The price of shelter - Downside risk reduction with precious metals
Introduction
The aversion of investors to extreme downside risk has been heavily documented.1 In particular, aversion to acute losses may lead investors to seek a risk premium for bearing extreme downside risk, (Bali et al., 2009, Ang et al., 2006), and also impact their optimal allocation strategy, (Jarrow and Zhao, 2006, Liu et al., 2003). Recent literature has considered the safe-haven properties of precious metals, and gold in particular, illustrating the capacity of gold to act as a strong short-run hedge for traditional assets during times of extreme market turbulence (Baur and Lucey, 2010, Baur and McDermott, 2010).2 Gold has also been considered as a hedge against inflation, (Beckmann and Czudaj, 2013, Gorton and Rouwenhorst, 2006), and as a currency safe-haven (Reboredo, 2013, Capie et al., 2005).
Our paper first examines the ability of three precious metals, gold, silver and platinum, to reduce portfolio downside risk when held together with equities. While investors require a risk premium to bear extreme downside risk, (Bali et al., 2009, Ang et al., 2006), they may also be willing to cede expected returns in order to negate such risks. In this light, we also explore the price of diversifying a traditional portfolio with precious metals. Specifically, we examine the change in the risk-return profile of an equity portfolio with a proportional allocation to precious metals, relative to an equity-only portfolio. In contrast to previous studies, focussed predominantly on the unadjusted reward-to-risk ratio (for example, Hillier, Draper, and Faff (2006)), we consider both the relative Sharpe ratio and relative modified Sharpe ratio as performance metrics, explicitly accounting for the risk-free rate. The latter point is noteworthy, as any relationship, positive or negative, between gold and interest rates might alter the investment implications.3 This analysis helps to reconcile conflicting previous evidence regarding the performance implications of portfolio diversification using precious metals.
This paper adopts a methodology appropriate for understanding infrequent but dangerous tail events. Downside risk measures are concerned with quantifying only the potential losses that a portfolio might be exposed to.4 In measuring the downside risk of an investment it is vital to consider higher-order moments of the distribution for two reasons; first, financial returns are extensively shown to be non-normal, implying that variance alone is not a suitable measure of risk. Second, investors have preferences over higher-order moments of returns such as skewness and kurtosis (Dittmar, 2002, Kraus and Litzenberger, 1976). In this paper, risk is characterized using a four-moment downside risk measure, accounting for the skewness and kurtosis of the empirical distribution. These higher-order moments are captured by way of the Cornish-Fisher expansion (Favre & Galeano, 2002). This methodology offers new insights relative to previous safe haven analysis, including facilitating analysis of any potential trade-off between moments of a portfolio when holding precious metals.
Our paper incorporates a number of innovations. In contrast to previous studies which have examined the hedging and safe-haven potential of gold, our paper is the first known study to explicitly examine the downside risk reduction possibilities from a portfolio perspective. Given the extent of non-normality in asset returns (see Cont, 2001, Pagan, 1996, for example), only an evaluation taking account of higher-order moments can provide an accurate assessment of the risk reduction opportunities. Second, while a growing literature examines the safe-haven properties of gold, little attention has been paid to the downside risk reduction properties of silver and platinum. We examine both silver and platinum, and contrast their risk reduction potential with that of gold. Third, taking account of higher-order moments enables identification of the individual contributions from distributional moments on risk reduction. This issue has also not been considered previously in the literature.
Next, the level of risk reduction achievable may vary across different return intervals, in keeping with previous findings for risk (Bandi and Perron, 2008, Gençay et al., 2005), hedging (Conlon and Cotter, 2012, Conlon and Cotter, 2013) and risk management (Rua & Nunes, 2009). We build upon previous papers examining the temporal dimension of risk reduction, (Bredin et al., 2015, Baur and McDermott, 2010, Baur and Lucey, 2010, Lucey et al., 2006), providing a detailed analysis of the risk-return relationship at each horizon. Fifth, investors are unlikely to consider an investment in precious metals for downside risk reduction purposes in isolation. Instead, they will consider the tradeoff between risk (or downside risk) and return in their allocation decision. In this paper, we determine the price of investing in precious metals, by examining relative risk-adjusted returns. Our findings shed new light on the benefits of precious metals as an investment asset, as results are based upon a more appropriate performance metric over a longer sample than previously considered. Finally, building on previous studies focussed almost exclusively on physical gold, we examine the diversification potential of precious metal futures and exchange traded funds (ETF's).
Our results indicate that the risk reduction opportunities from gold are, in fact, larger than previously indicated by the literature, but only for short investment horizons (less than 15 days). Similar findings are also reported for silver and platinum, although not consistently as substantial as those for gold. At longer horizons, gold retains some downside risk-reduction properties, while those for silver and platinum are attenuated. These findings imply that an investor concerned with short horizon risk can achieve downside risk reduction benefits from precious metals, but the choice of precious metal is of first order importance for those seeking longer term diversification.
Building on this, we find that find that investors must pay a price to achieve downside risk reduction, contrary to much previous research.5 An investor must surrender some proportion of their risk-adjusted returns to mitigate negative returns in traditional assets. This is in keeping with the notion that downside risk has an associated risk-premium (Bali et al., 2009, Ang et al., 2006). Instead of earning a risk-premium for bearing downside risk, investors must pay a risk-premium to negate downside risk.
Our identification approach illustrates that precious metal kurtosis is a key contributor to portfolio downside risk reduction, while the skewness properties of precious metals do not help in mitigating such risks. Again, this result is specific to short horizons. The benefits from kurtosis are suggested to be a consequence of low co-kurtosis between precious metals and equities, a consequence of non-coincident tail risks. When the analysis is extended to both futures and exchange traded funds (ETF's) relating to precious metals, we also find evidence of downside risk reduction properties. In particular, we find that the proportion of risk-adjusted returns surrendered to achieve downside risk reduction is lower for futures markets. The source of this additional performance is increased returns, rather than risk reduction and is attributed to roll yield from futures markets.
The paper is organized as follows: Section 2 describes the measurement of downside risk reduction, while Section 3 details the data examined in the study. Empirical results are reported in 4 Empirical results, 5 Conclusion concludes.
Section snippets
Downside risk measurement
Two-moment value-at-risk (VaR) may be employed to measure the level of tail- or downside risk associated with an asset, provided that the asset's returns are normally distributed. For a given confidence level, two-moment VaR is defined as the maximum expected loss on a portfolio over a given time interval or horizon (τ) and is given by where z(α) is the α quantile of the standardized distribution. The time interval, τ, is the horizon over which we are interested in measuring
Data and summary statistics
The data employed in this study consists of daily prices from 1980 through 2014 for precious metals and equities. All data is sourced from Datastream, a division of Thomson Reuters. Gold and silver bullion spot prices are provided by the London Bullion Market Association (LBMA), while platinum is from the London Platinum Free Market.6
Downside risk reduction
The ability of precious metals to reduce portfolio downside or tail-risk when combined with the S&P 500 is now studied. To illustrate the risk reduction possibilities, a number of perspectives are considered. First, risk reduction achieved at various intervals and confidence levels for a portfolio consisting of 10% precious metals and 90% equities is examined. Second, we detail the risk reduction achieved for a range of allocation weights. Third, we consider whether results are static over
Conclusion
Recent literature has indicated the capacity of gold to act as a safe haven during times of financial turmoil. In this study we build on previous research, by investigating the capacity of gold, silver and platinum to mitigate extreme portfolio downside risk. We further investigate the cost or benefit of such risk reduction, by considering the impact on risk-adjusted returns. As the focus of the study is on rare events, we adopt a methodology appropriate to capturing infrequent but dangerous
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