The Role of News in Commodity Markets

S. Borovkova
{"title":"The Role of News in Commodity Markets","authors":"S. Borovkova","doi":"10.2139/ssrn.2587285","DOIUrl":null,"url":null,"abstract":"In this paper, we give a broad overview of how commodity-related news affects several aspects of commodity markets. We examine the main commodity classes: energy, agriculturals and metals, as well as market responses to news: in terms of prices, returns, volatilities and fine features of prices, such as price jumps. Market responses are analysed for different latencies, ranging from minutes to days and longer horizons. We discuss how these insights can be used in trading strategies, investment decisions and risk management.In particular, we address the following questions: • What are the distinguishing features of commodity-related news?• How commodity prices react to positive and negative sentiment in news?• How we can combine news signals from several commodity markets into an overall commodity news index? What are the relationships of such a news index with well-known commodity price indices? • Can we improve volatility forecasts by including news variables in volatility models?• Which characteristics of commodity price movements – volatility, positive and negative jumps – cause and are caused by news?","PeriodicalId":388404,"journal":{"name":"ERN: Other Econometric Modeling: Commodity Markets (Topic)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ERN: Other Econometric Modeling: Commodity Markets (Topic)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.2587285","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

Abstract

In this paper, we give a broad overview of how commodity-related news affects several aspects of commodity markets. We examine the main commodity classes: energy, agriculturals and metals, as well as market responses to news: in terms of prices, returns, volatilities and fine features of prices, such as price jumps. Market responses are analysed for different latencies, ranging from minutes to days and longer horizons. We discuss how these insights can be used in trading strategies, investment decisions and risk management.In particular, we address the following questions: • What are the distinguishing features of commodity-related news?• How commodity prices react to positive and negative sentiment in news?• How we can combine news signals from several commodity markets into an overall commodity news index? What are the relationships of such a news index with well-known commodity price indices? • Can we improve volatility forecasts by including news variables in volatility models?• Which characteristics of commodity price movements – volatility, positive and negative jumps – cause and are caused by news?
新闻在商品市场中的作用
在本文中,我们对商品相关新闻如何影响商品市场的几个方面进行了广泛的概述。我们研究了主要的商品类别:能源、农产品和金属,以及市场对新闻的反应:从价格、回报、波动性和价格的细微特征(如价格跃升)来看。市场反应被分析为不同的延迟,从几分钟到几天,甚至更长的时间。我们将讨论如何在交易策略、投资决策和风险管理中使用这些见解。特别是,我们解决以下问题:•与商品相关的新闻有什么显著特征?•商品价格如何对新闻中的正面和负面情绪做出反应?•我们如何将几个商品市场的新闻信号组合成一个整体的商品新闻指数?这样一个新闻指数与众所周知的商品价格指数有什么关系?•我们能否通过在波动率模型中加入新闻变量来改善波动率预测?•商品价格变动的哪些特征——波动性、正跳和负跳——是新闻引起和由新闻引起的?
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信