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Nick Byrd, Ph.D.
Nick Byrd, Ph.D.
@ByrdNick@nerdculture.de  ·  activity timestamp last week

I forgot to share the #mTurk data quality result that got scooped:

“In late 2020…. Participants from the United States were recruited from Amazon Mechanical Turk, - #CloudResearch, #Prolific, and a #university. One participant source yielded up to 18 times as many low-quality respondents as the other three.”

https://doi.org/10.1093/analys/anaf015

#psychology #philosophy #surveyMethods #quantMethods #dataScience #qualityControl

Figure 1b. Number of observations per sample,
before and after filtering for data quality (N = 460).
Figure 1b. Number of observations per sample, before and after filtering for data quality (N = 460).
Figure 1b. Number of observations per sample, before and after filtering for data quality (N = 460).

Reflection-philosophy order effects and correlations across samples

Nick Byrd, Ph.D.
Nick Byrd, Ph.D.
@ByrdNick@nerdculture.de replied  ·  activity timestamp last week

We've found recruiting people for online #research via #onlineAdvertising yielded good results on overt and covert #dataQuality measures (perhaps because participation incentives aren't financial):

Attention checks passed ≅ 2.6 out of 3

ReCAPTCHA (v3) ≅ 0.94 out of 1.0

Sample size > 5000 (from six continents)

https://doi.org/10.1017/S0034412525000198

#surveyMethods #cogSci #psychology #xPhi #QualityControl #econ #marketing

Analytic atheism and analytic apostasy across cultures

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Nick Byrd, Ph.D.
Nick Byrd, Ph.D.
@ByrdNick@nerdculture.de  ·  activity timestamp 3 years ago

Repli-scooping some of what I find in a soon-to-be finished paper about correlations and effects between reflective reasoning and philosophical thought experiments across multiple participant samples, the Brauer lab finds
- mTurk workers offered lower quality and lower value data than Prolific workers, students, and even CloudResearch's approved mTurk workers
- Qualtrics panels had the least value but moderate quality
- Students seemed to offer the highest value

#noxP https://doi.org/10.1371/journal.pone.0279720

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Data quality in online human-subjects research: Comparisons between MTurk, Prolific, CloudResearch, Qualtrics, and SONA

Nick Byrd, Ph.D.
Nick Byrd, Ph.D.
@ByrdNick@nerdculture.de replied  ·  activity timestamp last week

I forgot to share the #mTurk data quality result that got scooped:

“In late 2020…. Participants from the United States were recruited from Amazon Mechanical Turk, - #CloudResearch, #Prolific, and a #university. One participant source yielded up to 18 times as many low-quality respondents as the other three.”

https://doi.org/10.1093/analys/anaf015

#psychology #philosophy #surveyMethods #quantMethods #dataScience #qualityControl

Figure 1b. Number of observations per sample,
before and after filtering for data quality (N = 460).
Figure 1b. Number of observations per sample, before and after filtering for data quality (N = 460).
Figure 1b. Number of observations per sample, before and after filtering for data quality (N = 460).

Reflection-philosophy order effects and correlations across samples

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Hacker News
Hacker News
@h4ckernews@mastodon.social  ·  activity timestamp 2 months ago

Statistical Process Control in Python

https://timothyfraser.com/sigma/statistical-process-control-in-python.html

#HackerNews #StatisticalProcessControl #Python #DataScience #QualityControl #Analytics

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