基于马尔可夫和基于集群的切换动态,对布伦特原油产品进行有条件定价的战略调整

IF 1.5 Q2 ECONOMICS OPEC Energy Review Pub Date : 2022-08-02 DOI:10.1111/opec.12261
Petros Theodorou, Nikos Apokoritis
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引用次数: 0

摘要

石油价格的不对称性和非线性对能源政策和战略具有重要意义。能源政策的有效性在很大程度上取决于国家、制度的“概念化”,而不是绝对价格水平。基于战略结盟理论和匹配视角,我们认为反复出现的石油市场动态表明存在各种定价关系不同的机制。通过结合两种方法:基于聚类的回归(CBR)和马尔可夫切换动态回归(MSDR)来检查制度。CBR通过将Brent聚类为代理变量来识别空间制度,而MSDR通过假设作为离散时间马尔可夫链转换的状态的概率叠加来识别时间制度。结果对政策和方法都有贡献。价格的回归和周期性现象,在持久性、预期持续时间和过渡概率方面类似于约瑟夫和诺亚效应。CBR描述了从“牛市”到“熊市”再到“暂时”状态的一系列定价过程。产品之间存在不对称差异和高价溢价,这取决于市场状态。匹配概率显示了结果的稳健性。
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Strategic alignment of pricing oil products from Brent conditionally on market regimes using Markov and cluster-based switching dynamics
Asymmetries and non-linearities in oil prices are of high importance for energy policy and strategy. The effectiveness of energy policy depends heavily on the ‘conceptualization’ of states, regimes and less on the absolute price level. Based on the strategic alignment theory and the matching perspective, we claim that recurring oil market dynamics showcase the existence of various regimes across which pricing relationships differ. Regimes are examined by combining two methodologies: Cluster-based Regression (CBR) and Markov-Switching Dynamic Regression (MSDR). CBR identifies spatial regimes by clustering Brent as a proxy variable, while MSDR identifies temporal regimes by presuming a probabilistic superposition of states which transition as a discrete time Markov chain. Results have both policy and methodology contributions. A reversion and a cyclicality phenomenon in pricing, resembles the Joseph and Noah effects in terms of persistence, expected duration and probability of transition. CBR describes a serial process in pricing from ‘bull’ to ‘bear’ and then to ‘transitory’ state. Differences in asymmetry and high price premiums, conditionally on market states, are detected among products. Matching probabilities show robustness of results.
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来源期刊
OPEC Energy Review
OPEC Energy Review ECONOMICS-
CiteScore
2.90
自引率
4.50%
发文量
34
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