R. Vollmeyer et al., THE IMPACT OF GOAL SPECIFICITY ON STRATEGY USE AND THE ACQUISITION OFPROBLEM STRUCTURE, Cognitive science, 20(1), 1996, pp. 75-100
Theories of skill acquisition have made radically different prediction
s about the role of general problem-solving methods in acquiring rules
that promote effective transfer to new problems. Under one view, meth
ods that focus on reaching specific goals, such as means-ends analysis
, ore assumed to provide the basis for efficient knowledge compilation
(Anderson, 1987), whereas under an alternative view such methods are
believed to disrupt rule induction (Sweller. 1988). We suggest that th
e role of general methods in learning varies with both the specificity
of the problem solver's goal and the systematicity of the strategies
used for testing hypotheses about rules. In the absence of a specific
goal people are more likely to use a rule-induction learning strategy,
whereas provision of a specific goal fosters use of difference reduct
ion, which tends to be a non rule-induction strategy. We performed two
experiments to investigate the impact of goal specificity and systema
ticity of rule-induction strategies in learning and transfer within a
complex dynamic system. The results of Experiment 1 indicated that dur
ing free exploration of a problem space, greater learning occurred if
participants adopted more systematic strategies for rule induction, an
d that participants come to favor such strategies. Experiment 2 reveal
ed that participants who were provided with a specific goal performed
well on the initial problem but were impaired on a transfer test using
a similar problem with a different goal. instruction on a systematic
rule-induction strategy facilitated solution for both the initial and
transfer problems, but participants' use of this strategy declined if
they had a specific goal. Our results support Sweller's (1988) proposa
l that general problem-solving methods applied to a specific goal fost
er acquisition of knowledge about an isolated solution path but do not
provide on effective way of learning the overall structure of a probl
em space. We interpret these results in terms of dual-space theories o
f search through problem space.