Investigating volatility, connectedness and portfolio strategies between bulk shipping and commodity market: A DCC-GARCH R2 decomposed connectedness measure

IF 2.1 4区 环境科学与生态学 Q3 ECOLOGY
Jackson Jinhong Mi , Shek Ahmed , Yanhui Chen , Congzhi Zhang
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引用次数: 0

Abstract

The bulk shipping sector is notably exposed to risks stemming from fluctuations in freight rates and the inherent volatility of commodity markets. Recent literature has extensively examined the asymmetric spillover connectivity between freight diversity and commodity markets; however, conventional methodologies cannot properly investigate return propagation dynamics. We apply the DCC-GARCH-based R2 decomposed connectedness measure to investigate conditional volatility connectedness within the major dry bulk freight market, incorporating the natural gas and iron ore futures markets from February 24, 2014, to April 5, 2024. In addition, this study introduces the frameworks of multivariate hedging portfolios and minimum decomposed connectedness portfolio techniques. The empirical results indicate that dynamic total connectedness exhibits time-varying behavior and is significantly affected by major economic events. Additionally, the empirical results indicate that the round voyage freight market between China and Brazil functions as a net transmitter, while the transpacific round voyage freight market serves as a significant net receiver within the system. Finally, we find that the decomposed connectedness portfolio technique outperforms both the natural gas and iron ore markets compared to multivariate portfolio techniques based on hedging effectiveness. These findings enhance the understanding of interconnectedness across interregional freight markets and provide valuable insights for market participants and stakeholders to refine hedging strategies and mitigate risks based on market interdependencies.
研究散货航运和大宗商品市场之间的波动性、连通性和投资组合策略:一个dc - garch R2分解的连通性度量
散货航运部门尤其容易受到运费波动和商品市场固有波动所带来的风险。最近的文献广泛研究了货运多样性与商品市场之间的不对称溢出连通性;然而,传统的方法不能正确地研究回报传播动力学。本文采用基于dcc - garch的R2分解连通性测度,以2014年2月24日至2024年4月5日的天然气和铁矿石期货市场为样本,研究了主要干散货运价市场的条件波动连通性。此外,本文还介绍了多元套期保值投资组合框架和最小分解连通性投资组合技术。实证结果表明,动态总连通性表现出时变行为,并受到重大经济事件的显著影响。此外,实证结果表明,中国和巴西之间的往返货运市场是系统内的净发送者,而跨太平洋的往返货运市场是系统内的显著净接收者。最后,我们发现,与基于对冲有效性的多元投资组合技术相比,分解连通性投资组合技术在天然气和铁矿石市场的表现都要好。这些发现增强了对跨区域货运市场互联性的理解,并为市场参与者和利益相关者提供了宝贵的见解,以完善对冲策略并降低基于市场相互依赖性的风险。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Regional Studies in Marine Science
Regional Studies in Marine Science Agricultural and Biological Sciences-Ecology, Evolution, Behavior and Systematics
CiteScore
3.90
自引率
4.80%
发文量
336
审稿时长
69 days
期刊介绍: REGIONAL STUDIES IN MARINE SCIENCE will publish scientifically sound papers on regional aspects of maritime and marine resources in estuaries, coastal zones, continental shelf, the seas and oceans.
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