Article Version of Record

Master Turkers: An assessment of data quality

Author(s) / Creator(s)

Trenge, Christopher
Griffith, James D.

Abstract / Description

Amazon’s Mechanical Turk has greatly increased in popularity in recent years considering recent world events as well as due to the increased acceptance of technology in the field of research. Because of this, it is essential that the research methods associated with conducting research online be evaluated. The present study evaluated if Amazon’s upper echelon of workers, Master Turkers, provide a higher quality of data relative to workers without that designation. This was evaluated using two scales that are validated and have been extensively used in research. The results showed that Master Turkers were found to have worse performance on scales (lower reliability) compared to non-Master Turkers. This data highlights an issue that potential researchers should be aware of when using the Mechanical Turk, as well as problem that should be addressed by Amazon.

Keyword(s)

Mechanical Turk AMT Master Turker data quality

Persistent Identifier

Date of first publication

2024-07-03

Journal title

Measurement Instruments for the Social Sciences

Volume

6

Article number

Article e13619

Publisher

PsychOpen GOLD

Publication status

publishedVersion

Review status

peerReviewed

Is version of

Citation

Trenge, C. & Griffith, J. D. (2024). Master Turkers: An assessment of data quality. Measurement Instruments for the Social Sciences, 6, Article e13619. https://doi.org/10.5964/miss.13619
  • Author(s) / Creator(s)
    Trenge, Christopher
  • Author(s) / Creator(s)
    Griffith, James D.
  • PsychArchives acquisition timestamp
    2024-08-21T10:17:15Z
  • Made available on
    2024-08-21T10:17:15Z
  • Date of first publication
    2024-07-03
  • Abstract / Description
    Amazon’s Mechanical Turk has greatly increased in popularity in recent years considering recent world events as well as due to the increased acceptance of technology in the field of research. Because of this, it is essential that the research methods associated with conducting research online be evaluated. The present study evaluated if Amazon’s upper echelon of workers, Master Turkers, provide a higher quality of data relative to workers without that designation. This was evaluated using two scales that are validated and have been extensively used in research. The results showed that Master Turkers were found to have worse performance on scales (lower reliability) compared to non-Master Turkers. This data highlights an issue that potential researchers should be aware of when using the Mechanical Turk, as well as problem that should be addressed by Amazon.
    en_US
  • Publication status
    publishedVersion
  • Review status
    peerReviewed
  • Citation
    Trenge, C. & Griffith, J. D. (2024). Master Turkers: An assessment of data quality. Measurement Instruments for the Social Sciences, 6, Article e13619. https://doi.org/10.5964/miss.13619
    en_US
  • ISSN
    2523-8930
  • Persistent Identifier
    https://hdl.handle.net/20.500.12034/10793
  • Persistent Identifier
    https://doi.org/10.23668/psycharchives.15364
  • Language of content
    eng
  • Publisher
    PsychOpen GOLD
  • Is version of
    https://doi.org/10.5964/miss.13619
  • Is related to
    https://doi.org/10.23668/psycharchives.15023
  • Is related to
    https://doi.org/10.23668/psycharchives.15022
  • Keyword(s)
    Mechanical Turk
    en_US
  • Keyword(s)
    AMT
    en_US
  • Keyword(s)
    Master Turker
    en_US
  • Keyword(s)
    data quality
    en_US
  • Dewey Decimal Classification number(s)
    150
  • Title
    Master Turkers: An assessment of data quality
    en_US
  • DRO type
    article
  • Article number
    Article e13619
  • Journal title
    Measurement Instruments for the Social Sciences
  • Volume
    6
  • Visible tag(s)
    Version of Record
    en_US