{"title":"股票指数期权组合的构建与对冲","authors":"Maciej Wysocki, Robert Ślepaczuk","doi":"arxiv-2407.13908","DOIUrl":null,"url":null,"abstract":"This research presents a comprehensive evaluation of systematic index\noption-writing strategies, focusing on S&P500 index options. We compare the\nperformance of hedging strategies using the Black-Scholes-Merton (BSM) model\nand the Variance-Gamma (VG) model, emphasizing varying moneyness levels and\ndifferent sizing methods based on delta and the VIX Index. The study employs\n1-minute data of S&P500 index options and index quotes spanning from 2018 to\n2023. The analysis benchmarks hedged strategies against buy-and-hold and naked\noption-writing strategies, with a focus on risk-adjusted performance metrics\nincluding transaction costs. Portfolio delta approximations are derived using\nimplied volatility for the BSM model and market-calibrated parameters for the\nVG model. Key findings reveal that systematic option-writing strategies can\npotentially yield superior returns compared to buy-and-hold benchmarks. The BSM\nmodel generally provided better hedging outcomes than the VG model, although\nthe VG model showed profitability in certain naked strategies as a tool for\nposition sizing. In terms of rehedging frequency, we found that intraday\nhedging in 130-minute intervals provided both reliable protection against\nadverse market movements and a satisfactory returns profile.","PeriodicalId":501478,"journal":{"name":"arXiv - QuantFin - Trading and Market Microstructure","volume":"40 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Construction and Hedging of Equity Index Options Portfolios\",\"authors\":\"Maciej Wysocki, Robert Ślepaczuk\",\"doi\":\"arxiv-2407.13908\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This research presents a comprehensive evaluation of systematic index\\noption-writing strategies, focusing on S&P500 index options. We compare the\\nperformance of hedging strategies using the Black-Scholes-Merton (BSM) model\\nand the Variance-Gamma (VG) model, emphasizing varying moneyness levels and\\ndifferent sizing methods based on delta and the VIX Index. The study employs\\n1-minute data of S&P500 index options and index quotes spanning from 2018 to\\n2023. The analysis benchmarks hedged strategies against buy-and-hold and naked\\noption-writing strategies, with a focus on risk-adjusted performance metrics\\nincluding transaction costs. Portfolio delta approximations are derived using\\nimplied volatility for the BSM model and market-calibrated parameters for the\\nVG model. Key findings reveal that systematic option-writing strategies can\\npotentially yield superior returns compared to buy-and-hold benchmarks. The BSM\\nmodel generally provided better hedging outcomes than the VG model, although\\nthe VG model showed profitability in certain naked strategies as a tool for\\nposition sizing. In terms of rehedging frequency, we found that intraday\\nhedging in 130-minute intervals provided both reliable protection against\\nadverse market movements and a satisfactory returns profile.\",\"PeriodicalId\":501478,\"journal\":{\"name\":\"arXiv - QuantFin - Trading and Market Microstructure\",\"volume\":\"40 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-07-18\",\"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-2407.13908\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - Trading and Market Microstructure","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2407.13908","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Construction and Hedging of Equity Index Options Portfolios
This research presents a comprehensive evaluation of systematic index
option-writing strategies, focusing on S&P500 index options. We compare the
performance of hedging strategies using the Black-Scholes-Merton (BSM) model
and the Variance-Gamma (VG) model, emphasizing varying moneyness levels and
different sizing methods based on delta and the VIX Index. The study employs
1-minute data of S&P500 index options and index quotes spanning from 2018 to
2023. The analysis benchmarks hedged strategies against buy-and-hold and naked
option-writing strategies, with a focus on risk-adjusted performance metrics
including transaction costs. Portfolio delta approximations are derived using
implied volatility for the BSM model and market-calibrated parameters for the
VG model. Key findings reveal that systematic option-writing strategies can
potentially yield superior returns compared to buy-and-hold benchmarks. The BSM
model generally provided better hedging outcomes than the VG model, although
the VG model showed profitability in certain naked strategies as a tool for
position sizing. In terms of rehedging frequency, we found that intraday
hedging in 130-minute intervals provided both reliable protection against
adverse market movements and a satisfactory returns profile.