Center for Research and Teaching in Economics, CIDE, Aguascalientes, Mexico.
Sloan School of Management, (E-62) Room 539, Massachusetts Institute of Technology, 30 Memorial Dr, Cambridge, MA, 02138, USA.
Behav Res Methods. 2021 Dec;53(6):2591-2595. doi: 10.3758/s13428-021-01588-4. Epub 2021 May 7.
On March 16, 2020, the US Government introduced strict social distancing protocols for the United States in an effort to stem the spread of the COVID-19 pandemic. This had an immediate major effect on the job market, with millions of Americans forced to find alternative ways to make a living from home. As online labor markets like Amazon Mechanical Turk (MTurk) play a major role in social science research, concerns have been raised that the pandemic may be reducing the diversity of subjects participating in experiments. Here, we investigate this possibility empirically. Specifically, we look at 15,539 responses gathered in 23 studies run on MTurk between February and July 2020, examining the distribution of gender, age, ethnicity, political preference, and analytic cognitive style. We find notable changes on some of the measures following the imposition of nationwide social distancing: participants are more likely to be less reflective (as measured by the Cognitive Reflection Test), and somewhat less likely to be white, Democrats (traditionally over-represented on MTurk), and experienced with MTurk. Most of these differences are explained by an influx of new participants into the MTurk subject pool who are more diverse and representative - but also less attentive - than previous MTurkers.
2020 年 3 月 16 日,美国政府为美国引入了严格的社交距离协议,以努力阻止 COVID-19 大流行的传播。这对就业市场产生了直接的重大影响,数以百万计的美国人被迫在家中寻找其他谋生方式。由于亚马逊 Mechanical Turk(MTurk)等在线劳动力市场在社会科学研究中发挥着重要作用,人们担心大流行可能会降低参与实验的受试者的多样性。在这里,我们从实证角度研究了这种可能性。具体来说,我们研究了 2020 年 2 月至 7 月期间在 MTurk 上进行的 23 项研究中收集的 15539 个响应,检查了性别、年龄、种族、政治倾向和分析认知风格的分布。我们发现,在全国范围内实施社交距离措施后,一些措施发生了显著变化:参与者更有可能不太具有反思性(通过认知反射测试衡量),而且不太可能是白人、民主党人(传统上在 MTurk 上的代表),并且在 MTurk 上的经验也较少。这些差异大多可以通过涌入 MTurk 受试者库的新参与者来解释,这些新参与者的多样性和代表性更高 - 但也不太关注。