Two preregistered crowdsourced visualization experiments found no significant effect of performance-based monetary incentives on task performance, despite participants spending more time on incentivized tasks.
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Multiverse analysis of three published CSS studies reveals substantial variation in findings across methodological decision combinations and identifies cases of computational failure not reported in originals.
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Should We Dangle a Carrot? The Effect of Performance-based Incentives in Visualization Experiments
Two preregistered crowdsourced visualization experiments found no significant effect of performance-based monetary incentives on task performance, despite participants spending more time on incentivized tasks.
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Making Uncertainty Visible: Multiverse Analysis for Robust Computational Social Science
Multiverse analysis of three published CSS studies reveals substantial variation in findings across methodological decision combinations and identifies cases of computational failure not reported in originals.