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Is it ethical to use Mechanical Turk for behavioral research? Relevant data from a representative survey of MTurk participants and wages

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Abstract

To understand human behavior, social scientists need people and data. In the last decade, Amazon’s Mechanical Turk (MTurk) emerged as a flexible, affordable, and reliable source of human participants and was widely adopted by academics. Yet despite MTurk’s utility, some have questioned whether researchers should continue using the platform on ethical grounds. The brunt of their concern is that people on MTurk are financially insecure, subject to abuse, and earn inhumane wages. We investigated these issues with two representative probability surveys of the U.S. MTurk population (N = 4094). The surveys revealed: (1) the financial situation of people on MTurk mirrors the general population, (2) most participants do not find MTurk stressful or requesters abusive, and (3) MTurk offers flexibility and benefits that most people value above other options for work. People reported it is possible to earn more than $10 per hour and said they would not trade the flexibility of MTurk for less than $25 per hour. Altogether, our data are important for assessing whether MTurk is an ethical place for research.

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Notes

  1. Our data file contains responses from a total of 2277 people. Due to an error when generating the sampling frame, wave 1 of data collection allowed 251 people outside of the U.S. to participate. We excluded responses from these people because we were interested in studying how U.S. MTurk workers feel about the platform.

  2. For the first 562 participants, the sliding answer scale only allowed people to choose a whole number for their answer (e.g., 10%). After repeated messages from participants, however, we changed the scale to accommodate fractional values between whole numbers (e.g., 10.4%). This change was driven by participants who told us that the most accurate answer for the number of HITs they have rejected was a value between 0% and 1%.

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Open Practices Statement

Study 1 was preregistered (see here: https://osf.io/cwde4) but Study 2 was not. All data, materials, and analysis code are available on the Open Science Framework: https://osf.io/apved/?view_only=37f51a62db6144a2950646975887bac9

Funding

The funder, Prime Research Solutions, provided support in the form of salaries for authors [A.M, C.R., J.R., S.J. and L.L.]. All decisions about study design, data collection and analysis, decision to publish, and preparation of the manuscript were made by the research team. The specific role of each author is articulated in the ‘author contributions’ section.

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Correspondence to Leib Litman.

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Competing interests

The authors of this manuscript have the following potential competing interests: all authors are employed at CloudResearch (formerly TurkPrime). CloudResearch provides online research tools and services, including tools that allow researchers to run studies on Mechanical Turk.

CloudResearch’s MTurk ToolKit was used to source Mechanical Turk participants, and the CloudResearch database was used to query some of the data.

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Moss, A.J., Rosenzweig, C., Robinson, J. et al. Is it ethical to use Mechanical Turk for behavioral research? Relevant data from a representative survey of MTurk participants and wages. Behav Res 55, 4048–4067 (2023). https://doi.org/10.3758/s13428-022-02005-0

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  • DOI: https://doi.org/10.3758/s13428-022-02005-0

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