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Bar chart

How many bogus survey respondents quality checks catch

Attention checks and speeding flags tested against known bogus cases in online polls

Bar chart of bogus survey respondents caught by quality checks: 16% by an attention check, 13% by a speeding flag and 24% by either one.
The standard checks miss about three in four respondents who are gaming the study Source: Pew Research Center, Assessing the Risks to Online Polls From Bogus Respondents, 2020

A bar chart from Pew Research Center's 2020 study of bogus respondents in online polls, which measured how many known bogus cases two common checks catch. An attention check flagged 16%, a speeding flag 13%, and the two together 24%, leaving about three quarters undetected. Use it before adding more checks to a screener as the fix for bad participants. In a Koji interview, the AI follows up on vague answers, the step where invented experiences tend to show.

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What's in this bar chart

Bogus cases caught
Either check24%
Attention check16%
Speeding flag13%

About 76% of bogus cases passed both checks. Over 60,000 interviews across six online sources.

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<a href="https://www.koji.so/visuals/attention-check-speeder-flag-bogus-respondents-caught"><img src="https://www.koji.so/visuals/attention-check-speeder-flag-bogus-respondents-caught/attention-check-speeder-flag-bogus-respondents-caught.png" alt="Bar chart of bogus survey respondents caught by quality checks: 16% by an attention check, 13% by a speeding flag and 24% by either one." width="1200" height="630" /></a>
<p>Source: <a href="https://www.koji.so/visuals/attention-check-speeder-flag-bogus-respondents-caught">How many bogus survey respondents quality checks catch</a>, Koji</p>