身边的经济学·社会常识英语精读30篇(6)
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Batch-0008-006: When Algorithmic Price Optimization Crosses into Tacit Collusion
批次0008-006:算法定价优化何时滑向默契合谋
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Firms increasingly deploy AI to adjust prices in real time based on demand, inventory, and competitor signals.企业越来越多地利用人工智能,根据需求、库存和竞争对手信号实时调整价格。
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Regulators now question whether such systems—without explicit coordination—can still produce collusive outcomes.监管机构如今质疑:此类系统即便没有明确协调,是否仍可能产生共谋结果。
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Empirical studies show pricing algorithms sometimes converge on similar markups even across rival platforms.实证研究表明,定价算法有时会在不同竞争平台上收敛至相似的加价率。
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This emergent coordination lacks intent but mimics the economic effects of traditional cartels.这种自发形成的协调虽无主观意图,却模拟了传统卡特尔的经济效应。
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Antitrust frameworks struggle to assign liability when no human agreement or communication exists.当不存在人类协议或沟通时,反垄断框架难以认定责任主体。
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Courts must distinguish between parallel conduct arising from rational self-interest and algorithmically reinforced interdependence.法院须区分源于理性自利的平行行为与算法强化的相互依赖行为。
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Transparency requirements for pricing logic are emerging in EU digital markets legislation.欧盟数字市场立法正逐步引入定价逻辑透明度要求。
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Yet enforcement remains hampered by proprietary black-box models and fragmented jurisdictional authority.然而,执法仍受制于专有黑箱模型及分散的管辖权。
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The challenge lies not in banning automation but in designing accountability into its feedback loops.挑战不在于禁止自动化,而在于将问责机制嵌入其反馈回路。
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Public policy must evolve faster than optimization speed to preserve competitive market discipline.公共政策的演进速度必须快于优化速度,以维护市场竞争纪律。
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Such cases reveal how technical efficiency can unintentionally erode price competition’s foundational role.此类案例揭示了技术效率如何无意中削弱价格竞争的基础性作用。
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Ultimately, market integrity depends less on human restraint than on institutional guardrails for machine behavior.最终,市场完整性更多取决于约束机器行为的制度护栏,而非人类自律。