Flexible Yet Fair: Blinding Analyses in Experimental Psychology Gilles Dutilh1, Alexandra Sarafoglou2, and Eric–Jan Wagenmakers2 1 University of Basel Hospital 2 University of Amsterdam Correspondence concerning this article should be addressed to: Eric-Jan Wagenmakers University of Amsterdam Department of Psychology, Psychological Methods Group Nieuwe Achtergracht 129B 1018XE Amsterdam, The Netherlands E–mail may be sent to
[email protected]. Abstract The replicability of findings in experimental psychology can be im- proved by distinguishing sharply between hypothesis-generating research and hypothesis-testing research. This distinction can be achieved by preregistra- tion, a method that has recently attracted widespread attention. Although preregistration is fair in the sense that it inoculates researchers against hind- sight bias and confirmation bias, preregistration does not allow researchers to analyze the data flexibly without the analysis being demoted to exploratory. To alleviate this concern we discuss how researchers may conduct blinded analyses (MacCoun & Perlmutter, 2015). As with preregistration, blinded analyses break the feedback loop between the analysis plan and analysis out- come, thereby preventing cherry-picking and significance seeking. However, blinded analyses retain the flexibility to account for unexpected peculiarities in the data. We discuss different methods of blinding, offer recommenda- tions for blinding of popular experimental designs, and introduce the design for an online blinding protocol. This research was supported by a talent grant from the Netherlands Organisation for Scientific Research (NWO) to AS (406-17-568). BLINDING IN EXPERIMENTAL PSYCHOLOGY 2 When extensive series of observations have to be made, as in astronomical, meteorological, or magnetical observatories, trigonometrical surveys, and extensive chemical or physical researches, it is an advantage that the numerical work should be executed by assistants who are not interested in, and are perhaps unaware of, the expected results.