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122                         Creativity















                        Figure 4.7.  The Nine-Dot Problem and its solution.


            problem allowed us to predict with precision the rank order of the difficulty of
            such problems, the effects of repeated exposures and even the distribution of
            visual attention over different components of the problem, as well as changes in
            that distribution over time. These findings strongly support the theory, because
            there is no other obvious explanation for these differences in difficulty.
               The second principle also addresses the gap between subjective and objec-
            tive difficulty. Why do college students stare for minutes on end at a problem
            that only requires a short sequence of actions that they are entirely capable of
            carrying out? Trina Kershaw and I explored this question in the context of the
            Nine-Dot Problem: The goal is to draw four straight lines that go through all
            nine dots, without backtracking or lifting the pen from the paper.  Figure 4.7
                                                                  53
            shows the problem and its solution. Kershaw proposed the Principle of Multiple
            Difficulties, which says that the subjective difficulty of an objectively simply
            puzzle is caused by the combined action of multiple cognitive constraints, each
            representing a small representational change that is required before the most
            productive option comes to mind.
               Specifically, we hypothesized that the Nine-Dot Problem, though simple,
            contains three distinct sources of difficulty: that lines should be drawn outside
            the square; that lines should turn in a place where there is no dot; and that the
            solution requires diagonal lines. In each case, we could identify prior experi-
            ences that would bias thinking away from the useful option. If this is the right
            analysis, then providing help on one of these aspects of the problem should
            help a little, but only a little. To boost the solution rate in a group of subjects to
            the vicinity of 100%, it is necessary to provide help on all three aspects. These
            predictions were supported in a series of experiments.
               Although the consistency between theory and these experiments is pos-
            itive, the experiments constitute only a weak test of the theory. The expec-
            tations  that  shaped  these  experiments  are  consistent  with  common  sense.
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