Risk Dynamics of Sectoral Stocks in BRICS Countries

K. Dogah, G. Premaratne
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Abstract

This study attempts to contribute to the literature on risk exposures by investigating the dynamic volatility spillover transmissions and volatility co-movements between oil-risk factors and sectoral stocks in BRICS countries. A spillover index and DCC-GARCH estimation techniques are applied to identify the volatility transmission mechanism and co-movement among the series using daily data from 5th May 2007 to December 31st, 2016. To provide practical implications of the volatility transmissions, the estimated results are in turn used to compute and analyze the optimal weights and hedge ratios for oil-stock portfolio holdings. Our findings indicate the existence of significant volatility spillover interdependences and a time-varying volatility co-movement between oil-risk factors and sectoral stocks. However, the direction of spillover is shown to be somewhat unidirectional mainly from some selected sectors to oil-risk factors. Thus, we show that although volatility spillovers from oil-risk factors to sectors exist, the effect is at best, marginal. Finally, the optimal weights and hedge ratios show that oil-risk factors would be better suited as instruments for portfolio diversification rather than hedging to minimize oil price and portfolio risks which is important for risk management and diversification benefits.
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金砖国家行业股风险动态分析
本研究试图通过调查金砖国家石油风险因素与行业股票之间的动态波动、溢出传递和波动协同运动,为风险暴露的文献做出贡献。利用2007年5月5日至2016年12月31日的每日数据,采用溢出指数和DCC-GARCH估计技术识别了波动率的传导机制和序列间的联动。为了提供波动性传递的实际含义,估计结果反过来用于计算和分析石油股票投资组合持有的最佳权重和对冲比率。我们的研究结果表明,石油风险因素与行业股之间存在显著的波动溢出相互依赖关系和时变波动共同运动。然而,溢出的方向是单向的,主要是从一些选定的部门到石油风险因素。因此,我们表明,尽管存在石油风险因素对行业的波动性溢出,但其影响充其量是边际的。最后,最优权重和对冲比率表明,石油风险因素更适合作为投资组合多元化的工具,而不是对冲,以最大限度地降低油价和投资组合风险,这对风险管理和多元化效益很重要。
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