Joan Garfield, Andrew Ahlgren, Difficulties in Learning Basic Concepts in Probability and Statistics: Implications for Research, Journal for Research in Mathematics Education, Vol. 19, No. 1 (Jan., 1988), pp. 44-63
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Garfield et al. (1988) studied this question.
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