Algorithmic trading, what if it is just an illusion? Evidence from experimental asset markets

IF 1.6 3区 经济学 Q2 ECONOMICS Journal of Behavioral and Experimental Economics Pub Date : 2024-05-28 DOI:10.1016/j.socec.2024.102240
Sandrine Jacob-Leal , Nobuyuki Hanaki
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Abstract

We experimentally investigate whether and how the potential presence of algorithmic trading (AT) in human-only asset markets can influence humans’ price forecasts, trading activities and price dynamics. Two trading strategies commonly employed by high-frequency traders, spoofing (SP) - associated with market manipulation - and market making (MM) - seen as liquidity provision - are considered. These experiments reveal that, first, the mere expectation of SP traders can, at first, impair price convergence towards fundamentals. Second, the expected presence of AT, especially MM traders, induce larger initial price forecasts deviations from fundamentals. Third, despite the absence of AT in our experiments, the information about the presence of AT, employing MM strategy, is sufficient to alter subjects trading behavior over time and the impact of past realized prices on subjects’ order prices.

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算法交易,如果只是一种假象呢?来自实验资产市场的证据
我们通过实验研究了算法交易(AT)在纯人类资产市场中的潜在存在是否以及如何影响人类的价格预测、交易活动和价格动态。我们考虑了高频交易者通常采用的两种交易策略,即与操纵市场有关的欺骗(SP)和被视为提供流动性的做市(MM)。这些实验表明,首先,仅仅是对 SP 交易者的预期一开始就会影响价格向基本面靠拢。其次,对 AT(特别是 MM 交易者)存在的预期会导致初始价格预测偏离基本面更大。第三,尽管我们的实验中不存在AT,但采用MM策略的AT存在的信息足以改变受试者随着时间推移的交易行为,以及过去已实现价格对受试者订单价格的影响。
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来源期刊
CiteScore
2.60
自引率
12.50%
发文量
113
审稿时长
83 days
期刊介绍: The Journal of Behavioral and Experimental Economics (formerly the Journal of Socio-Economics) welcomes submissions that deal with various economic topics but also involve issues that are related to other social sciences, especially psychology, or use experimental methods of inquiry. Thus, contributions in behavioral economics, experimental economics, economic psychology, and judgment and decision making are especially welcome. The journal is open to different research methodologies, as long as they are relevant to the topic and employed rigorously. Possible methodologies include, for example, experiments, surveys, empirical work, theoretical models, meta-analyses, case studies, and simulation-based analyses. Literature reviews that integrate findings from many studies are also welcome, but they should synthesize the literature in a useful manner and provide substantial contribution beyond what the reader could get by simply reading the abstracts of the cited papers. In empirical work, it is important that the results are not only statistically significant but also economically significant. A high contribution-to-length ratio is expected from published articles and therefore papers should not be unnecessarily long, and short articles are welcome. Articles should be written in a manner that is intelligible to our generalist readership. Book reviews are generally solicited but occasionally unsolicited reviews will also be published. Contact the Book Review Editor for related inquiries.
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