自动化信息获取对股票市场的影响

Ivika Jäger
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引用次数: 0

摘要

在自动计算机算法(机器人)的帮助下收集监管金融信息会影响股市吗?使用EDGAR Server Log数据集,我构建了机器人和非机器人获取信息的公司级别度量,并表明当新信息可用时,机器人被广泛用于获取信息。美国证券交易委员会关于交互式数据的规定导致信息需求的显著增加,与xbrl格式的标准化监管金融信息的信息获取成本降低相一致。机器人获取公司信息的相对重要性越高,结合XBRL的采用,随之而来的交易量增加,买卖价差越小,波动性越低,累积异常收益为正,量变系数增加。的研究结果与自动化和标准化对知情的投资者比不知情的交易者更有利的观点是一致的。
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The Impact of Automated Information Acquisition on the Stock Market
Does collecting regulatory financial information with the help of automated computer algorithms (robots) affect the stock market? Using the EDGAR Server Log data set, I construct firm-level measures of information acquisition by robots and non-robots and show that robots are extensively used for information acquisition when new information becomes available. The SEC's mandate regarding interactive data leads to a notable increase in information demand, consistent with decreased information acquisition costs for standardised regulatory financial information in XBRL-format. A higher relative importance of robots acquiring information about a firm combined with the XBRL adoption is associated with a consequent increase in trading volume, smaller bid-ask spreads, lower volatility, positive cumulative abnormal return and increased volume coefficient of variation. The findings are consistent with the idea that automation and standardisation benefits informed investors disproportionately more than uninformed traders.
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