• Title/Summary/Keyword: Volume Synchronized Probability of Informed Trading

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An Empirical Study on Trading Techniques Using VPIN and High Frequency Data (VPIN과 고빈도 자료를 활용한 거래기법에 관한 실증연구)

  • Jung, Dae-Sung;Park, Jong-Hae
    • Management & Information Systems Review
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    • v.38 no.4
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    • pp.79-93
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    • 2019
  • This study analyzed the information effect of KOSPI200 market and KOSPI200 futures market and volume synchronized probability of informed trading (VPIN). The data period is 760 days from July 8, 2015 to August 9, 2018, and the intraday trading data is used based on the trading period of the KOSPI 200 Index. The findings of the empirical analysis are as follows. First, as a result of regression analysis of the same parallax, when the level of VPIN is high, the return and volatility of KOSPI200 are high. Second, the KOSPI200 returns before and after the VPIN measurement and the return of the KOSPI200 future had a positive relationship with the VPIN. The cumulative returns of KOSPI200 futures were positive for about 15 minutes.Finally, we find that portfolios with high levels of VPIN showed high KOSPI200 and KOSPI200 futures return. These results confirmed the applicability of VPIN as a trading strategy index. The above results suggest that KOSPI200 and KOSPI200 futures markets will be able to explore volatility and price changes, and also be useful indicators of financial market risk.