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Dr. amira.ahmed :: Publications:

Title:
Modelling the Relationship Between Gold Returns and Financial Risks: A Quantile Regression Approach for Egypt
Authors: Dr Amira Akl Ahmed; Dr Mamdouh Abdelmoula M. Abdelsalam; Dr Doaa Akl Ahmed
Year: 2025
Keywords: gold return; quantile regression; oil prices; exchange rate; stock market; inflation
Journal: Journal of political & Economic Studies - Faculty of Politics & Economic
Volume: 5
Issue: 2
Pages: 734-771
Publisher: Faculty of Politics & Economic -Suez University
Local/International: Local
Paper Link:
Full paper Not Available
Supplementary materials Not Available
Abstract:

This article investigates the hypothesis that gold serves as a hedge and/or a safe- haven asset against financial risks associated with exchange rates, equity, oil prices, and inflation in Egypt, with its protective role depending on market conditions. To model this relationship, semi-parametric quantile regression (QR) is employed using weekly data from January 7, 1998, to July 26, 2023. QR captures the conditional effects of these risk factors across the distribution of gold returns, providing robust estimates that accommodate outliers and heavy tailed data. Encompassing major events like the 2008 financial crisis and the COVID-19 pandemic, the Bai and Perron (1998) multiple breakpoints test, however, found no structural breaks, allowing the analysis to proceed with the full sample period. Key findings include: (1) no relationship between CPI inflation and gold returns across all quantiles is detected; potentially due to cultural factors such as wedding-related purchases and hoarding behaviour, (2) a negative association between gold return and EGX30 return is found across all market states (5th to 95th quantiles), with significance primarily in normal market conditions (50th and 75th quantiles); implying that gold serves as a safe haven in extreme market conditions, offsetting equity losses and hedging against stock return declines during stable periods, (3) an asymmetric relationship is found between gold returns and stock volatility, as measured by the conditional variance of stock returns derived from an AR(1)-GARCH(1,1) model, with negative correlations in lower quantiles and positive correlations in higher quantiles, (4) a positive but weak relationship is observed between gold and crude oil returns, significant in lower quantiles and insignificant in higher quantiles, suggesting that the link weakens under extreme market conditions, and (5) a consistent negative relationship is observed between gold and exchange rate returns, where an appreciation in exchange rates leads to lower gold returns, highlighting gold's role as an alternative investment during periods of currency depreciation. The robustness of these findings is confirmed by a slope equality test, which rejects the null hypothesis for all coefficients except inflation. These findings suggest that gold plays a significant role in hedging against stock volatility, currency risk, and extreme market conditions, and that both investors and the central bank should consider gold as a strategic tool for diversification and risk management in Egypt.

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