速度陷阱:替代市场平衡和结构下的算法交易员绩效

IF 1.7 3区 经济学 Q2 ECONOMICS
Yan Peng, Jason Shachat, Lijia Wei, S. Sarah Zhang
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引用次数: 0

摘要

通过使用人类交易者和代理交易者进行双重拍卖市场实验,我们证明,在各种市场结构和配置中,优先考虑低延迟的代理交易者往往会产生收益减少的情况,有时甚至是相反的情况。关于低延迟的好处,我们只发现在人类和快速零智能加(ZIP)买方和卖方数量相同的平衡市场中,快速零智能加(ZIP)买方的表现优于人类买方。然而,在市场一方代理人占多数、市场结构非竞争性(如垄断和双头垄断)的市场中,快速 ZIP 代理人会陷入速度陷阱。在这种速度陷阱中,快速 ZIP 代理商获取的盈余极少,在某些情况下还会遭遇近乎一级的价格歧视。相比之下,慢速 ZIP 代理的交易表现与人类代理相当,在某些市场条件下甚至更好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Speed traps: algorithmic trader performance under alternative market balances and structures

Speed traps: algorithmic trader performance under alternative market balances and structures

Using double auction market experiments with both human and agent traders, we demonstrate that agent traders prioritising low latency often generate, sometimes perversely so, diminished earnings in a variety of market structures and configurations. With respect to the benefit of low latency, we only find superior performance of fast-Zero Intelligence Plus (ZIP) buyers to human buyers in balanced markets with the same number of human and fast-ZIP buyers and sellers. However, in markets with a preponderance of agents on one side of the market and a noncompetitive market structure, such as monopolies and duopolies, fast-ZIP agents fall into a speed trap. In such speed traps, fast-ZIP agents capture minimal surplus and, in some cases, experience near first-degree price discrimination. In contrast, the trader performance of slow-ZIP agents is comparable to that of human counterparts, or even better in certain market conditions.

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来源期刊
CiteScore
4.10
自引率
8.70%
发文量
40
期刊介绍: Experimental methods are uniquely suited to the study of many phenomena that have been difficult to observe directly in naturally occurring economic contexts. For example, the ability to induce preferences and control information structures makes it possible to isolate the effects of alternate economic structures, policies, and market institutions.Experimental Economics is an international journal that serves the growing group of economists around the world who use experimental methods. The journal invites high-quality papers in any area of experimental research in economics and related fields (i.e. accounting, finance, political science, and the psychology of decision making). State-of-the-art theoretical work and econometric work that is motivated by experimental data is also encouraged. The journal will also consider articles with a primary focus on methodology or replication of controversial findings. We welcome experiments conducted in either the laboratory or in the field. The relevant data can be decisions or non-choice data such as physiological measurements. However, we only consider studies that do not employ deception of participants and in which participants are incentivized.  Experimental Economics is structured to promote experimental economics by bringing together innovative research that meets professional standards of experimental method, but without editorial bias towards specific orientations. All papers will be reviewed through the standard, anonymous-referee procedure and all accepted manuscripts will be subject to the approval of two editors. Authors must submit the instructions that participants in their study received at the time of submission of their manuscript. Authors are expected to submit separate data appendices which will be attached to the journal''s web page upon publication. Officially cited as: Exp Econ
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