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A new twist on the gig economy: conducting surveys on Amazon Mechanical Turk

机译:零工经济的新转折:对Amazon Mechanical Turk进行调查

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摘要

There is growing interest in using online outsourcing platforms that are part of the "gig economy" to conduct surveys for academic research. This interest has been driven in part by the belief that compared to traditional survey data collection methods, internet-based marketplaces such as Amazon Mechanical Turk (MTurk) enable one to collect survey data cheaper and faster from a larger, more diverse participant pool. However, many have questioned whether models based on survey data from these online marketplaces are similar to models based on survey data from more traditional platforms. To investigate this research question, we used MTurk and Qualtrics (a traditional market research firm) to survey air travelers. Our results showed that MTurk and Qualtrics respondents had distinct socio-demographic characteristics, but we found no statistical evidence for different air trip characteristics. In our data, proportionately more MTurk respondents were in the younger, single, male, and lower-income categories than for Qualtrics respondents. We found that airline itinerary choice models estimated from the MTurk and Qualtrics survey data were similar, with the key difference related to price sensitivities. Although our results provide evidence that MTurk can be used for travel demand modeling applications, we offer words of caution for others planning to conduct surveys in online marketplaces, particularly for those seeking to recruit more than 1000 participants or for those targeting specific geographic areas.
机译:使用在线外包平台的兴趣日益浓厚,该平台是“即兴经济”的一部分,可以进行学术研究调查。这种兴趣的部分原因是,与传统的调查数据收集方法相比,诸如Amazon Mechanical Turk(MTurk)之类的基于Internet的市场使人们能够从更大,更多样化的参与者池中更便宜,更快地收集调查数据。但是,许多人质疑基于这些在线市场的调查数据的模型是否类似于基于更传统平台的调查数据的模型。为了调查这个研究问题,我们使用了MTurk和Qualtrics(一家传统的市场研究公司)来调查航空旅客。我们的结果表明,MTurk和Qualtrics的受访者具有独特的社会人口统计学特征,但我们没有发现不同航空旅行特征的统计证据。在我们的数据中,与Qualtrics受访者相比,年轻,单身,男性和低收入类别的MTurk受访者比例更高。我们发现,根据MTurk和Qualtrics调查数据估算出的航空公司的行程选择模型是相似的,主要区别在于价格敏感性。尽管我们的结果提供了MTurk可以用于旅行需求建模应用程序的证据,但对于打算在在线市场进行调查的其他人,尤其是那些希望招募1000名以上参与者或针对特定地理区域的人,我们提供了警告。

著录项

  • 来源
    《Transportation》 |2020年第1期|23-42|共20页
  • 作者单位

    Georgia Inst Technol Sch Civil & Environm Engn 790 Atlantic Dr Atlanta GA 30332 USA;

    Georgia Inst Technol Sch Computat Sci & Engn 266 Ferst Dr Atlanta GA 30332 USA|Amazon Com Inc 501 Fairview Ave N Seattle WA 98109 USA;

    Bowling State Univ Dept Construct Management Bowling Green OH 43403 USA;

    Eindhoven Univ Technol TUe Eindhoven Netherlands;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Airline itinerary choice; Survey design; Gig economy; Amazon Mechanical Turk;

    机译:航空公司的行程选择;调查设计;零工经济亚马逊机械特克;

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