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The double nature of the price of gold—A quantitative analysis based on Ensemble Empirical Mode Decomposition

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  • Ming, Lei
  • Yang, Shenggang
  • Cheng, Cheng

Abstract

The research perspective of gold is either as a commodity or as a financial asset in most previous research. This paper initially examines the double nature of the price of gold both as a commodity and money from 1969 to 2014 by a statistics model, namely the Ensemble Empirical Mode Decomposition (EEMD). We decompose and categorize the gold price by time frequency into three different series: high frequency series, low frequency series and trend series, which takes 4.17%, 25.68%, 70.15% of the total variability, respectively. The high frequency series is consistent with the reaction of gold price to the influence of speculation and economic events, while the low frequency series is changing simultaneously with gold's varying role in world currency and as a safe haven asset. The trend series of gold grows steadily because of scarcity and increasing volume of jewelry purchases. Therefore, we interpret the high frequency series and trend series as a reflection of gold's commodity property, and the low frequency series is associated with gold's monetary property. This technology of EEMD sheds light on the double nature and price change of gold in the past.

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  • Ming, Lei & Yang, Shenggang & Cheng, Cheng, 2016. "The double nature of the price of gold—A quantitative analysis based on Ensemble Empirical Mode Decomposition," Resources Policy, Elsevier, vol. 47(C), pages 125-131.
    • Handle: RePEc:eee:jrpoli:v:47:y:2016:i:c:p:125-131
    DOI: 10.1016/j.resourpol.2016.01.006
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    1. Blose, Laurence E., 2010. "Gold prices, cost of carry, and expected inflation," Journal of Economics and Business, Elsevier, vol. 62(1), pages 35-47, January.
    2. Dirk G. Baur & Brian M. Lucey, 2010. "Is Gold a Hedge or a Safe Haven? An Analysis of Stocks, Bonds and Gold," The Financial Review, Eastern Finance Association, vol. 45(2), pages 217-229, May.
    3. Reboredo, Juan C., 2013. "Is gold a safe haven or a hedge for the US dollar? Implications for risk management," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 2665-2676.
    4. Narayan, Paresh Kumar & Narayan, Seema & Zheng, Xinwei, 2010. "Gold and oil futures markets: Are markets efficient?," Applied Energy, Elsevier, vol. 87(10), pages 3299-3303, October.
    5. Rockerbie, Duane W., 1999. "Gold prices and gold production: Evidence for South Africa," Resources Policy, Elsevier, vol. 25(2), pages 69-76, June.
    6. Ndiaye, A.A. & Armstrong, M., 2013. "Evaluating a small deposit next to an economically viable gold mine in West Africa from the points of view of the mining company, the government and the local community," Resources Policy, Elsevier, vol. 38(2), pages 113-122.
    7. Baur, Dirk G. & McDermott, Thomas K., 2010. "Is gold a safe haven? International evidence," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1886-1898, August.
    8. Zhang, Xun & Lai, K.K. & Wang, Shou-Yang, 2008. "A new approach for crude oil price analysis based on Empirical Mode Decomposition," Energy Economics, Elsevier, vol. 30(3), pages 905-918, May.
    9. Baffes, John, 2007. "Oil spills on other commodities," Resources Policy, Elsevier, vol. 32(3), pages 126-134, September.
    10. Soytas, Ugur & Sari, Ramazan & Hammoudeh, Shawkat & Hacihasanoglu, Erk, 2009. "World oil prices, precious metal prices and macroeconomy in Turkey," Energy Policy, Elsevier, vol. 37(12), pages 5557-5566, December.
    11. Sjaastad, Larry A., 2008. "The price of gold and the exchange rates: Once again," Resources Policy, Elsevier, vol. 33(2), pages 118-124, June.
    12. Wang, Yu Shan & Chueh, Yen Ling, 2013. "Dynamic transmission effects between the interest rate, the US dollar, and gold and crude oil prices," Economic Modelling, Elsevier, vol. 30(C), pages 792-798.
    13. Hammoudeh, Shawkat & Yuan, Yuan, 2008. "Metal volatility in presence of oil and interest rate shocks," Energy Economics, Elsevier, vol. 30(2), pages 606-620, March.
    14. Capie, Forrest & Mills, Terence C. & Wood, Geoffrey, 2005. "Gold as a hedge against the dollar," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 15(4), pages 343-352, October.
    15. Mark, Joy, 2011. "Gold and the US dollar: Hedge or haven?," Finance Research Letters, Elsevier, vol. 8(3), pages 120-131, September.
    16. Baur, Dirk G. & Glover, Kristoffer J., 2014. "Heterogeneous expectations in the gold market: Specification and estimation," Journal of Economic Dynamics and Control, Elsevier, vol. 40(C), pages 116-133.
    17. Zhang, Yue-Jun & Wei, Yi-Ming, 2010. "The crude oil market and the gold market: Evidence for cointegration, causality and price discovery," Resources Policy, Elsevier, vol. 35(3), pages 168-177, September.
    18. Wang, Kuan-Min & Lee, Yuan-Ming, 2011. "The yen for gold," Resources Policy, Elsevier, vol. 36(1), pages 39-48, March.
    19. Margaret Armstrong & Aziz Ndiaye, 2013. "Evaluating a small deposit next to an economically viable mine in West Africa from the points of view of the mining company, the government and the local community," Post-Print hal-00869771, HAL.
    20. Davidson, Sinclair & Faff, Robert & Hillier, David, 2003. "Gold factor exposures in international asset pricing," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 13(3), pages 271-289, July.
    21. Kanjilal, Kakali & Ghosh, Sajal, 2014. "Income and price elasticity of gold import demand in India: Empirical evidence from threshold and ARDL bounds test cointegration," Resources Policy, Elsevier, vol. 41(C), pages 135-142.
    22. Sari, Ramazan & Hammoudeh, Shawkat & Soytas, Ugur, 2010. "Dynamics of oil price, precious metal prices, and exchange rate," Energy Economics, Elsevier, vol. 32(2), pages 351-362, March.
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    More about this item

    Keywords

    Ensemble Empirical Mode Decomposition; Gold price; Dual property of gold;
    All these keywords.

    JEL classification:

    • C4 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics
    • D4 - Microeconomics - - Market Structure, Pricing, and Design

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