A Study on the Option Selection of Informed Traders: A Case of Korean Index Options

Byung-Wook Choi
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Abstract

Purpose - The purpose of this study is to examine the option selection and optimal trading of informed traders in KOSPI 200 options market based on the PIN (probability of informed trading) model of Easley et al.(2002). Design/methodology/approach - This study uses TAQ (trade and quote) data provided by Korean Exchanges (KRX) which contains all the bids and trades recorded during the continuous auction trading hours for the KOSPI 200 options between May 2019 and September 2020. Findings - First, there was no difference in the PIN between call and put options in the 2019 data, but the PIN of put options was slightly higher in 2020. Second, regardless of the type of option, the PIN was higher for in-the-money (ITM) options, and the PIN of out-of-the-money (OTM) options was the same as or slightly higher than that of at-the-money (ATM) options. Third, we found that the PIN decreases as trading liquidity increases, and fourth, the PIN increased sharply as the expiration date approached, especially for OTM options, while ITM and ATM options showed relatively weak effects. Fifth, for foreign and institutional investors, the periodicity of orders was observed in milliseconds, especially for foreign investors, where the periodicity of orders was clear and frequent in OTM options. The results suggest that the purpose of option trading varies depending on the moneyness from the perspective of the informed trader.
知情交易者期权选择研究——以韩国指数期权为例
目的——本研究的目的是基于Easley等人(2002)的PIN(知情交易概率)模型来检验KOSPI 200期权市场中知情交易者的期权选择和最优交易。设计/方法/方法-本研究使用韩国交易所(KRX)提供的TAQ(交易和报价)数据,其中包含2019年5月至2020年9月期间KOSPI 200期权连续拍卖交易时间内记录的所有出价和交易。首先,在2019年的数据中,看涨期权和看跌期权之间的PIN没有差异,但2020年看跌期权的PIN略高。其次,无论哪种类型的期权,现价期权(ITM)的PIN值更高,现价期权(OTM)的PIN值与现价期权(ATM)相同或略高于现价期权。第三,我们发现PIN值随着交易流动性的增加而降低;第四,随着到期日的临近,PIN值急剧上升,特别是对于OTM期权,而ITM和ATM期权的影响相对较弱。第五,对于外国和机构投资者来说,订单的周期性以毫秒为单位,特别是对于外国投资者来说,在场外交易期权中,订单的周期性是明确和频繁的。结果表明,从知情交易者的角度来看,期权交易的目的随货币的不同而不同。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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