{"title":"期权隐含模糊性与股票回报可预测性","authors":"Yanchu Liu, Chen Liu, Yiyao Chen, Xianming Sun","doi":"10.1002/fut.22530","DOIUrl":null,"url":null,"abstract":"<div>\n \n <p>We propose a model-guided option-implied ambiguity measure to capture uncertainty regarding the return distribution of a risky asset underlying a set of options, and investigate its predictive power on the asset return. A representative investor's ambiguous beliefs or prior distributions on the underlying asset returns are extracted from the market prices of options, the expected volatility of which is then defined as the option-implied ambiguity and is calculated in line with Brenner and Izhakian. Simulated paths of the calibrated models are utilized to compute all pertinent probability characteristics from a forward-looking perspective. The empirical results with SSE 50 ETF options indicate that the proposed option-implied ambiguity has strong predictive power for future returns of SSE 50 ETF. Out-of-sample tests also verify the significant predictive ability of the option-implied ambiguity to the equity returns.</p>\n </div>","PeriodicalId":15863,"journal":{"name":"Journal of Futures Markets","volume":"44 9","pages":"1556-1577"},"PeriodicalIF":1.8000,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Option-Implied Ambiguity and Equity Return Predictability\",\"authors\":\"Yanchu Liu, Chen Liu, Yiyao Chen, Xianming Sun\",\"doi\":\"10.1002/fut.22530\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div>\\n \\n <p>We propose a model-guided option-implied ambiguity measure to capture uncertainty regarding the return distribution of a risky asset underlying a set of options, and investigate its predictive power on the asset return. A representative investor's ambiguous beliefs or prior distributions on the underlying asset returns are extracted from the market prices of options, the expected volatility of which is then defined as the option-implied ambiguity and is calculated in line with Brenner and Izhakian. Simulated paths of the calibrated models are utilized to compute all pertinent probability characteristics from a forward-looking perspective. The empirical results with SSE 50 ETF options indicate that the proposed option-implied ambiguity has strong predictive power for future returns of SSE 50 ETF. Out-of-sample tests also verify the significant predictive ability of the option-implied ambiguity to the equity returns.</p>\\n </div>\",\"PeriodicalId\":15863,\"journal\":{\"name\":\"Journal of Futures Markets\",\"volume\":\"44 9\",\"pages\":\"1556-1577\"},\"PeriodicalIF\":1.8000,\"publicationDate\":\"2024-07-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Futures Markets\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/fut.22530\",\"RegionNum\":4,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Futures Markets","FirstCategoryId":"96","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/fut.22530","RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
Option-Implied Ambiguity and Equity Return Predictability
We propose a model-guided option-implied ambiguity measure to capture uncertainty regarding the return distribution of a risky asset underlying a set of options, and investigate its predictive power on the asset return. A representative investor's ambiguous beliefs or prior distributions on the underlying asset returns are extracted from the market prices of options, the expected volatility of which is then defined as the option-implied ambiguity and is calculated in line with Brenner and Izhakian. Simulated paths of the calibrated models are utilized to compute all pertinent probability characteristics from a forward-looking perspective. The empirical results with SSE 50 ETF options indicate that the proposed option-implied ambiguity has strong predictive power for future returns of SSE 50 ETF. Out-of-sample tests also verify the significant predictive ability of the option-implied ambiguity to the equity returns.
期刊介绍:
The Journal of Futures Markets chronicles the latest developments in financial futures and derivatives. It publishes timely, innovative articles written by leading finance academics and professionals. Coverage ranges from the highly practical to theoretical topics that include futures, derivatives, risk management and control, financial engineering, new financial instruments, hedging strategies, analysis of trading systems, legal, accounting, and regulatory issues, and portfolio optimization. This publication contains the very latest research from the top experts.