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评估申请费用管理在线匹配市场拥堵的有效性

Evaluating the Efficacy of Application Costs for Managing Congestion in Online Matching Markets
Management Science · 2026 · Ni Huang、Gordon Burtch、Pei-yu Chen、Ao Huang

中文摘要

匹配平台致力于促进市场出清,但供需失衡会导致拥堵。在在线劳动力市场中,当工人可以不受限制地申请工作时,他们可能申请过量的职位以最大化获得工作的可能性,从而使雇主不堪重负,并使筛选工作变得困难甚至完全无法管理。既有研究在理论上论证了向工人收取申请费用可以缓解这一问题。然而,在雇主承担显著筛选成本的匹配平台上,此类方案的有效性尚未得到实证评估。本文填补这一空白,考察了一个向工人收取申请费用的知名在线劳动力市场。我们提供的证据表明,申请费用通过至少两个渠道成功改善了匹配结果。第一,申请费用减少了投标数量,进而降低了雇主的筛选成本。第二,申请费用促使工人在申请时变得更有选择性,专注于自己最适合的雇主和职位,并投入更多努力来突出自身差异,包括通过私信主动联系雇主。这些工人层面的次级反应增强了申请费用的一阶收益(即约束申请数量)。最后,工人选择性的提高伴随着工人的风险规避,他们更倾向于申请需要熟悉技能的工作,而较少申请由处于不同时区或使用不同语言的雇主发布的工作。我们讨论了研究发现对工人长期职业轨迹以及整体市场可持续性的启示。本文由D. J. Wu(信息系统)接受发表。补充材料:在线附录与数据文件可在 https://doi.org/10.1287/mnsc.2021.03495 获取。

Abstract

Matching platforms seek to facilitate market clearing, but congestion arises with imbalances in supply and demand. In online labor markets, when workers can apply to jobs without restriction, they may apply to an excessive volume of positions to maximize their likelihood of securing work, overwhelming employers and making screening difficult if not altogether unmanageable. Prior research has theoretically argued that imposing application costs on workers can mitigate this issue. However, the efficacy of such a solution has yet to be evaluated empirically in matching platforms where employers incur significant screening costs. We address that gap here, considering a prominent online labor market that imposed application costs on workers. We report evidence that application costs successfully improved matching outcomes via at least two channels. First, the application costs reduced bid volumes, lowering employer screening costs in turn. Second, the application costs led workers to become more selective in their applications, focusing on the employers and jobs that they were best suited for and putting greater effort into differentiating themselves, including actively reaching out to employers via direct messages. These worker-side, secondary responses enhance the first-order benefit of the application costs (i.e., constraining application volumes). Finally, the workers’ increased selectivity comes paired with risk aversion among workers, who become more likely to apply for jobs requiring familiar skills and less likely to apply for jobs posted by employers in different time zones or speaking a different language. We discuss the implications of our findings for workers’ longer-term career trajectories and market sustainability generally. This paper was accepted by D. J. Wu, information systems. Supplemental Material: The online appendix and data files are available at https://doi.org/10.1287/mnsc.2021.03495 .
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