Roland B. Guay, Ernest D. McDaniel, The Relationship between Mathematics Achievement and Spatial Abilities among Elementary School Children, Journal for Research in Mathematics Education, Vol. 8, No. 3 (May, 1977), pp. 211-215
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Guay et al. (1977) studied this question.