Ja. Lefevre et al., THE DEVELOPMENT OF PROCEDURAL AND CONCEPTUAL KNOWLEDGE IN COMPUTATIONAL ESTIMATION, Cognition and instruction, 11(2), 1993, pp. 95-132
Children in Grades 4, 6, and 8 and adults estimated answers to multipl
ication problems. The problems varied in the number of digits: 1 x 2 (
e.g., 8 x 18), 1 x 3 (e.g., 5 x 144), 2 x 2 (e.g., 22 x 91), and 2 x 3
(e.g., 45 x 164). Few children in Grade 4 could estimate. Most sixth
and eighth graders provided reasonable estimates, however, even on dif
ficult (e.g., 2 x 3) problems. Estimation performance improved with ag
e, with adults producing more accurate estimates than children, but th
e most striking developmental changes were in the conceptual knowledge
used to perform this estimation task. From Grade 6, students seemed t
o understand the role of the simplification principle in estimation. C
hildren reduced complex problems through rounding and prior compensati
on to produce reasonable estimates. Only adults seemed to have a good
grasp of the principle of proximity, however, understanding that it is
important for the estimate to be reasonably close to the actual answe
r. Adults produced exact-answer solutions on simple problems and adjus
ted their preliminary estimates closer to the actual answer (postcompe
nsation). We propose a process model of estimation based on Siegler's
model of strategy choice in simple arithmetic.