Resiliency: Cross-Venue Dynamics with Hawkes Processes

L. Pelizzon, Satchit Sagade, Katia Vozian
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Abstract

Market fragmentation and technological advances increasing the speed of trading altered the functioning and stability of global equity limit order markets. Taking market resiliency as an indicator of market quality, we investigate how resilient are trading venues in a high-frequency environment with cross-venue fragmented order flow. Employing a Hawkes process methodology on high-frequency data for FTSE 100 stocks on LSE, a traditional exchange, and on Chi-X, an alternative venue, we find that when liquidity becomes scarce Chi-X is a less resilient venue than LSE with variations existing across stocks and time. In comparison with LSE, Chi-X has more, longer, and severer liquidity shocks. Whereas the vast majority of liquidity droughts on both venues disappear within less than one minute, the recovery is not lasting, as liquidity shocks spiral over the time dimension. Over half of the shocks on both venues are caused by spiralling. Liquidity shocks tend to spiral more on Chi-X than on LSE for large stocks suggesting that the liquidity supply on Chi-X is thinner than on LSE. Finally, a significant amount of liquidity shocks spill over cross-venue providing supporting evidence for the competition for order flow between LSE and Chi-X.
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弹性:霍克斯过程的跨场地动态
市场分化和技术进步提高了交易速度,改变了全球股票限价订单市场的功能和稳定性。我们将市场弹性作为市场质量的一个指标,考察了交易场所在跨场所碎片化订单流的高频环境下的弹性。采用Hawkes过程方法对伦敦证券交易所(LSE)和Chi-X (Chi-X)的富时100指数股票的高频数据进行分析,我们发现,当流动性变得稀缺时,Chi-X的弹性低于伦敦证券交易所,其股票和时间存在差异。与LSE相比,Chi-X的流动性冲击更多、时间更长、更严重。尽管这两个市场的绝大多数流动性干旱在不到一分钟的时间内就消失了,但由于流动性冲击在时间维度上呈螺旋式上升,复苏不会持续。这两个地方一半以上的冲击都是由螺旋上升引起的。对于大盘股,Chi-X的流动性冲击往往比LSE更螺旋,这表明Chi-X的流动性供应比LSE更薄。最后,大量的流动性冲击溢出跨场所,为LSE和Chi-X之间的订单流竞争提供了支持证据。
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