On the relationship between oil and gold before and after financial crisis: Linear, nonlinear and time-varying causality testing
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- Das, Debojyoti & Bhatia, Vaneet & Kumar, Surya Bhushan & Basu, Sankarshan, 2022. "Do precious metals hedge crude oil volatility jumps?," International Review of Financial Analysis, Elsevier, vol. 83(C).
- Asai, Manabu & Gupta, Rangan & McAleer, Michael, 2020.
"Forecasting volatility and co-volatility of crude oil and gold futures: Effects of leverage, jumps, spillovers, and geopolitical risks,"
International Journal of Forecasting, Elsevier, vol. 36(3), pages 933-948.
- Manabu Asai & Rangan Gupta & Michael McAleer, 2019. "Forecasting Volatility and Co-volatility of Crude Oil and Gold Futures: Effects of Leverage, Jumps, Spillovers, and Geopolitical Risks," Working Papers 201951, University of Pretoria, Department of Economics.
- Polat, Onur & Somani, Dhanashree & Gupta, Rangan & Karmakar, Sayar, 2025.
"Shortages and machine-learning forecasting of oil returns volatility: 1900–2024,"
Finance Research Letters, Elsevier, vol. 79(C).
- Onur Polat & Dhanashree Somani & Rangan Gupta & Sayar Karmakar, 2025. "Shortages and Machine-Learning Forecasting of Oil Returns Volatility: 1900-2024," Working Papers 202503, University of Pretoria, Department of Economics.
- Manabu Asai & Rangan Gupta & Michael McAleer, 2019.
"The Impact of Jumps and Leverage in Forecasting the Co-Volatility of Oil and Gold Futures,"
Energies, MDPI, vol. 12(17), pages 1-17, September.
- Manabu Asai & Rangan Gupta & Michael McAleer, 2019. "The Impact of jumps and leverage in forecasting the co-volatility of oil and gold futures," Documentos de Trabajo del ICAE 2019-12, Universidad Complutense de Madrid, Facultad de Ciencias Económicas y Empresariales, Instituto Complutense de Análisis Económico.
- Manabu Asai & Rangan Gupta & Michael McAleer, 2019. "The Impact of Jumps and Leverage in Forecasting the Co-Volatility of Oil and Gold Futures," Working Papers 201925, University of Pretoria, Department of Economics.
- Asai, M. & Gupta, R. & McAleer, M.J., 2019. "The Impact of Jumps and Leverage in Forecasting the Co-Volatility of Oil and Gold Futures," Econometric Institute Research Papers EI2019-16, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
- Song, Yu & Song, Yanqiu & Chang, Shiwei & He, Lele, 2024. "The role of gold in terrorism: Risk aversion or financing source?," Resources Policy, Elsevier, vol. 95(C).
- Kumari, Jyoti, 2019. "Investor sentiment and stock market liquidity: Evidence from an emerging economy," Journal of Behavioral and Experimental Finance, Elsevier, vol. 23(C), pages 166-180.
- Semei Coronado & Rebeca Jim'enez-Rodr'iguez & Omar Rojas, 2015. "An empirical analysis of the relationships between crude oil, gold and stock markets," Papers 1510.07599, arXiv.org, revised May 2016.
- Yue Liu & Hao Dong & Pierre Failler, 2019. "The Oil Market Reactions to OPEC’s Announcements," Energies, MDPI, vol. 12(17), pages 1-15, August.
- Parthajit Kayal & Moinak Maiti, 2023. "Examining the asymmetric information flow between pairs of gold, silver, and oil: a transfer entropy approach," SN Business & Economics, Springer, vol. 3(10), pages 1-22, October.
- Tanin, Tauhidul Islam & Sarker, Ashutosh & Hammoudeh, Shawkat & Shahbaz, Muhammad, 2021. "Do volatility indices diminish gold's appeal as a safe haven to investors before and during the COVID-19 pandemic?," Journal of Economic Behavior & Organization, Elsevier, vol. 191(C), pages 214-235.
- Cui, Moyang & Wong, Wing-Keung & Wisetsri, Worakamol & Mabrouk, Fatma & Muda, Iskandar & Li, Zeyun & Hassan, Marria, 2023. "Do oil, gold and metallic price volatilities prove gold as a safe haven during COVID-19 pandemic? Novel evidence from COVID-19 data," Resources Policy, Elsevier, vol. 80(C).
- Bonato, Matteo & Gupta, Rangan & Lau, Chi Keung Marco & Wang, Shixuan, 2020.
"Moments-based spillovers across gold and oil markets,"
Energy Economics, Elsevier, vol. 89(C).
- Matteo Bonato & Rangan Gupta & Chi Keung Marco Lau & Shixuan Wang, 2019. "Moments-Based Spillovers across Gold and Oil Markets," Working Papers 201966, University of Pretoria, Department of Economics.
- Balcilar, Mehmet & Bouri, Elie & Gupta, Rangan & Roubaud, David, 2017.
"Can volume predict Bitcoin returns and volatility? A quantiles-based approach,"
Economic Modelling, Elsevier, vol. 64(C), pages 74-81.
- Mehmet Balcilar & Elie Bouri & Rangan Gupta & David Roubaud, 2017. "Can volume predict Bitcoin returns and volatility? A quantiles-based approach," Post-Print hal-02008551, HAL.
- Kyriazakou, Eleni & Panagiotidis, Theodore, 2017. "Causality analysis of the Canadian city house price indices: A cross-sample validation approach," The Journal of Economic Asymmetries, Elsevier, vol. 16(C), pages 42-52.
- Muhammad Shafiullah & Sajid M. Chaudhry & Muhammad Shahbaz & Juan C. Reboredo, 2021. "Quantile causality and dependence between crude oil and precious metal prices," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 6264-6280, October.
- Cunado, Juncal & Chatziantoniou, Ioannis & Gabauer, David & de Gracia, Fernando Perez & Hardik, Marfatia, 2023. "Dynamic spillovers across precious metals and oil realized volatilities: Evidence from quantile extended joint connectedness measures," Journal of Commodity Markets, Elsevier, vol. 30(C).
- Gil-Alana, Luis A. & Yaya, OlaOluwa S. & Awe, Olushina O., 2017. "Time series analysis of co-movements in the prices of gold and oil: Fractional cointegration approach," Resources Policy, Elsevier, vol. 53(C), pages 117-124.
- Afees A. Salisu & Rangan Gupta & Elie Bouri & Qiang Ji, 2022. "Mixed‐frequency forecasting of crude oil volatility based on the information content of global economic conditions," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 41(1), pages 134-157, January.
- Hussain, Saiful Izzuan & Nur-Firyal, R. & Ruza, Nadiah, 2022. "Linkage transitions between oil and the stock markets of countries with the highest COVID-19 cases," Journal of Commodity Markets, Elsevier, vol. 28(C).
- Aboura Sofiane & Chevallier Julien & Jammazi Rania & Tiwari Aviral Kumar, 2016. "The place of gold in the cross-market dependencies," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 20(5), pages 567-586, December.
- Juan Carlos Cuestas, 2016. "The impact of supply shocks on unemployment in Spain," Economics and Business Letters, Oviedo University Press, vol. 5(4), pages 107-112.
- Shahbaz, Muhammad & Balcilar, Mehmet & Abidin Ozdemir, Zeynel, 2017.
"Does oil predict gold? A nonparametric causality-in-quantiles approach,"
Resources Policy, Elsevier, vol. 52(C), pages 257-265.
- Shahbaz, Muhammad & Balcilar, Mehmet & Ozdemir, Zeynel Abidin, 2017. "Does Oil Predict Gold? A Nonparametric Causality-in-Quantiles Approach," MPRA Paper 77324, University Library of Munich, Germany, revised 05 Mar 2017.
- Kang, Sang Hoon & McIver, Ron P. & Hernandez, Jose Arreola, 2019.
"Co-movements between Bitcoin and Gold: A wavelet coherence analysis,"
Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 536(C).
- Sang Hoon Kang & Ron Mciver & Jose Arreola Hernandez, 2019. "Co-movements between Bitcoin and Gold: A wavelet coherence analysis," Post-Print hal-02468160, HAL.
- Rangan Gupta & Christian Pierdzioch, 2021.
"Forecasting the Volatility of Crude Oil: The Role of Uncertainty and Spillovers,"
Energies, MDPI, vol. 14(14), pages 1-15, July.
- Rangan Gupta & Christian Pierdzioch, 2021. "Forecasting the Volatility of Crude Oil: The Role of Uncertainty and Spillovers," Working Papers 202135, University of Pretoria, Department of Economics.
- Abdullah Açık & Özhan Okutucu & Kamil Özden Efes & Sadık Özlen Başer, 2021. "Analyzing the Impact of Interest Rate on Dry Bulk Freight Market with Time-Varying Causality Method," Journal of Research in Economics, Politics & Finance, Ersan ERSOY, vol. 6(2), pages 403-417.
- Mehmet Balcilar & Elie Bouri & Rangan Gupta & David Roubaud, 2016. "Can Volume Predict Bitcoin Returns and Volatility? A Nonparametric Causality-in-Quantiles Approach," Working Papers 201662, University of Pretoria, Department of Economics.
- Cuestas, Juan Carlos & Gil-Alana, Luis A., 2018. "Oil price shocks and unemployment in Central and Eastern Europe," Economic Systems, Elsevier, vol. 42(1), pages 164-173.
- Nawaz Ahmad & Syed Kashif Rafi & Muhammad Tariq, 2018. "Modeling Nonlinear Granger Causality And Co-Integration Between Gold Price Returns And Crude Oil Price Returns," IBT Journal of Business Studies (JBS), Ilma University, Faculty of Management Science, vol. 14(2), pages 14-19.
- Salisu, Afees A. & Pierdzioch, Christian & Gupta, Rangan, 2021.
"Geopolitical risk and forecastability of tail risk in the oil market: Evidence from over a century of monthly data,"
Energy, Elsevier, vol. 235(C).
- Afees A. Salisu & Christian Pierdzioch & Rangan Gupta, 2021. "Geopolitical Risk and Forecastability of Tail Risk in the Oil Market: Evidence from Over a Century of Monthly Data," Working Papers 202122, University of Pretoria, Department of Economics.
- Georgios Bampinas & Theodore Panagiotidis, 2017.
"Oil and stock markets before and after financial crises: A local Gaussian correlation approach,"
Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 37(12), pages 1179-1204, December.
- Georgios Bampinas & Theodore Panagiotidis, 2017. "Oil and stock markets before and after financial crises : a local Gaussian correlation approach," Bank of Estonia Working Papers wp2016-11, Bank of Estonia, revised 06 Feb 2017.
- Afees A. Salisu & Rangan Gupta & Elie Bouri & Qiang Ji, 2020. "Forecasting Oil Volatility Using a GARCH-MIDAS Approach: The Role of Global Economic Conditions," Working Papers 202051, University of Pretoria, Department of Economics.
- Eleni Kyriazakou & Theodore Panagiotidis, 2014. "Linear and nonlinear causality in the UK housing market: a regional approach," Economics and Business Letters, Oviedo University Press, vol. 3(4), pages 288-297.
- Salisu, Afees A. & Gupta, Rangan & Demirer, Riza, 2022.
"Global financial cycle and the predictability of oil market volatility: Evidence from a GARCH-MIDAS model,"
Energy Economics, Elsevier, vol. 108(C).
- Afees A. Salisu & Rangan Gupta & Riza Demirer, 2021. "Global Financial Cycle and the Predictability of Oil Market Volatility: Evidence from a GARCH-MIDAS Model," Working Papers 202121, University of Pretoria, Department of Economics.
- Salisu, Afees A. & Isah, Kazeem & Oloko, Tirimisiyu O., 2024. "Technology shocks and crude oil market connection: The role of climate change," Energy Economics, Elsevier, vol. 130(C).
- de Almeida, Daniel & Hotta, Luiz K. & Ruiz, Esther, 2018.
"MGARCH models: Trade-off between feasibility and flexibility,"
International Journal of Forecasting, Elsevier, vol. 34(1), pages 45-63.
- Almeida, Daniel de & Hotta, Luiz & Ruiz Ortega, Esther, 2015. "MGARCH models: tradeoff between feasibility and flexibility," DES - Working Papers. Statistics and Econometrics. WS ws1516, Universidad Carlos III de Madrid. Departamento de EstadÃstica.
- Wang, Xinya & Lucey, Brian & Huang, Shupei, 2022. "Can gold hedge against oil price movements: Evidence from GARCH-EVT wavelet modeling," Journal of Commodity Markets, Elsevier, vol. 27(C).
- Huthaifa Alqaralleh & Awon Almajali & Alessandra Canepa, 2024.
"Navigating Energy Market Cycles: Insights from a Comprehensive Analysis,"
International Journal of Energy Economics and Policy, Econjournals, vol. 14(5), pages 35-48, September.
- Alqaralleh, Huthaifa & Almajali Mutah, Awon & Canepa, Alessandra, 2024. "Navigating Energy Market Cycles: Insights from a Comprehensive Analysis," Department of Economics and Statistics Cognetti de Martiis. Working Papers 202422, University of Turin.
- Luo, Jiawen & Demirer, Riza & Gupta, Rangan & Ji, Qiang, 2022.
"Forecasting oil and gold volatilities with sentiment indicators under structural breaks,"
Energy Economics, Elsevier, vol. 105(C).
- Jiawen Luo & Riza Demirer & Rangan Gupta & Qiang Ji, 2021. "Forecasting Oil and Gold Volatilities with Sentiment Indicators Under Structural Breaks," Working Papers 202130, University of Pretoria, Department of Economics.
- Omane-Adjepong, Maurice & Alagidede, Imhotep Paul, 2019. "Multiresolution analysis and spillovers of major cryptocurrency markets," Research in International Business and Finance, Elsevier, vol. 49(C), pages 191-206.
- Sirine Toumi, 2019. "Co-movements amongst Gold and Oil: A Multivariate Time-Varying Asymmetric Approach," International Journal of Finance, Insurance and Risk Management, International Journal of Finance, Insurance and Risk Management, vol. 9(3-4), pages 52-68.
- Elie Bouri & Rangan Gupta & Shixuan Wang, 2019. "Contagion between Stock and Real Estate Markets: International Evidence from a Local Gaussian Correlation Approach," Working Papers 201917, University of Pretoria, Department of Economics.
- Yaya, OlaOluwa S. & Tumala, Mohammed M. & Udomboso, Christopher G., 2016. "Volatility persistence and returns spillovers between oil and gold prices: Analysis before and after the global financial crisis," Resources Policy, Elsevier, vol. 49(C), pages 273-281.
- Salisu, Afees A. & Gupta, Rangan & Ji, Qiang, 2022.
"Forecasting oil prices over 150 years: The role of tail risks,"
Resources Policy, Elsevier, vol. 75(C).
- Afees A. Salisu & Rangan Gupta & Qiang Ji, 2021. "Forecasting Oil Price over 150 Years: The Role of Tail Risks," Working Papers 202120, University of Pretoria, Department of Economics.
- Çepni, Oğuzhan & Gupta, Rangan & Pienaar, Daniel & Pierdzioch, Christian, 2022.
"Forecasting the realized variance of oil-price returns using machine learning: Is there a role for U.S. state-level uncertainty?,"
Energy Economics, Elsevier, vol. 114(C).
- Oguzhan Cepni & Rangan Gupta & Daniel Pienaar & Christian Pierdzioch, 2022. "Forecasting the Realized Variance of Oil-Price Returns Using Machine-Learning: Is there a Role for U.S. State-Level Uncertainty?," Working Papers 202205, University of Pretoria, Department of Economics.
- Joscha Beckmann & Theo Berger & Robert Czudaj, 2019.
"Gold price dynamics and the role of uncertainty,"
Quantitative Finance, Taylor & Francis Journals, vol. 19(4), pages 663-681, April.
- Joscha Beckmann & Theo Berger & Robert Czudaj, 2017. "Gold Price Dynamics and the Role of Uncertainty," Chemnitz Economic Papers 006, Department of Economics, Chemnitz University of Technology, revised May 2017.
- Nawaz Ahmad & Syed Kashif Rafi & Muhammad Tariq, 2018. "Modeling Nonlinear Granger Causality And Co-Integration Between Gold Price Returns And Crude Oil Price Returns," IBT Journal of Business Studies (JBS), Ilma University, Faculty of Management Science, vol. 14(2), pages 106-116.
- Sephton, Peter & Mann, Janelle, 2018. "Gold and crude oil prices after the great moderation," Energy Economics, Elsevier, vol. 71(C), pages 273-281.
- Castro Rozo, César & Jiménez-Rodríguez, Rebeca, 2018. "Time-varying relationship between oil price and exchange rate," MPRA Paper 87879, University Library of Munich, Germany.
- Kanjilal, Kakali & Ghosh, Sajal, 2017. "Dynamics of crude oil and gold price post 2008 global financial crisis – New evidence from threshold vector error-correction model," Resources Policy, Elsevier, vol. 52(C), pages 358-365.
- Piotr FISZEDER & Witold ORZESZKO, 2018. "Nonlinear Granger causality between grains and livestock," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 64(7), pages 328-336.
- Rubaszek Michal & Karolak Zuzanna & Kwas Marek & Uddin Gazi Salah, 2020. "The role of the threshold effect for the dynamics of futures and spot prices of energy commodities," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 24(5), pages 1-20, December.
- MarÃa Isabel RodrÃguez-Ferradas & José A. Alfaro-Tanco & Francesco Sandulli, 2016. "A framework for Open Innovation practices: Typology and characterisation," Faculty Working Papers 02/16, School of Economics and Business Administration, University of Navarra.
- Shahzad, Farrukh & Bouri, Elie & Mokni, Khaled & Ajmi, Ahdi Noomen, 2021. "Energy, agriculture, and precious metals: Evidence from time-varying Granger causal relationships for both return and volatility," Resources Policy, Elsevier, vol. 74(C).
- Jeng-Bau Lin & Chin-Chia Liang & Wei Tsai, 2019. "Nonlinear Relationships between Oil Prices and Implied Volatilities: Providing More Valuable Information," Sustainability, MDPI, vol. 11(14), pages 1-15, July.
- Elie Bouri & Rangan Gupta & Shixuan Wang, 2022. "Nonlinear contagion between stock and real estate markets: International evidence from a local Gaussian correlation approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(2), pages 2089-2109, April.
- Beckmann, Joscha & Czudaj, Robert & Pilbeam, Keith, 2015. "Causality and volatility patterns between gold prices and exchange rates," The North American Journal of Economics and Finance, Elsevier, vol. 34(C), pages 292-300.
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- Rangan Gupta & Christian Pierdzioch, 2021.
"Climate Risks and the Realized Volatility Oil and Gas Prices: Results of an Out-of-Sample Forecasting Experiment,"
Energies, MDPI, vol. 14(23), pages 1-18, December.
- Rangan Gupta & Christian Pierdzioch, 2021. "Climate Risks and the Realized Volatility Oil and Gas Prices: Results of an Out-of-Sample Forecasting Experiment," Working Papers 202175, University of Pretoria, Department of Economics.
- De Vita, Glauco & Trachanas, Emmanouil, 2016. "‘Nonlinear causality between crude oil price and exchange rate: A comparative study of China and India’ — A failed replication (negative Type 1 and Type 2)," Energy Economics, Elsevier, vol. 56(C), pages 150-160.
- Salisu, Afees A. & Gupta, Rangan & Nel, Jacobus & Bouri, Elie, 2022.
"The (Asymmetric) effect of El Niño and La Niña on gold and silver prices in a GVAR model,"
Resources Policy, Elsevier, vol. 78(C).
- Afees A. Salisu & Rangan Gupta & Jacobus Nel & Elie Bouri, 2021. "The (Asymmetric) Effect of El Nino and La Nina on Gold and Silver Prices in a GVAR Model," Working Papers 202132, University of Pretoria, Department of Economics.
- Li, Sile & Lucey, Brian M., 2017. "Reassessing the role of precious metals as safe havens–What colour is your haven and why?," Journal of Commodity Markets, Elsevier, vol. 7(C), pages 1-14.
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- Rangan Gupta & Christian Pierdzioch, 2023. "Do U.S. economic conditions at the state level predict the realized volatility of oil-price returns? A quantile machine-learning approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-22, December.
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"Oil, gold, US dollar and stock market interdependencies: a global analytical insight,"
European Journal of Management and Business Economics, Emerald Group Publishing Limited, vol. 26(3), pages 278-293, October.
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- Hung, Ngo Thai & Vo, Xuan Vinh, 2021. "Directional spillover effects and time-frequency nexus between oil, gold and stock markets: Evidence from pre and during COVID-19 outbreak," International Review of Financial Analysis, Elsevier, vol. 76(C).
- Mehmet Balcilar & Elie Bouri & Rangan Gupta & Christian Pierdzioch, 2021.
"El Niño, La Niña, and the Forecastability of the Realized Variance of Heating Oil Price Movements,"
Sustainability, MDPI, vol. 13(14), pages 1-23, July.
- Mehmet Balcilar & Elie Bouri & Rangan Gupta & Christian Pierdzioch, 2021. "El Nino, La Nina, and the Forecastability of the Realized Variance of Heating Oil Price Movements," Working Papers 202138, University of Pretoria, Department of Economics.
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