{"title":"重新审视黄金的对冲和避险作用:来自分位数方法的证据","authors":"Feipeng Zhang , Yuhan Ma , Xu Liu , Xiaoying Zhou","doi":"10.1016/j.najef.2025.102516","DOIUrl":null,"url":null,"abstract":"<div><div>This paper provides a comprehensive reassessment of gold’s role as a safe haven, hedge, and portfolio diversifier across the stock markets of G7 and E7 countries from January 1, 2000, to December 31, 2024. We employ an integrated empirical framework, combining quantile-on-quantile (QQ) regression, causality-in-quantiles testing, and the cross-quantilogram method. This approach allows us to capture asymmetric and heterogeneous dependencies across the joint distribution of gold and stock returns. The findings reveal that gold acts as a safe haven during market downturns in most G7 countries, particularly where gold comprises a large share of official reserves. In contrast, gold typically serves as a diversifier in E7 countries. However, under specific asymmetric market conditions, gold exhibits hedging or safe-haven behavior in some E7 countries, such as Turkey, India, and Brazil. The results also highlight the role of gold reserve composition in enhancing gold’s safe-haven properties. In countries with substantial official gold holdings, gold demonstrates more robust safe-haven capabilities. The causality-in-quantiles analysis further confirms bidirectional and nonlinear predictive relationships across quantiles, while recursive and sub-sample QQ estimations indicate that the safe-haven function of gold is time-varying and evolves in response to systemic shocks. These findings provide valuable insights for both investors and policymakers by highlighting the varying effectiveness of gold as a risk management instrument across various markets and economic conditions, emphasizing the importance of tailored strategies in uncertain financial environments.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102516"},"PeriodicalIF":3.9000,"publicationDate":"2025-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Revisiting the hedging and safe haven roles of gold: Evidence from quantile-on-quantile approach\",\"authors\":\"Feipeng Zhang , Yuhan Ma , Xu Liu , Xiaoying Zhou\",\"doi\":\"10.1016/j.najef.2025.102516\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This paper provides a comprehensive reassessment of gold’s role as a safe haven, hedge, and portfolio diversifier across the stock markets of G7 and E7 countries from January 1, 2000, to December 31, 2024. We employ an integrated empirical framework, combining quantile-on-quantile (QQ) regression, causality-in-quantiles testing, and the cross-quantilogram method. This approach allows us to capture asymmetric and heterogeneous dependencies across the joint distribution of gold and stock returns. The findings reveal that gold acts as a safe haven during market downturns in most G7 countries, particularly where gold comprises a large share of official reserves. In contrast, gold typically serves as a diversifier in E7 countries. However, under specific asymmetric market conditions, gold exhibits hedging or safe-haven behavior in some E7 countries, such as Turkey, India, and Brazil. The results also highlight the role of gold reserve composition in enhancing gold’s safe-haven properties. In countries with substantial official gold holdings, gold demonstrates more robust safe-haven capabilities. The causality-in-quantiles analysis further confirms bidirectional and nonlinear predictive relationships across quantiles, while recursive and sub-sample QQ estimations indicate that the safe-haven function of gold is time-varying and evolves in response to systemic shocks. These findings provide valuable insights for both investors and policymakers by highlighting the varying effectiveness of gold as a risk management instrument across various markets and economic conditions, emphasizing the importance of tailored strategies in uncertain financial environments.</div></div>\",\"PeriodicalId\":47831,\"journal\":{\"name\":\"North American Journal of Economics and Finance\",\"volume\":\"80 \",\"pages\":\"Article 102516\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2025-07-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"North American Journal of Economics and Finance\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1062940825001561\",\"RegionNum\":3,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"North American Journal of Economics and Finance","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1062940825001561","RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
Revisiting the hedging and safe haven roles of gold: Evidence from quantile-on-quantile approach
This paper provides a comprehensive reassessment of gold’s role as a safe haven, hedge, and portfolio diversifier across the stock markets of G7 and E7 countries from January 1, 2000, to December 31, 2024. We employ an integrated empirical framework, combining quantile-on-quantile (QQ) regression, causality-in-quantiles testing, and the cross-quantilogram method. This approach allows us to capture asymmetric and heterogeneous dependencies across the joint distribution of gold and stock returns. The findings reveal that gold acts as a safe haven during market downturns in most G7 countries, particularly where gold comprises a large share of official reserves. In contrast, gold typically serves as a diversifier in E7 countries. However, under specific asymmetric market conditions, gold exhibits hedging or safe-haven behavior in some E7 countries, such as Turkey, India, and Brazil. The results also highlight the role of gold reserve composition in enhancing gold’s safe-haven properties. In countries with substantial official gold holdings, gold demonstrates more robust safe-haven capabilities. The causality-in-quantiles analysis further confirms bidirectional and nonlinear predictive relationships across quantiles, while recursive and sub-sample QQ estimations indicate that the safe-haven function of gold is time-varying and evolves in response to systemic shocks. These findings provide valuable insights for both investors and policymakers by highlighting the varying effectiveness of gold as a risk management instrument across various markets and economic conditions, emphasizing the importance of tailored strategies in uncertain financial environments.
期刊介绍:
The focus of the North-American Journal of Economics and Finance is on the economics of integration of goods, services, financial markets, at both regional and global levels with the role of economic policy in that process playing an important role. Both theoretical and empirical papers are welcome. Empirical and policy-related papers that rely on data and the experiences of countries outside North America are also welcome. Papers should offer concrete lessons about the ongoing process of globalization, or policy implications about how governments, domestic or international institutions, can improve the coordination of their activities. Empirical analysis should be capable of replication. Authors of accepted papers will be encouraged to supply data and computer programs.