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A Data-Driven Analysis of Workers’ Earnings on Amazon Mechanical Turk

Talkat CHI 2018 · 2018-04-21..04-26· [data-engineering]
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Collected via the Chrome Workers plugin from 2,676 workers and 3.8 million HIT records, the study uses temporal clustering (D0/D1) to correct overlap and idle gaps and finds a median hourly wage around $2/h (naive 1.77, clustering up to 2.11), only 4% earn above $7.25, and per-requester median pay is $4.57/h. Unpaid work is large: returned tasks 31.8% of work time, rejected tasks 7.7%, and thousands of hours lost to gaps between tasks.

AI-written summary · about

  1. 0:00Introduction to study
  2. 1:32Data collection method
  3. 3:02Calculating hourly wages
  4. 5:29Temporal clustering method
  5. 7:16Hourly wage distribution results
  6. 8:46Factors behind low wages
  7. 9:07Impact of unpaid work
  8. 10:55Returned and rejected tasks
  9. 12:01Time between tasks
  10. 13:11Requesters' role in wages
  11. 14:58Key takeaways summary
  12. 15:24Discussion and future work
  13. 17:36Q&A session begins
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