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

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

RE: https://mastodon.acm.org/@neilernst/115607469843033537

😳 The #AI survey taker "rendered [attention quality] checks [ACQs] effectively obsolete. Across 6,000 total trials..., [it] committed only 10 errors, achieving an overall pass rate of 99.8% and scoring perfectly on 18 of the 20 ACQ types."

#surveyMethods #psychometrics #psychology #tech #psychology #philSci #SciComm #dataQuality