Systematic index option-writing strategies with Black-Scholes-Merton and Variance-Gamma Models

IF 4.7 2区 经济学 Q1 ECONOMICS
Maciej Wysocki , Robert Ślepaczuk
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引用次数: 0

Abstract

This study evaluates systematic S&P 500 Index option-writing strategies, comparing the hedging performance of the Black–Scholes-Merton (BSM) and Variance-Gamma (VG) models, bridging the gap between theoretical models and their practical applications in trading. Using 1-minute data from 2018 to 2023, we assess hedged and unhedged strategies against buy-and-hold benchmarks, incorporating transaction costs to validate different hedging and sizing methodologies. Our findings reveal that systematic option writing can generate superior risk-adjusted returns. The BSM model generally outperforms the VG model in hedging, leveraging implied volatility to reflect market conditions accurately. However, the VG model proves valuable for position sizing in certain naked strategies, capturing skewness and kurtosis to manage tail risks. Intraday hedging at 130 min intervals offers effective downside protection while preserving return potential. The insights on hedging and sizing presented in this study provide actionable guidance for institutional and non-institutional participants in options markets.
基于Black-Scholes-Merton和Variance-Gamma模型的系统指数期权撰写策略
本研究评估了系统的标普500指数期权撰写策略,比较了Black-Scholes-Merton (BSM)和Variance-Gamma (VG)模型的对冲表现,弥合了理论模型与其在交易中的实际应用之间的差距。利用2018年至2023年的1分钟数据,我们针对买入并持有基准评估了对冲和未对冲策略,并结合交易成本来验证不同的对冲和规模方法。我们的研究结果表明,系统性期权书写可以产生更高的风险调整后收益。BSM模型在套期保值方面通常优于VG模型,利用隐含波动率准确反映市场状况。然而,VG模型被证明对某些裸策略的头寸大小有价值,捕获偏度和峰度来管理尾部风险。日内对冲在130分钟的间隔提供有效的下行保护,同时保留回报潜力。本研究提出的套期保值和规模调整的见解为期权市场的机构和非机构参与者提供了可操作的指导。
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来源期刊
Economic Modelling
Economic Modelling ECONOMICS-
CiteScore
8.00
自引率
10.60%
发文量
295
期刊介绍: Economic Modelling fills a major gap in the economics literature, providing a single source of both theoretical and applied papers on economic modelling. The journal prime objective is to provide an international review of the state-of-the-art in economic modelling. Economic Modelling publishes the complete versions of many large-scale models of industrially advanced economies which have been developed for policy analysis. Examples are the Bank of England Model and the US Federal Reserve Board Model which had hitherto been unpublished. As individual models are revised and updated, the journal publishes subsequent papers dealing with these revisions, so keeping its readers as up to date as possible.
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