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Chapter 7: Chunking versus Choking: How to Increase Your Expertise and Reduce
                                                           Anxiety
               1 One important point is that much of the literature on experts involves individuals who have trained for
                  years to attain their level of expertise. But there are differing levels of experts and expertise. For
                  example, if you know the acronyms FBI and IBM, it’s easy to remember the sequence as a chunk of two
                  rather than a disparate grouping of six letters. But this easy chunking presumes that you are already an
                  expert, not only with the meaning of FBI and IBM, but with the Roman alphabet itself. Imagine how
                  much more difficult it would be to memorize a Tibetan sequence like this:
                     When we are learning math and science in the classroom, we are starting with some degree of
                  expertise, and what we are expected to learn through the course of a semester is nothing like the vast
                  jump in expertise experienced as a novice becomes a grand master at chess. When you are taking a class
                  in some subject, you’re not going to see a dramatic neural difference occurring in one semester, similar
                  to the dramatic difference between a novice and a grandmaster. But there is some indication that neural
                  differences in how you process the material can show up even in a period of a few weeks (Guida et al.
                  2012). More specifically, Guida and colleagues note that experts preferentially make use of the temporal
                  regions, which are crucial for long-term memory (2012, p. 239). In other words, when we steer students
                  away from building structures in long-term memory, we are making it more difficult for them to acquire
                  expertise. Of course, concentration on memorization alone without creative application is also a
                  problem. Again—any teaching method alone can be misused; variety (not to mention competence) is the
                  spice of life!
               2 We’ve talked about interleaving the study of different techniques while you are studying a topic. But what
                  about interleaving the study of completely different subjects? Unfortunately, there’s no research
                  literature available on that as yet (Roediger and Pyc 2012, p. 244), so what I’m suggesting about varying
                  what you are studying is simply common sense and common practice. This will be an interesting area to
                  watch for future research.
               3 Kalbfleisch 2004.
               4 Guida and colleagues (2012, pp. 236–237) note that chunks in working memory and therefore in long-
                  term memory (LTM) “get larger with practice and expertise . . . the chunks get also richer because more
                  LTM knowledge is associated with each one of them. Moreover, several LTM chunks can become linked
                  to knowledge. And eventually, if an individual becomes an expert, the presence of these links between
                  several chunks can result in the creation of high-level hierarchical chunks. . . . For example, in the game
                  of chess, templates can link to ‘. . . plans, moves, strategical and tactical concepts, as well as other
                  templates’. . . . We suggest that the functional reorganization of the brain can be detected in expertise
                  acquisition when LTM chunks and knowledge structures exist and are effective in the domain of
                  expertise.”
               5 Duke et al. 2009.
               6 For a good review of the circumstances when deliberate practice is most effective, see Pachman et al.
                  2013.
               7 Roediger and Karpicke 2006, p. 199.
               8 Wan et al. 2011. This study sought to define the neural circuits responsible for rapid (within two seconds)
                  intuitive generation of the best next move in spot games of shogi, an extraordinarily complex game of
                  strategy. The part of the brain associated with quick, implicit, unconscious habit (the precuneus-caudate
                  circuit) appeared central to the rapid generation of the best next move in professional players. See also
                  McClain 2011.
               9 Charness et al. 2005.
               10 Karpicke et al. 2009; McDaniel and Callender 2008.
               11 Fischer and Bidell 2006, pp. 363–370.
               12 Roediger and Karpicke 2006, citing William James’s Principles of Psychology.
               13 Beilock 2010, pp. 54–57.
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