The economic impact of daily volatility persistence on energy markets

IF 3.7 4区 经济学 Q1 BUSINESS, FINANCE Journal of Commodity Markets Pub Date : 2023-06-01 DOI:10.1016/j.jcomm.2022.100285
Christina Sklibosios Nikitopoulos, Alice Carole Thomas, Jianxin Wang
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引用次数: 2

Abstract

This study examines the role of daily volatility persistence in transmitting information from macro-economy in the volatility of energy markets. In crude oil and natural gas markets, macro-economic factors, such as the VIX, the credit spread and the Baltic exchange dirty index, impact volatility, and this impact is channeled via the volatility persistence. Further, the impact of returns and variances is primarily transmitted to volatility via the daily volatility persistence. The dependence of volatility persistence on market and macro-economic conditions is termed conditional volatility persistence (CVP). The variation in daily CVP is economically significant, contributing up to 18% of future volatility and accounting for 29% of the model's explanatory power. Inclusion of the CVP in the model significantly improves volatility forecasts. Based on the utility benefits of volatility forecasts, the CVP adjusted volatility models provide up to 160 bps benefit to investors compared to the HAR models, even after accounting for transaction costs and varying trading speeds.

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每日波动持续性对能源市场的经济影响
本研究考察了日常波动持续性在能源市场波动中传递宏观经济信息的作用。在原油和天然气市场中,宏观经济因素,如波动率指数、信贷利差和波罗的海交易所脏指数,会影响波动性,而这种影响是通过波动持续性传导的。此外,收益和方差的影响主要通过每日波动持续性传递给波动性。波动持续性对市场和宏观经济条件的依赖性被称为条件波动持续性(CVP)。每日CVP的变化在经济上意义重大,占未来波动率的18%,占模型解释力的29%。将CVP纳入模型显著改善了波动性预测。基于波动率预测的效用收益,与HAR模型相比,CVP调整后的波动率模型为投资者提供了高达160个基点的收益,即使考虑了交易成本和不同的交易速度。
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来源期刊
CiteScore
5.70
自引率
2.40%
发文量
53
期刊介绍: The purpose of the journal is also to stimulate international dialog among academics, industry participants, traders, investors, and policymakers with mutual interests in commodity markets. The mandate for the journal is to present ongoing work within commodity economics and finance. Topics can be related to financialization of commodity markets; pricing, hedging, and risk analysis of commodity derivatives; risk premia in commodity markets; real option analysis for commodity project investment and production; portfolio allocation including commodities; forecasting in commodity markets; corporate finance for commodity-exposed corporations; econometric/statistical analysis of commodity markets; organization of commodity markets; regulation of commodity markets; local and global commodity trading; and commodity supply chains. Commodity markets in this context are energy markets (including renewables), metal markets, mineral markets, agricultural markets, livestock and fish markets, markets for weather derivatives, emission markets, shipping markets, water, and related markets. This interdisciplinary and trans-disciplinary journal will cover all commodity markets and is thus relevant for a broad audience. Commodity markets are not only of academic interest but also highly relevant for many practitioners, including asset managers, industrial managers, investment bankers, risk managers, and also policymakers in governments, central banks, and supranational institutions.
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