Should gold be held under global economic policy uncertainty?
Abstract
This paper investigates the ability of gold to hedge worldwide risks from the perspective of global economic policy uncertainty (GEPU). By applying the full- and sub-sample rolling-window bootstrap causality tests to analyze the dynamic interaction between GEPU and gold price (GP). It can be observed that gold can effectively hedge risks of GEPU during the Asian financial crisis, dot-com bubble and global economic crisis, but this result does not hold in non-crisis period. GEPU manifests two-way impacts on the GP in a few periods, this relationship between GEPU and GP being consistent with the hypothesis in the general equilibrium model, which states that changes in GEPU lead to the fluctuations of GP. In turn, GP has both positive and negative impacts on GEPU. In the current complex economic situation, governments and investors can consider gold to hedge risks of GEPU, especially during the economic crises.
Keyword : global economic policy uncertainty, gold price, general equilibrium model, causality, rolling-window, time-varying
This work is licensed under a Creative Commons Attribution 4.0 International License.
References
Akaev, A. A., Sadovnichii, V. A., & Korotaev, A. V. (2011). Huge rise in gold and oil prices as a precursor of a global financial and economic crisis. Doklady Mathematics, 83(2), 243–246. https://doi.org/10.1134/s1064562411020372
Andrews, D. W. K. (1993). Tests for parameter instability and structural change with unknown change point. Econometrica, 61(4), 821–856. https://doi.org/10.2307/2951764
Andrews, D. W. K., & Ploberger, W. (1994). Optimal tests when a nuisance parameter is present only under the alternative. Econometrica, 62(6), 1383–1414. https://doi.org/10.2307/2951753
Arxiv, Q. F. A. (2014). Gold prices and exchange rates: A time-varying copula analysis. Applied Financial Economics, 24(1), 41–50. https://doi.org/10.1080/09603107.2013.859375
Bahloul, W., Balcilar, M., Cunado, J., & Gupta, R. (2018). The role of economic and financial uncertainties in predicting commodity futures returns and volatility: Evidence from a nonparametric causality-in-quantiles test. Journal of Multinational Financial Management, 45, 52–71. https://doi.org/10.1016/j.mulfin.2018.04.002
Baker, B., Bloom, N., & Davis, S. J. (2016). Measuring economic policy uncertainty. The Quarterly Journal of Economics, 131(4), 1593–1636. https://doi.org/10.1163/2210-7975_HRD-9985-2015017
Balcilar, M., Bonato, M., Demirer, R., & Gupta, R. (2017). The effect of investor sentiment on gold market return dynamics: Evidence from a nonparametric causality-in-quantiles approach. Resources Policy, 51, 77–84. https://doi.org/10.1016/j.resourpol.2016.11.009
Balcilar, M., Gupta, R., & Pierdzioch, C. (2016). Does uncertainty move the gold price? New evidence from a nonparametric causality-in-quantiles test. Resources Policy, 49, 74–80. https://doi.org/10.1016/j.resourpol.2016.04.004
Balcilar, M., & Ozdemir, Z. A. (2013). The export-output growth nexus in Japan: A bootstrap rolling window approach. Empirical Economics, 44, 639–660. https://doi.org/10.1007/s00181-012-0562-8
Balcilar, M., Ozdemir, Z. A., & Arslanturk, Y. (2010). Economic growth and energy consumption causal nexus viewed through a bootstrap rolling window. Energy Economics, 32(6), 1398–1410. https://doi.org/10.1016/j.eneco.2010.05.015
Batten, J. A., Ciner, C., & Lucey, B. M. (2010). The macroeconomic determinants of volatility in precious metals markets. Resources Policy, 35(2), 65–71. https://doi.org/10.2139/ssrn.1148741
Baur, D. G., & Mcdermott, T. K. (2010). Is gold a safe haven? International evidence. Journal of Banking and Finance, 34(8), 1886–1898. https://doi.org/10.2139/ssrn.1516838
Bayoumi, T., & Gagnon, J. (2018). Unconventional monetary policy in the Asian financial crisis. Pacific Economic Review, 23(1), 80–94. https://doi.org/10.1111/1468-0106.12254
Beckmann, J., Berger, T., & Czudaj, R. (2015). Does gold act as a hedge or a safe haven for stocks? A smooth transition approach. Economic Modelling, 48(1), 16–24. https://doi.org/10.1016/j.econmod.2014.10.044
Beckmann, J., Berger, T., & Czudaj, R. (2019). Gold price dynamics and the role of uncertainty. Quantitative Finance, 19(4), 663–681. https://doi.org/10.1080/14697688.2018.1508879
Bernstein, E. M. (1961). The adequacy of United States gold reserve. American Economic Review, 51(2), 439–446. https://www.jstor.org/sta-ble/1914508
Bhanja, N., & Dar, A. B. (2015). The beauty of gold is, it loves bad news: Evidence from three major gold consumers. Economic Change & Restructuring, 48(3–4), 187–208. https://doi.org/10.1007/s10644-015-9160-z
Bialkowski, J., Bohl, M. T., Stephan, P., & Wisniewski, T. P. (2015). The gold price in times of crisis. International Review of Financial Analysis, 41, 329–339. https://doi.org/10.1016/j.irfa.2014.07.001
Bilgin, M. H., Gozgor, G., Lau, C. K. M., & Sheng, X. (2018). The effects of uncertainty measures on the price of gold. International Review of Financial Analysis, 58, 1–7. https://doi.org/10.10-16/j.irfa.2018.03.009
Blose, L. E. (2010). Gold prices, cost of carry, and expected inflation. Journal of Economics & Business, 62(1), 35–47. https://doi.org/10.1016/j.jeconbus.2009.07.001
Bredin, D., Conlon, T., & Potì, V. (2015). Does gold glitter in the long-run? Gold as a hedge and safe haven across time and investment horizon. International Review of Financial Analysis, 41, 320–328. https://doi.org/10.2139/ssrn.2483728
Brodsky, D. A., & Sampson, G. P. (1980). The value of gold as a reserve asset. World Development, 8(3), 175–192. https://doi.org/10.1016/0305-750X(80)90008-X
Chkili, W. (2016). Dynamic correlations and hedging effectiveness between gold and stock markets: Evidence for BRICS countries. Research in International Business and Finance, 38, 22–34. https://doi.org/10.1016/j.ribaf.2016.03.005
Christophe, F., & Julian, V. (2005). The price of gold: A global required yield theory. Journal of Investing, 14(1), 99–111. https://doi.org/10.2139/ssrn.520382
Curran, L., Escaith, H., Hallaert, J. J., & Koopmann, G. (2009). The impact of the financial and economic crisis on world trade and trade policy. Intereconomics, 44(5), 264–293. https://doi.org/10.1007/s10272-009-0305-z
Davis, S. J. (2016). An index of global economic policy uncertainty (NBER Working Paper). National Bureau of Economic Research, Inc. https://doi.org/10.3386/w22740
Ding, Z., Liu, Z., Zhang, Y., & Long, R. (2017). The contagion effect of international crude oil price fluctuations on Chinese stock market investor sentiment. Applied Energy, 187, 27–36. https://doi.org/10.1016/j.apenergy.2016.11.037
Fan, W., Fang, S., & Lu, T. (2014). Macro-factors on gold pricing during the financial crisis. China Finance Review International, 4(1), 58–75. https://doi.org/10.1108/cfri-09-2012-0097
Fang, L., Chen, B., Yu, H., & Qian, Y. (2018). The importance of global economic policy uncertainty in predicting gold futures market volatility: A GARCH-MIDAS approach. Journal of Futures Markets, 38(3), 413–422. https://doi.org/10.1002/fut.21897
Fic, T. M., & Saqib, O. F. (2006). Political instability and the August 1998 Ruble crisis. Journal of Economic Integration, 21(4), 764–783. https://doi.org/10.11130/jei.2006.21.4.764
Ghosh, A. (2016). What drives gold demand in central bank’s foreign exchange reserve portfolio. Finance Research Letters, 17, 146–150. https://doi.org/10.1016/j.frl.2016.03.007
Gokmenoglu, K. K., & Fazlollahi, N. (2015). The interactions among gold, oil, and stock market: Evidence from S&P500. Procedia Economics and Finance, 25, 478–488. https://doi.org/10.1016/s2212-5671(15)00760-1
Goldstein, M. (2011). The Asian financial crisis: origins, policy prescriptions and lessons. Journal of African Economies, 10(Suppl 1), 72–103. https://doi.org/10.1093/jae/10.suppl1.72
Goodnight, G. T., & Green, S. (2010). Rhetoric, risk, and markets: The dot-com bubble. Quarterly Journal of Speech, 96(2), 115–140. https://doi.org/10.1080/00335631003796669
Griffithjones, S., Cailloux, J., & Pfaffenzeller, S. (1998). The East Asian financial crisis: A reflection on its causes, consequences and policy implications (IDS Discussion Paper, 367). http://www.ids.ac.uk/files/DP367.pdf
Hansen, B. E. (1992). Tests for parameter instability in regressions with I(1) processes. Journal of Business and Economic Statistics, 20(1), 45–59. https://doi.org/10.1198/073500102753410381
Hodson, D., & Mabbett, D. (2009). UK economic policy and the global financial crisis: Paradigm lost. Journal of Common Market Studies, 47(5), 1041–1061. https://doi.org/10.1111/j.1468-5965.2009.02034.x
Iqbal, J. (2017). Does gold hedge stock market, inflation and exchange rate risks? An econometric investigation. International Review of Economics and Finance, 48, 1–17. https://doi.org/10.1016/j.iref.2016.11.005
Ischuk, T. L., Zhilkin, D. V., & Aikina, T. Y. (2016). Gold as a tool for hedging financial risks. IOP Conference Series: Earth and Environmental Science (Vol. 43, 1). https://doi.org/10.1088/1755-1315/43/1/012085
Jain, A., & Biswal, P. C. (2016). Dynamic linkages among oil price, gold price, exchange rate, and stock market in India. Resources Policy, 49, 179–185. https://doi.org/10.1016/j.resourpol.2016.06.001
Jamal, B., Refk, S., & Wohar, M. E. (2018). Measuring the response of gold prices to uncertainty: An analysis beyond the mean. Economic Modelling, 75, 105–116. https://doi.org/10.1016/j.econmod.2018.06.010
Jones, A. T., & Sackley, W. H. (2016). An uncertain suggestion for gold-pricing models: The effect of economic policy uncertainty on gold prices. Journal of Economics and Finance, 40(2), 367–379. https://doi.org/10.1007/s12197-014-9313-3
Joy, M. (2011). Gold and the U.S. dollar: Hedge or haven. Finance Research Letters, 8(3), 120–131. https://doi.org/10.1016/j.frl.2011.01.001
Jun, J. H. (2009). Global financial crisis and gold market. Social Science Electronic Publishing. https://doi.org/10.2139/ssrn.1397904
Junttila, J. P., Pesonen, J., & Raatikainen, J. (2018). Commodity market based hedging against stock market risk in times of financial crisis: The case of crude oil and gold. Journal of International Financial Markets Institutions & Money, 56, 255–280. https://doi.org/10.1016/j.intfin.2018.01.002
Kumar, D. (2014). Return and volatility transmission between gold and stock sectors: Application of portfolio management and hedging effectiveness. IIMB Management Review, 26(1), 5–16. https://doi.org/10.1016/j.iimb.2014.01.003
Leger, L. A., & Leone, V. (2008). Changes in the risk structure of stock returns: Consumer confidence and the dot-com bubble. Review of Financial Economics, 17(3), 228–244. https://doi.org/10.1016/j.rfe.2007.08.001
Lian, Y. H., & Zhang, L. (2013). Is there a ratchet effect in the gold price. South China Journal of Economics, 7, 64–77. http://en.cnki.com.cn/Article_en/CJFDTOTAL-NFJJ201307010.htm
Lin, J. Y., & Treichel, V. (2012). The unexpected global financial crisis: Researching its root cause (Policy Research Working Paper). The World Bank. https://doi.org/10.1596/1813-9450-5937
Longstaff, F. A. (2010). The subprime credit crisis and contagion in financial markets. Journal of Financial Economics, 97(3), 436–450. https://doi.org/10.1016/j.jfineco.2010.01.002
Lutz, C. (2015). The impact of conventional and unconventional monetary policy on investor sentiment. Journal of Banking & Finance, 61, 89–105. https://doi.org/10.1016/j.jbankfin.2015.08.019
Mills, T. (2004). Exploring the relationship between gold and the dollar. Significance, 1(3), 113–115. https://doi.org/10.1111/j.1740-9713.2004.00042.x
Mixon, S. (2006). Political and monetary uncertainty during the greenback era: Evidence from gold options. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.933737
Neill, F. J. (1987). The inflation rate of the price of gold, expected prices and interest rates. Journal of Macroeconomics, 9(1), 71–82. https://doi.org/10.1016/s0164-0704(87)80007-1
Nyblom, J. (1989). Testing for the constancy of parameters over time. Journal of the American Statistical Association, 84(445), 223–230. https://doi.org/10.2307/2289867
Pastor, L., & Veronesi, P. (2012). Uncertainty about government policy and stock prices. Journal of Finance, 67(4), 1219–1264. https://doi.org/10.3386/w16128
Pesaran, M. H., & Timmermann, A. (2005). Small sample properties of forecasts from autoregressive models under structural breaks. Journal of Econometrics, 129(1–2), 183–217. https://doi.org/10.1016/j.jeconom.2004.09.007
Piffer, M., & Podstawski, M. (2016). Identifying uncertainty shocks using the price of gold. The Economic Journal, 128, 3266–3284. https://doi.org/10.2139/ssrn.2737262
Pukthuanthong, K., & Roll, R. (2011). Gold and the dollar (and the euro, pound, and yen). Journal of Banking and Finance, 35(8), 2070–2083. https://doi.org/10.1016/j.jbankfin.2011.01.014
Qadan, M., & Yagil, J. (2012). Fear sentiments and gold price: Testing causality in-mean and in-variance. Applied Economics Letters, 19(4), 363–366. https://doi.org/10.1080/13504851.2011.579053
Raza, S. A., Shah, N., & Shahbaz, M. (2018). Does economic policy uncertainty influence gold prices? Evidence from a nonparametric causality-in-quantiles approach. Resources Policy, 57, 61–68. https://doi.org/10.1016/j.resourpol.2018.01.007
Reboredo, J. C. (2013). Is gold a hedge or safe haven against oil price movements. Resources Policy, 38(2), 130–137. https://doi.org/10.1016/j.resourpol.2013.02.003
Shahzad, S. J. H., Mensi, W., Hammoudeh, S., Sohail, A., & Al-Yahyaee, K. H. (2019). Does gold act as a hedge against different nuances of inflation? Evidence from Quantile-on-Quantile and causalityin-quantiles approaches. Resources Policy, 62, 602–615. https://doi.org/10.1016/j.resourpol.2018.11.008
Shukur, G., & Mantalos, P. (1997). Size and power of the RESET test as applied to systems of equations: A bootstrap approach (Working Paper). Department of Statistics, University of Lund.
Shukur, G., & Mantalos, P. (2000). A simple investigation of the granger-causality test in integratedcointegrated VAR systems. Journal of Applied Statistics, 27(8), 1021–1031. https://doi.org/10.1080/02664760050173346
Stockhammer, E., & Grafl, L. (2010). Financial uncertainty and business investment. Review of Political Economy, 22(4), 551–568. https://doi.org/10.1080/09538259.2010.510317
Su, C. W., Li, Z. Z., Chang, H. L., & Oana-Ramona, L. (2017). When will occur the crude oil bubbles? Energy Policy, 102, 1–12. https://doi.org/10.1016/j.enpol.2016.12.006
Su, C. W., Khan, K., Tao, R., & Nicoleta-Claudia, M. (2019a). Does geopolitical risk strengthen or depress oil prices and financial liquidity? Evidence from Saudi Arabia. Energy, 187, 116003. https://doi.org/10.1016/j.energy.2019.116003
Su, C. W., Wang, X. Q., Tao, R., & Oana-Ramona, L. (2019b). Do oil prices drive agricultural commodity prices? Further evidence in a global bio-energy context. Energy, 172, 691-701. https://doi.org/10.1016/j.energy.2019.02.028
Taylor, J. B. (2009). Economic policy and the financial crisis: An empirical analysis of what went wrong. Critical Review, 21(2–3), 341–364. https://doi.org/10.1080/08913810902974865
Thorarinsson, K., & Eshraghi, A. (2013). The financial impact of fed policy statements and chairman sentiment: The case of gold and silver markets. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2278239
Wang, C. (2019). Is gold a hedge and safe haven for stock market. Applied Economics Letters, 26(13), 1080–1086. https://doi.org/10.1080/13504851.2018.1537469
Wang, K. M. (2013). Can gold effectively hedge risks of exchange rate. Journal of Business Economics and Management, 14(5), 833–851. https://doi.org/10.3846/16111699.2012.670133
Wang, Y. S., & Chueh, Y. L. (2013). Dynamic transmission effects between the interest rate, the U.S. dollar, and gold and crude oil prices. Economic Modelling, 30, 792–798. https://doi.org/10.1016/j.econmod.2012.09.052
Wen, Y. (2014). When and how to exit quantitative easing. Federal Reserve Bankorita of St. Louis Review, 96(3), 243–265. https://doi.org/10.20955/r.96.243-265
World Gold Council. (2020). https://www.gold.org/
Wu, S., Tong, M., Yang, Z. Y., & Derbali, A. (2019). Does gold or Bitcoin hedge economic policy uncertainty. Finance Research Letters, 31, 171–178. https://doi.org/10.1016/j.frl.2019.04.001
Yi, J. H., & Refalo, J. (2013). How is quantitative easing different from operation twist? A look at the announcement effect on broad stock index and gold price. Journal of International Finance & Economics, 13(4), 71–76. https://doi.org/10.18374/JIFE-13-4.8
Yu, Y. D. (2008). China’s economic growth, global economic crisis and China’s policy responses. Pakistan Development Review, 47(4), 337–355. https://doi.org/10.4337/9780857931702.00017
Zhou, Y., Han, L., & Yin, L. (2017). Is the relationship between gold and the U.S. dollar always negative? The role of macroeconomic uncertainty. Applied Economics, 50(31), 354–370. https://doi.org/10.1080/00036846.2017.1313956
Ziaei, S. M. (2012). Effects of gold price on equity, bond and domestic credit: Evidence from ASEAN +3. Procedia – Social and Behavioral Sciences, 40, 341–346. https://doi.org/10.1016/j.sbspro.2012.03.197