Just DM Me (Politely): Direct Messaging, Politeness, and Hiring Outcomes in Online Labor Markets

Y. Hong, Jing Peng, Gordon Burtch, Ni Huang
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引用次数: 1

Abstract

This study examines the role of text-based direct messaging systems in online labor markets, which provide a communication channel between workers and employers, adding a personal touch to the exchange of online labor. We propose the effect of workers’ use of the direct messaging system on employers’ hiring decisions and conceptualize the information role of direct messaging. To empirically evaluate the information role of the direct messaging system, we leverage data on the direct messaging activities between workers and employers across more than 470,000 job applications on a leading online labor market. We report evidence that direct messaging with a prospective employer increases a worker’s probability of being hired by 8.9%. However, the degree to which workers benefit from direct messaging is heterogeneous, and the effect amplifies for workers approaching employers from a position of disadvantage (lacking tenure or fit with the job) and attenuates as more workers attempt to message the same prospective employer. The effects also depend on message content. In particular, we find that the benefits of direct messaging for workers depend a great deal on the politeness of the workers, and this “politeness effect” depends on several contextual factors. The beneficial effects are amplified for lower-status workers (i.e., workers lacking tenure and job fit) and workers who share a common language with the employer. At the same time, the beneficial effects weaken in the presence of typographical errors. These findings provide important insights into when and what to message to achieve favorable hiring outcomes in online employment settings.
(礼貌地)给我发短信:在线劳动力市场中的直接信息、礼貌和招聘结果
本研究考察了基于文本的直接信息系统在在线劳动力市场中的作用,它为工人和雇主之间提供了一个沟通渠道,为在线劳动力交换增添了个人色彩。我们提出了工人使用直接通讯系统对雇主雇用决策的影响,并概念化了直接通讯的信息作用。为了从经验上评估直邮系统的信息作用,我们利用了一个领先的在线劳动力市场上超过47万份工作申请中工人和雇主之间的直邮活动数据。我们报告的证据表明,与潜在雇主直接发短信可以使员工被雇用的可能性提高8.9%。然而,工人从直接信息中受益的程度是不同的,当工人从不利的位置(缺乏任期或不适合工作)接近雇主时,效果会放大,当更多的工人试图向同一个未来的雇主发送信息时,效果会减弱。效果还取决于消息内容。特别是,我们发现直接信息对员工的好处在很大程度上取决于员工的礼貌,而这种“礼貌效应”取决于几个语境因素。对于地位较低的工人(即缺乏任期和工作适合度的工人)以及与雇主使用共同语言的工人来说,这种有利影响被放大了。同时,由于印刷错误的存在,这种有益的效果就减弱了。这些发现为我们提供了重要的见解,让我们了解在网络招聘环境中,什么时候、用什么信息来获得有利的招聘结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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