Publication | Closed Access
How serious is the ‘carelessness’ problem on Mechanical Turk?
89
Citations
25
References
2019
Year
Survey (Human Research)Behavioral SciencesEngineeringValidity ChecksSurvey DataBiasMechanical TurkSampling TechniqueEducationWeb Survey MethodEducational TestingHuman-computer InteractionCognitive Bias MitigationEducational AssessmentCrowdsourcingHuman ErrorSurvey Methodology
This study compared the quality of survey data collected from Mechanical Turk (MTurk) workers and college students. Three groups of participants completed the same survey. MTurk respondents completed the survey as paid workers using the Mechanical Turk crowdsourcing platform. Student Online respondents also completed the survey online after having been recruited in class. Finally, Student Paper-and-Pencil respondents completed the survey on paper in a classroom setting. Validity checks embedded in the survey were designed to gauge participants’ haste and carelessness in survey completion. MTurk respondents were significantly more likely to fail validity checks by contradicting their own answers or simply completing the survey too quickly. Student groups showed fewer careless mistakes and longer completion times. The MTurk sample tended to be older, more educated, and more ethnically diverse than student samples. Results suggest that researchers should pay special attention to the use of validity checks when recruiting MTurk samples.
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