{"title":"Volatility-based strategy on Chinese equity index ETF options","authors":"Peng Yifeng","doi":"arxiv-2403.00474","DOIUrl":null,"url":null,"abstract":"In recent years, there has been quick developments of derivative markets in\nChina and standardized derivative trading have reached considerable volumes. In\nthis research, we collect all the daily data of ETF options traded at Shanghai\nStock Exchange and start with a simple short-volatility strategy. The strategy\ndelivers nice performance before 2018, providing significant excess return over\nthe buy and hold benchmark. However, after 2018, this strategy starts to\ndeteriorate and no obvious risk-adjusted return is shown. Based on the\ndiscussion of relationship between the strategy's performance and market's\nvolatility, we improve the model by adjusting positions and exposure according\nto volatility forecasts using methods such as volatility momentum and GARCH.\nThe new models have improved performance in different ways, where larger upside\ncapture and smaller drawbacks can be achieved in market fluctuation. This\nresearch has shown potentials of volatility-based trading on Chinese equity\nindex options, and with further improvement and implementation considerations,\nreal-world practical trading strategies can be formed.","PeriodicalId":501478,"journal":{"name":"arXiv - QuantFin - Trading and Market Microstructure","volume":"15 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - Trading and Market Microstructure","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2403.00474","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In recent years, there has been quick developments of derivative markets in
China and standardized derivative trading have reached considerable volumes. In
this research, we collect all the daily data of ETF options traded at Shanghai
Stock Exchange and start with a simple short-volatility strategy. The strategy
delivers nice performance before 2018, providing significant excess return over
the buy and hold benchmark. However, after 2018, this strategy starts to
deteriorate and no obvious risk-adjusted return is shown. Based on the
discussion of relationship between the strategy's performance and market's
volatility, we improve the model by adjusting positions and exposure according
to volatility forecasts using methods such as volatility momentum and GARCH.
The new models have improved performance in different ways, where larger upside
capture and smaller drawbacks can be achieved in market fluctuation. This
research has shown potentials of volatility-based trading on Chinese equity
index options, and with further improvement and implementation considerations,
real-world practical trading strategies can be formed.