BV-VPIN:衡量订单流毒性和流动性对国际股票市场的影响

IF 0.3 4区 经济学 Q4 BUSINESS, FINANCE Journal of Risk Pub Date : 2018-07-04 DOI:10.21314/JOR.2018.399
R. Low, Te Li, Terry A. Marsh
{"title":"BV-VPIN:衡量订单流毒性和流动性对国际股票市场的影响","authors":"R. Low, Te Li, Terry A. Marsh","doi":"10.21314/JOR.2018.399","DOIUrl":null,"url":null,"abstract":"Order flow toxicity is a measure of a trader's exposure to the risk that counter-parties possess private information or other informational advantages. High levels of order flow toxicity can culminate in market makers providing liquidity at a loss or in suboptimal execution of trades. From a regulatory perspective, high levels of toxicity can be harmful to overall market liquidity and precede precipitous drops in asset prices. Bulk Volume VPIN (BV-VPIN) is one way of measuring the \"toxicity\" component of order flow that has been successfully applied in High Frequency Trading (HFT) environments. We apply the BV-VPIN to daily data for a range of international indices to extend previous analysis of its properties. We find that a rise in BV-VPIN effectively foreshadows high-levels of volatility in the equities indices of several countries. If a BV-VPIN futures contract exists, we show that it would exhibit safe haven characteristics during market downturns. In particular, a simple active portfolio management strategy that times investments in equities (risk-free asset) when BV-VPIN levels are low (high) outperforms a buy-and-hold strategy. Thus, we find support for the application of BV-VPIN in international equities.","PeriodicalId":46697,"journal":{"name":"Journal of Risk","volume":" ","pages":""},"PeriodicalIF":0.3000,"publicationDate":"2018-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"BV–VPIN: Measuring the Impact of Order Flow Toxicity and Liquidity on International Equity Markets\",\"authors\":\"R. Low, Te Li, Terry A. Marsh\",\"doi\":\"10.21314/JOR.2018.399\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Order flow toxicity is a measure of a trader's exposure to the risk that counter-parties possess private information or other informational advantages. High levels of order flow toxicity can culminate in market makers providing liquidity at a loss or in suboptimal execution of trades. From a regulatory perspective, high levels of toxicity can be harmful to overall market liquidity and precede precipitous drops in asset prices. Bulk Volume VPIN (BV-VPIN) is one way of measuring the \\\"toxicity\\\" component of order flow that has been successfully applied in High Frequency Trading (HFT) environments. We apply the BV-VPIN to daily data for a range of international indices to extend previous analysis of its properties. We find that a rise in BV-VPIN effectively foreshadows high-levels of volatility in the equities indices of several countries. If a BV-VPIN futures contract exists, we show that it would exhibit safe haven characteristics during market downturns. In particular, a simple active portfolio management strategy that times investments in equities (risk-free asset) when BV-VPIN levels are low (high) outperforms a buy-and-hold strategy. Thus, we find support for the application of BV-VPIN in international equities.\",\"PeriodicalId\":46697,\"journal\":{\"name\":\"Journal of Risk\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.3000,\"publicationDate\":\"2018-07-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Risk\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://doi.org/10.21314/JOR.2018.399\",\"RegionNum\":4,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Risk","FirstCategoryId":"96","ListUrlMain":"https://doi.org/10.21314/JOR.2018.399","RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 6

摘要

订单流毒性是衡量交易对手拥有私人信息或其他信息优势的风险。高水平的订单流毒性可能导致做市商在亏损或交易执行不理想的情况下提供流动性。从监管角度来看,高水平的毒性可能会损害整体市场流动性,并导致资产价格暴跌。批量VPIN(BV-VPIN)是一种测量订单流“毒性”成分的方法,已成功应用于高频交易(HFT)环境。我们将BV-VPIN应用于一系列国际指数的每日数据,以扩展先前对其性质的分析。我们发现,BV-VPIN的上升实际上预示着几个国家的股票指数将出现高度波动。如果BV-VPIN期货合约存在,我们表明它在市场低迷时期会表现出避险特征。特别是,当BV-VPIN水平低(高)时,一种简单的主动投资组合管理策略会对股票(无风险资产)的投资进行计时,其表现优于买入和持有策略。因此,我们发现BV-VPIN在国际股票中的应用得到了支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
BV–VPIN: Measuring the Impact of Order Flow Toxicity and Liquidity on International Equity Markets
Order flow toxicity is a measure of a trader's exposure to the risk that counter-parties possess private information or other informational advantages. High levels of order flow toxicity can culminate in market makers providing liquidity at a loss or in suboptimal execution of trades. From a regulatory perspective, high levels of toxicity can be harmful to overall market liquidity and precede precipitous drops in asset prices. Bulk Volume VPIN (BV-VPIN) is one way of measuring the "toxicity" component of order flow that has been successfully applied in High Frequency Trading (HFT) environments. We apply the BV-VPIN to daily data for a range of international indices to extend previous analysis of its properties. We find that a rise in BV-VPIN effectively foreshadows high-levels of volatility in the equities indices of several countries. If a BV-VPIN futures contract exists, we show that it would exhibit safe haven characteristics during market downturns. In particular, a simple active portfolio management strategy that times investments in equities (risk-free asset) when BV-VPIN levels are low (high) outperforms a buy-and-hold strategy. Thus, we find support for the application of BV-VPIN in international equities.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Risk
Journal of Risk BUSINESS, FINANCE-
CiteScore
1.00
自引率
14.30%
发文量
10
期刊介绍: This international peer-reviewed journal publishes a broad range of original research papers which aim to further develop understanding of financial risk management. As the only publication devoted exclusively to theoretical and empirical studies in financial risk management, The Journal of Risk promotes far-reaching research on the latest innovations in this field, with particular focus on the measurement, management and analysis of financial risk. The Journal of Risk is particularly interested in papers on the following topics: Risk management regulations and their implications, Risk capital allocation and risk budgeting, Efficient evaluation of risk measures under increasingly complex and realistic model assumptions, Impact of risk measurement on portfolio allocation, Theoretical development of alternative risk measures, Hedging (linear and non-linear) under alternative risk measures, Financial market model risk, Estimation of volatility and unanticipated jumps, Capital allocation.
期刊最新文献
A Case of Isolated Central Nervous System Rosai-Dorfman Disease. Asymmetric risk spillovers between oil and the Chinese stock market: a Beta-skew-t-EGARCH-EVT-copula approach Allocating and forecasting changes in risk Target-date funds: lessons learned The impact of treasury operations and off-balance-sheet credit business on commercial bank credit risk
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1