most reliable assets in finance and a safe-haven investment, especially during turbulent conditions in the economy. Taking this into consideration, a new interest began to take place in the study of gold prices during financial turmoil, especially during the unprecedented COVID-19 pandemic outbreak that started at the end of 2019. The COVID-19 pandemic outbreak had caused a huge dramatic change around the globe in all sectors, especially in financial sectors. The method used in this study is the ARIMA-GARCH model which is an integration of the well-established ARIMA model and GARCH model. This integration model is applied to gold prices and could help to handle the volatility characteristic presented in the data. The analysis of gold prices in this study focuses on modeling of gold prices by splitting the data before and during the pandemic. Thus, this method gives an insight into how the ARIMA-GARCH model performs with the data before and during the pandemic. Based on the study, the ARIMA-GARCH model produces a good result with a low value in MAE, RMSE and MAPE for both periods before and during the pandemic. © 2024 Author(s).
American Institute of Physics
0094243X
English
Conference paper
All Open Access; Bronze Open Access
author Naji A.S.M.; Yaziz S.R.; Zakaria R.; Mohamad N.N.; Radi N.F.A.
spellingShingle Naji A.S.M.; Yaziz S.R.; Zakaria R.; Mohamad N.N.; Radi N.F.A.
Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak
author_facet Naji A.S.M.; Yaziz S.R.; Zakaria R.; Mohamad N.N.; Radi N.F.A.
author_sort Naji A.S.M.; Yaziz S.R.; Zakaria R.; Mohamad N.N.; Radi N.F.A.
title Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak
title_short Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak
title_full Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak
title_fullStr Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak
title_full_unstemmed Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak
title_sort Gold price forecasting using ARIMA-GARCH model during COVID-19 pandemic outbreak
publishDate 2024
container_title AIP Conference Proceedings
container_volume 2895
container_issue 1
doi_str_mv 10.1063/5.0193381
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85188417024&doi=10.1063%2f5.0193381&partnerID=40&md5=f685958cf3bae666fd03119964ca4895
description Gold has been considered one of the most reliable assets in finance and a safe-haven investment, especially during turbulent conditions in the economy. Taking this into consideration, a new interest began to take place in the study of gold prices during financial turmoil, especially during the unprecedented COVID-19 pandemic outbreak that started at the end of 2019. The COVID-19 pandemic outbreak had caused a huge dramatic change around the globe in all sectors, especially in financial sectors. The method used in this study is the ARIMA-GARCH model which is an integration of the well-established ARIMA model and GARCH model. This integration model is applied to gold prices and could help to handle the volatility characteristic presented in the data. The analysis of gold prices in this study focuses on modeling of gold prices by splitting the data before and during the pandemic. Thus, this method gives an insight into how the ARIMA-GARCH model performs with the data before and during the pandemic. Based on the study, the ARIMA-GARCH model produces a good result with a low value in MAE, RMSE and MAPE for both periods before and during the pandemic. © 2024 Author(s).
publisher American Institute of Physics
issn 0094243X
language English
format Conference paper
accesstype All Open Access; Bronze Open Access
record_format scopus
collection Scopus
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