Market impact: a systematic study of the high frequency options market |
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Authors: | Emilio Said Ahmed Bel Hadj Ayed Damien Thillou Jean-Jacques Rabeyrin Frédéric Abergel |
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Affiliation: | 1. Quantitative Research, Global Markets, BNP Paribas, Paris, France;2. Laboratoire MICS, Chaire de Finance Quantitative, CentraleSupélec, Université Paris-Saclay, Gif-Sur-Yvette, France said.emilio01@gmail.com;4. Quantitative Research, Global Markets, BNP Paribas, Paris, France;5. Quantitative Research Group, BNP Paribas Asset Management, Paris, France;6. Laboratoire MICS, Chaire de Finance Quantitative, CentraleSupélec, Université Paris-Saclay, Gif-Sur-Yvette, France |
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Abstract: | This paper deals with a fundamental subject that has seldom been addressed in recent years, that of market impact in the options market. Our analysis is based on a proprietary database of metaorders—large orders that are split into smaller pieces before being sent to the market—on one of the main Asian markets. In line with our previous work on the equity market [Said, E., Bel Hadj Ayed, A., Husson, A. and Abergel, F., Market impact: A systematic study of limit orders. Mark. Microstruct. Liq., 2018, 3(3&4), 1850008.], we propose an algorithmic approach to identify metaorders, based on some implied volatility parameters, the at the money forward volatility and at the money forward skew. In both cases, we obtain results similar to the now well-understood equity market: Square-Root Law, Fair Pricing Condition and Market Impact Dynamics. |
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Keywords: | Market microstructure Market impact Statistical finance Fair pricing Automated trading Limit orders Options market Implied volatility High frequency |
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