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Randomization was emphasized in the theory of statistical inference of [[Charles Sanders Peirce|Charles S. Peirce]] in "[[Charles Sanders Peirce bibliography#illus|Illustrations of the Logic of Science]]" (1877–1878) and "[[Charles Sanders Peirce bibliography#SIL|A Theory of Probable Inference]]" (1883). Peirce applied randomization in the Peirce-[[Joseph Jastrow|Jastrow]] experiment on weight perception.
Charles S. Peirce randomly assigned volunteers to a [[blind experiment|blinded]], [[repeated measures design|repeated-measures design]] to evaluate their ability to discriminate weights.<ref name="smalldiff">{{cite journal| author=[[Charles Sanders Peirce]] and [[Joseph Jastrow]]|year=1885|title=On Small Differences in Sensation|url=http://psychclassics.yorku.ca/Peirce/small-diffs.htm| journal=Memoirs of the National Academy of Sciences|volume=3|pages=73–83}}</ref><ref name="telepathy">{{cite journal|author=Ian Hacking| title=Telepathy: Origins of Randomization in Experimental Design|journal=[[Isis (journal)|Isis]] |volume=79|issue=3|date=September 1988 |pages=427–451|doi=10.1086/354775| author-link=Ian Hacking}}</ref><ref name="stigler">{{cite journal|doi=10.1086/444032|author=Stephen M. Stigler|title=A Historical View of Statistical Concepts in Psychology and Educational Research| journal=American Journal of Education| volume=101|issue=1|date=November 1992|pages=60–70|author-link=Stephen M. Stigler}}</ref><ref name="dehue">{{cite journal|doi=10.1086/383850|author=Trudy Dehue|title=Deception, Efficiency, and Random Groups: Psychology and the Gradual Origination of the Random Group Design|journal=[[Isis (journal)|Isis]]|volume=88|issue=4|date=December 1997|pages=653–673|pmid=9519574|url=https://www.rug.nl/research/portal/files/71855616/237831.pdf}}</ref>
Peirce's experiment inspired other researchers in psychology and education, which developed a research tradition of [[randomized experiment]]s in laboratories and specialized textbooks in the eighteen-hundreds.<ref name="smalldiff"/><ref name="telepathy"/><ref name="stigler"/><ref name="dehue"/>
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