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Launched in 2005, Amazon Mechanical Turk (AMT) supplies crowdworkers with ad hoc Human Intelligence Tasks (HITs), frequently leveraged by machine learning researchers in the context of 'affordable' study groups for tasks such as image recognition, Natural Language Processing (NLP) evaluation, and other systematic, programmatic tasks designed to help formulate or test algorithms (though the service is also extensively used to generate spam). Invisible Labor on MTurk Monitoring Turks Delays and Drags The system also recognizes 'delaying' events and 'false starts', such as when a worker returns a previously-accepted task to the HIT pool because it turned out to be different from their expectations; the time taken to 'preview' HITs, or to read information about the HITs; to send messages to the HIT originator in order to better understand the demands of the task; and reading general platform help from the Mechanical Turk help pages. Besides the report's findings that invisible labor lowers the previously estimated median wage ($3.76) of an AMT worker by 39.5% when factored into a working session, it also notes that workers' perception of how much time they have spent on unpaid work during a session is notably lower than the monitoring sessions reveal. Other authors and organizations estimate that the average AMT worker actually earns less even than is estimated in the new report – as little as $1 an hour. The Pew report also indicated that typical AMT workers may be the exact opposite of the 'average person' that most academic studies are seeking to leverage, with implications for the extent to which their unusual responses could potentially bias or degrade the quality of machine learning projects that rely on turkers.

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