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Erschienen in: Empirical Economics 3/2019

21.12.2017

Tail dependence between gold and sectorial stocks in China: perspectives for portfolio diversification

verfasst von: Joscha Beckmann, Theo Berger, Robert Czudaj, Thi-Hong-Van Hoang

Erschienen in: Empirical Economics | Ausgabe 3/2019

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Abstract

This article analyzes the relationship between gold quoted on the Shanghai Gold Exchange and Chinese sectorial stocks from 2009 to 2015. Using different copulas, our results show that there is weak but significant tail dependence between gold and Chinese sectorial stock returns. This means that the dependence between extreme movements of the two assets is not pronounced and confirms the role of gold as a safe haven asset. Based on analyzing the efficient frontier, CCC-GARCH optimal weights, hedge ratios and hedging effectiveness, we further show that adding gold into Chinese stock portfolios can help to reduce their risk. Gold appears to be the most efficient diversifier for stocks of the materials sector and the less efficient for the utilities sector. As a robustness check, we also compare gold to oil and indicate that gold is more efficient than oil in the diversification of Chinese stock portfolios.

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Fußnoten
1
According to the World Gold Council, the total global demand for gold in 2014 was 3924 tons, with India’s consumer demand accounting for 843 tons and China’s for 814 tons. See World Gold Council, “Gold Demand Trends,” http://​www.​gold.​org/​supply-and-demand/​gold-demand-trends/​back-issues/​gold-demand-trends-full-year-2014.
 
2
China also joined the World Gold Council as a full member on September 22, 2015.
 
3
Following the GFMS 2014 survey, the SGE was behind London, New York and Tokyo with transaction volumes of 570,000 tons, 147,093 tons, and 12,225 tons, respectively.
 
4
The announcement took place at the LBMA Bullion Market Forum 2014 in Singapore. For more information see http://​www.​en.​sge.​com.​cn/​about-us/​sge-overview/​sgei-intro/​.
 
5
O’Connor et al. (2015) present a detailed survey of this literature strand and show that the number of papers published on gold has increased significantly in the last years and peaked in 2010 with almost 30 published papers.
 
6
We notice that this pattern might change in the future due to the implications of the SGE opening to international members.
 
7
Following Mr. Luode, the current Chairman of the SGE, the objective of gold pricing in Renminbi (RMB) is to internationalize the Chinese currency. See Bénassy-Quéré and Forouheshfar (2015) for more information on the internationalization of the RMB.
 
8
Following information given by bullionstar, the transaction volume of iAu99.99, that is the most traded on the International Board, increased strongly between 2014 and 2015 and reached its maximum on April 8, 2015, with 31 tons per day. See: https://​www.​bullionstar.​com/​blogs/​koos-jansen/​shanghai-international-gold-exchange-comes-to-life/​.
 
9
Indeed, for high values of degrees of freedom, the t copula converges to the Gaussian copula. Please refer to Sect. 3 for details.
 
10
We refer to the portfolio composed of all stock sectors, as shown in the efficient frontiers in Fig. 2.
 
11
The absence of a local oil market in China, contrary to the gold market, can be explained by the fact that China is the world largest net oil importer following the US Energy Information Administration (2014). See: http://​www.​eia.​gov/​todayinenergy/​detail.​cfm?​id=​15531.
 
Literatur
Zurück zum Zitat Aloui R, Aïssa MSB, Nguyen DK (2011) Global financial crisis, extreme interdependences, and contagion effects: the role of economic structure? J Bank Finance 35:130–141CrossRef Aloui R, Aïssa MSB, Nguyen DK (2011) Global financial crisis, extreme interdependences, and contagion effects: the role of economic structure? J Bank Finance 35:130–141CrossRef
Zurück zum Zitat Anand R, Madhogaria S (2012) Is gold a “safe-haven”? An econometric analysis. Procedia Econ Finance 1:24–33CrossRef Anand R, Madhogaria S (2012) Is gold a “safe-haven”? An econometric analysis. Procedia Econ Finance 1:24–33CrossRef
Zurück zum Zitat Arouri MEH, Lahiani A, Nguyen DK (2015) World gold prices and stock returns in China: insights for hedging and diversification strategies. Econ Model 44:273–282CrossRef Arouri MEH, Lahiani A, Nguyen DK (2015) World gold prices and stock returns in China: insights for hedging and diversification strategies. Econ Model 44:273–282CrossRef
Zurück zum Zitat Baur DG (2011) Explanatory mining for gold: contrasting evidence from simple and multiple regressions. Resour Policy 36:265–275CrossRef Baur DG (2011) Explanatory mining for gold: contrasting evidence from simple and multiple regressions. Resour Policy 36:265–275CrossRef
Zurück zum Zitat Baur DG, Lucey BM (2010) Is gold a hedge or a safe haven? An analysis of stocks, bonds and gold. Financ Rev 45:217–229CrossRef Baur DG, Lucey BM (2010) Is gold a hedge or a safe haven? An analysis of stocks, bonds and gold. Financ Rev 45:217–229CrossRef
Zurück zum Zitat Baur DG, McDermott TK (2010) Is gold a safe haven? International evidence. J Bank Finance 34:1886–1898CrossRef Baur DG, McDermott TK (2010) Is gold a safe haven? International evidence. J Bank Finance 34:1886–1898CrossRef
Zurück zum Zitat Baur DG, Löffler G (2015) Predicting the equity premium with the demand for gold coins and bars. Finance Res Lett 13:172–178CrossRef Baur DG, Löffler G (2015) Predicting the equity premium with the demand for gold coins and bars. Finance Res Lett 13:172–178CrossRef
Zurück zum Zitat Beckmann J, Berger T, Czudaj R (2015a) Does gold act as a hedge or a safe haven for stocks? A smooth transition approach. Econ Model 48:16–24CrossRef Beckmann J, Berger T, Czudaj R (2015a) Does gold act as a hedge or a safe haven for stocks? A smooth transition approach. Econ Model 48:16–24CrossRef
Zurück zum Zitat Beckmann J, Berger T, Czudaj R (2015b) Oil price and FX-rates dependency. Quant Finance 16:477–488CrossRef Beckmann J, Berger T, Czudaj R (2015b) Oil price and FX-rates dependency. Quant Finance 16:477–488CrossRef
Zurück zum Zitat Beckmann J, Berger T, Czudaj R (2017) Gold price dynamics and the role of uncertainty. Chemnitz, economic papers no, p 006 Beckmann J, Berger T, Czudaj R (2017) Gold price dynamics and the role of uncertainty. Chemnitz, economic papers no, p 006
Zurück zum Zitat Bénassy-Quéré A, Forouheshfar Y (2015) The impact of yuan internationalization on the stability of the international monetary system. J Int Money Finance 57:115–135CrossRef Bénassy-Quéré A, Forouheshfar Y (2015) The impact of yuan internationalization on the stability of the international monetary system. J Int Money Finance 57:115–135CrossRef
Zurück zum Zitat Blose LE (1996) Gold price risk and the returns on gold mutual funds. J Econ Bus 48:499–513CrossRef Blose LE (1996) Gold price risk and the returns on gold mutual funds. J Econ Bus 48:499–513CrossRef
Zurück zum Zitat Blose LE, Shieh JCP (1995) The impact of gold price on the value of gold mining stock. Rev Financ Econ 4:125–139CrossRef Blose LE, Shieh JCP (1995) The impact of gold price on the value of gold mining stock. Rev Financ Econ 4:125–139CrossRef
Zurück zum Zitat Bollerslev T (1990) Modelling the coherence in short-run nominal exchange rates: a multivariate generalized ARCH model. Rev Econ Stat 72:498–505CrossRef Bollerslev T (1990) Modelling the coherence in short-run nominal exchange rates: a multivariate generalized ARCH model. Rev Econ Stat 72:498–505CrossRef
Zurück zum Zitat Bredin D, Conlon T, Poti V (2015) Does gold glitter in the long-run? Gold as a hedge and safe haven across time and investment horizon. Int Rev Financ Anal 41:320–328CrossRef Bredin D, Conlon T, Poti V (2015) Does gold glitter in the long-run? Gold as a hedge and safe haven across time and investment horizon. Int Rev Financ Anal 41:320–328CrossRef
Zurück zum Zitat Caporale GM, Menla Ali F, Spagnolo N (2015) Oil price uncertainty and sectoral stock returns in China: a time-varying approach. China Econ Rev 34:311–321CrossRef Caporale GM, Menla Ali F, Spagnolo N (2015) Oil price uncertainty and sectoral stock returns in China: a time-varying approach. China Econ Rev 34:311–321CrossRef
Zurück zum Zitat Cheng ALH (2014) China’s gold market: progress and prospects. Technical report, World Gold Council Cheng ALH (2014) China’s gold market: progress and prospects. Technical report, World Gold Council
Zurück zum Zitat Choudhry T, Hassan SS, Shabi S (2015) Relationship between gold and stock markets during the global financial crisis: evidence from nonlinear causality tests. Int Rev Financ Anal 41:247–256CrossRef Choudhry T, Hassan SS, Shabi S (2015) Relationship between gold and stock markets during the global financial crisis: evidence from nonlinear causality tests. Int Rev Financ Anal 41:247–256CrossRef
Zurück zum Zitat Chua J, Stick G, Woodward R (1990) Diversifying with gold stocks. Financ Anal J 46:76–79CrossRef Chua J, Stick G, Woodward R (1990) Diversifying with gold stocks. Financ Anal J 46:76–79CrossRef
Zurück zum Zitat Ciner C, Gurdgiev C, Lucey BM (2013) Hedges and safe havens: an examination of stocks, bonds, gold, oil and exchange rates. Int Rev Financ Anal 29:202–211CrossRef Ciner C, Gurdgiev C, Lucey BM (2013) Hedges and safe havens: an examination of stocks, bonds, gold, oil and exchange rates. Int Rev Financ Anal 29:202–211CrossRef
Zurück zum Zitat Davidson S, Faff R, Hillier D (2003) Gold factor exposures in international asset pricing. J Int Financ Mark Inst Money 13:271–289CrossRef Davidson S, Faff R, Hillier D (2003) Gold factor exposures in international asset pricing. J Int Financ Mark Inst Money 13:271–289CrossRef
Zurück zum Zitat Engle RF, Kroner KF (1995) Multivariate simultaneous generalized ARCH. Econom Theory 11:122–150CrossRef Engle RF, Kroner KF (1995) Multivariate simultaneous generalized ARCH. Econom Theory 11:122–150CrossRef
Zurück zum Zitat Ewing BT, Malik F (2013) Volatility transmission between gold and oil futures under structural breaks. Int Rev Econ Finance 25:113–121CrossRef Ewing BT, Malik F (2013) Volatility transmission between gold and oil futures under structural breaks. Int Rev Econ Finance 25:113–121CrossRef
Zurück zum Zitat Flavin TJ, Morley CE, Panopoulou E (2014) Identifying safe haven assets for equity investors through an analysis of the stability of shock transmission. J Int Financ Mark Inst Money 33:137–154CrossRef Flavin TJ, Morley CE, Panopoulou E (2014) Identifying safe haven assets for equity investors through an analysis of the stability of shock transmission. J Int Financ Mark Inst Money 33:137–154CrossRef
Zurück zum Zitat Genest C, Rémillard B, Beaudoin D (2009) Goodness-of-fit tests for copulas: a review and a power study. Insur Math Econ 44:199–213CrossRef Genest C, Rémillard B, Beaudoin D (2009) Goodness-of-fit tests for copulas: a review and a power study. Insur Math Econ 44:199–213CrossRef
Zurück zum Zitat Glosten LR, Jagannathan R, Runkle DE (1993) On the relation between the expected value and the volatility of the nominal excess return on stocks. J Finance 48:1779–1801CrossRef Glosten LR, Jagannathan R, Runkle DE (1993) On the relation between the expected value and the volatility of the nominal excess return on stocks. J Finance 48:1779–1801CrossRef
Zurück zum Zitat Gürgün G, Ünalmis I (2014) Is gold a safe haven against equity market investment in emerging and developing countries? Finance Res Lett 11:341–348CrossRef Gürgün G, Ünalmis I (2014) Is gold a safe haven against equity market investment in emerging and developing countries? Finance Res Lett 11:341–348CrossRef
Zurück zum Zitat Hammoudeh S, Santos PA, Al-Hassan A (2013) Downside risk management and VaR-based optimal portfolios for precious metals, oil and stocks. North Am J Econ Finance 25:318–334CrossRef Hammoudeh S, Santos PA, Al-Hassan A (2013) Downside risk management and VaR-based optimal portfolios for precious metals, oil and stocks. North Am J Econ Finance 25:318–334CrossRef
Zurück zum Zitat Hoang THV, Wong WK, Zhu ZZ (2015) Is gold different for risk-averse and risk-seeking investors? An empirical analysis of the Shanghai Gold Exchange. Econ Model 50:200–211CrossRef Hoang THV, Wong WK, Zhu ZZ (2015) Is gold different for risk-averse and risk-seeking investors? An empirical analysis of the Shanghai Gold Exchange. Econ Model 50:200–211CrossRef
Zurück zum Zitat Hood M, Malik F (2013) Is gold the best hedge and a safe haven under changing stock market volatility? Rev Financ Econ 22:47–52CrossRef Hood M, Malik F (2013) Is gold the best hedge and a safe haven under changing stock market volatility? Rev Financ Econ 22:47–52CrossRef
Zurück zum Zitat Jaffe J (1989) Gold and gold stocks as investments for institutional portfolios. Financ Anal J 42:53–59CrossRef Jaffe J (1989) Gold and gold stocks as investments for institutional portfolios. Financ Anal J 42:53–59CrossRef
Zurück zum Zitat Joe H (1997) Multivariate models and multivariate dependence concepts. Monographs on statistics and applied probability, vol 73. Chapman & Hall/CRC, LondonCrossRef Joe H (1997) Multivariate models and multivariate dependence concepts. Monographs on statistics and applied probability, vol 73. Chapman & Hall/CRC, LondonCrossRef
Zurück zum Zitat Joe H, Xu JJ (1996) The estimation method of inference functions for margins for multivariate models. Technical report, Department of Statistics, University of British Columbia, No. 166 Joe H, Xu JJ (1996) The estimation method of inference functions for margins for multivariate models. Technical report, Department of Statistics, University of British Columbia, No. 166
Zurück zum Zitat Kroner KF, Sultan J (1993) Time-varying distributions and dynamic hedging with foreign currency futures. J Financ Quant Anal 28:535–551CrossRef Kroner KF, Sultan J (1993) Time-varying distributions and dynamic hedging with foreign currency futures. J Financ Quant Anal 28:535–551CrossRef
Zurück zum Zitat Kroner KF, Ng VK (1998) Modelling asymmetric movements of asset prices. Rev Financ Stud 11:844–871CrossRef Kroner KF, Ng VK (1998) Modelling asymmetric movements of asset prices. Rev Financ Stud 11:844–871CrossRef
Zurück zum Zitat Ku YHH, Chen HC, Chen KH (2007) On the application of the dynamic conditional correlation model in estimating optimal time-varying hedge ratios. Appl Econ Lett 14:503–509CrossRef Ku YHH, Chen HC, Chen KH (2007) On the application of the dynamic conditional correlation model in estimating optimal time-varying hedge ratios. Appl Econ Lett 14:503–509CrossRef
Zurück zum Zitat Kumar D (2014) Return and volatility transmission between gold and stock sectors: application of portfolio management and hedging effectiveness. IIMB Manag Rev 26:5–16CrossRef Kumar D (2014) Return and volatility transmission between gold and stock sectors: application of portfolio management and hedging effectiveness. IIMB Manag Rev 26:5–16CrossRef
Zurück zum Zitat Longin F, Solnik B (2001) Extreme correlation of international equity markets. J Finance 56:649–676CrossRef Longin F, Solnik B (2001) Extreme correlation of international equity markets. J Finance 56:649–676CrossRef
Zurück zum Zitat Lucey BM, Tully E, Poti V (2006) International portfolio formation, skewness and the role of gold. Front Finance Econ 3:1–17 Lucey BM, Tully E, Poti V (2006) International portfolio formation, skewness and the role of gold. Front Finance Econ 3:1–17
Zurück zum Zitat Lucey BM, Larkin C, O’Connor F (2014) Gold markets around the world—who spills over what, to whom, when? Appl Econ Lett 21:887–892CrossRef Lucey BM, Larkin C, O’Connor F (2014) Gold markets around the world—who spills over what, to whom, when? Appl Econ Lett 21:887–892CrossRef
Zurück zum Zitat Malliaris AG, Malliaris M (2015) What drives gold returns? A decision tree analysis. Finance Res Lett 13:45–53CrossRef Malliaris AG, Malliaris M (2015) What drives gold returns? A decision tree analysis. Finance Res Lett 13:45–53CrossRef
Zurück zum Zitat Markowitz H (1952) Portfolio selection. J Finance 7:77–91 Markowitz H (1952) Portfolio selection. J Finance 7:77–91
Zurück zum Zitat McDonald JG, Solnik BH (1977) Valuation and strategy for gold stocks. J Portf Manag 3:29–33CrossRef McDonald JG, Solnik BH (1977) Valuation and strategy for gold stocks. J Portf Manag 3:29–33CrossRef
Zurück zum Zitat Mensi W, Beljid M, Boubaker A, Managi S (2013) Correlations and volatility spillovers across commodity and stock markets: linking energies, food, and gold. Econ Model 32:15–22CrossRef Mensi W, Beljid M, Boubaker A, Managi S (2013) Correlations and volatility spillovers across commodity and stock markets: linking energies, food, and gold. Econ Model 32:15–22CrossRef
Zurück zum Zitat Michis AA (2014) Investing in gold: individual asset risk in the long run. Finance Res Lett 11:369–374CrossRef Michis AA (2014) Investing in gold: individual asset risk in the long run. Finance Res Lett 11:369–374CrossRef
Zurück zum Zitat Nguyen CC, Bhatti MI (2012) Copula model dependency between oil prices and stock markets: evidence from China and Vietnam. J Int Financ Mark Inst Money 22:758–773CrossRef Nguyen CC, Bhatti MI (2012) Copula model dependency between oil prices and stock markets: evidence from China and Vietnam. J Int Financ Mark Inst Money 22:758–773CrossRef
Zurück zum Zitat Nguyen CC, Bhatti MI, Komorníková M, Komorník J (2016) Gold price and stock markets nexus under mixed-copulas. Econ Model 58:283–292CrossRef Nguyen CC, Bhatti MI, Komorníková M, Komorník J (2016) Gold price and stock markets nexus under mixed-copulas. Econ Model 58:283–292CrossRef
Zurück zum Zitat O’Connor FA, Lucey BM, Batten JA, Baur DG (2015) The financial economics of gold—a survey. Int Rev Financ Anal 41:186–205CrossRef O’Connor FA, Lucey BM, Batten JA, Baur DG (2015) The financial economics of gold—a survey. Int Rev Financ Anal 41:186–205CrossRef
Zurück zum Zitat Sadorsky P (2014) Modeling volatility and conditional correlations between socially responsible investments, gold and oil. Econ Model 38:609–618CrossRef Sadorsky P (2014) Modeling volatility and conditional correlations between socially responsible investments, gold and oil. Econ Model 38:609–618CrossRef
Zurück zum Zitat Sherman E (1982) Gold: a conservative, prudent diversifier. J Portf Manag 8:21–27CrossRef Sherman E (1982) Gold: a conservative, prudent diversifier. J Portf Manag 8:21–27CrossRef
Zurück zum Zitat Sklar C (1959) Fonctions de répartition à \(n\) dimensions et leurs marges. Publ Inst Stat Univ Paris 8:229–231 Sklar C (1959) Fonctions de répartition à \(n\) dimensions et leurs marges. Publ Inst Stat Univ Paris 8:229–231
Zurück zum Zitat Soucek M (2013) Crude oil, equity and gold futures open interest co-movements. Energy Econ 40:306–315CrossRef Soucek M (2013) Crude oil, equity and gold futures open interest co-movements. Energy Econ 40:306–315CrossRef
Zurück zum Zitat Thuraisamy KS, Sharma SS, Ahmed HJA (2013) The relationship between Asian equity and commodity futures markets. J Asian Econ 28:67–75CrossRef Thuraisamy KS, Sharma SS, Ahmed HJA (2013) The relationship between Asian equity and commodity futures markets. J Asian Econ 28:67–75CrossRef
Zurück zum Zitat Wang Z (2011) The Shanghai Gold Exchange and its future development. Alchemist 63:17–20 Wang Z (2011) The Shanghai Gold Exchange and its future development. Alchemist 63:17–20
Zurück zum Zitat Wood GE (1988) The new palgrave dictionary of money and finance. In: Newman P, Milgate M, Eatwell J (eds) Gold exchange standard. Macmillan, Basingstoke Wood GE (1988) The new palgrave dictionary of money and finance. In: Newman P, Milgate M, Eatwell J (eds) Gold exchange standard. Macmillan, Basingstoke
Zurück zum Zitat Ziaei SM (2012) Effects of gold price on equity, bond and domestic credit: evidence from ASEAN+3. Procedia Soc Behav Sci 40:341–346CrossRef Ziaei SM (2012) Effects of gold price on equity, bond and domestic credit: evidence from ASEAN+3. Procedia Soc Behav Sci 40:341–346CrossRef
Metadaten
Titel
Tail dependence between gold and sectorial stocks in China: perspectives for portfolio diversification
verfasst von
Joscha Beckmann
Theo Berger
Robert Czudaj
Thi-Hong-Van Hoang
Publikationsdatum
21.12.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Empirical Economics / Ausgabe 3/2019
Print ISSN: 0377-7332
Elektronische ISSN: 1435-8921
DOI
https://doi.org/10.1007/s00181-017-1381-8

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