The Role of Information Reduction in Skill Acquisition

Theories of skill acquisition assume that the effects of practice on task performance are due to either qualitative changes in the task structure, an increased efficiency of performing individual task components, an increased efficiency of performing sequences of task components, or some combination of these mechanisms. We propose an extension to the existing theories by arguing that for many tasks, practice affects which information is processed. More specifically, we argue that people learn, over the course of practice, to separate task-relevant from task-redundant information, and to limit their processing to relevant aspects of the task. In three experiments, subjects verified alphabetic strings, such as M [4] R S T. Strings were correct if they followed the alphabet when the number of letters, given by the digit in parentheses, was skipped. Strings were constructed such that errors occurred only within the initial "letter-digit-letter" triplet. Analyses of subjects' RTs for strings of varying lengths demonstrated that: (a) subjects were able to distinguish relevant from redundant task information, and to limit their processing to the relevant information, (b) the ability to reduce the amount of information that is processed takes time and develops gradually over the course of practice, and (c) the mechanism underlying this ability appears to be largely stimulus-independent in the sense that structural components of a task are ignored, rather than specific task information. The findings and their implications for general theories of skill acquisition are discussed.

[1]  R. Nosofsky Attention, similarity, and the identification-categorization relationship. , 1986, Journal of experimental psychology. General.

[2]  Dorothea P. Simon,et al.  Expert and Novice Performance in Solving Physics Problems , 1980, Science.

[3]  T. Trabasso Attention in learning , 1968 .

[4]  K L Shapiro,et al.  Training of efficient oculomotor strategies enhances skill acquisition. , 1989, Acta psychologica.

[5]  P. Cheng Restructuring versus automaticity: Alternative accounts of skill acquisition. , 1985 .

[6]  J. Anderson,et al.  Automaticity and the ACT* theory. , 1992, The American journal of psychology.

[7]  P. Frensch,et al.  Transfer of composed knowledge in a multistep serial task. , 1991, Journal of experimental psychology. Learning, memory, and cognition.

[8]  P. Frensch,et al.  Composition during serial learning: a serial position effect. , 1994, Journal of experimental psychology. Learning, memory, and cognition.

[9]  Gordon D. Logan,et al.  What Is Learned During Automatization? The Role of Attention in Constructing an Instance , 1994 .

[10]  Gordon D. Logan,et al.  Automatizing alphabet arithmetic: I. Is extended practice necessary to produce automaticity? , 1991 .

[11]  P. Rabbitt,et al.  Reflexive and voluntary orienting of visual attention: time course of activation and resistance to interruption , 1989 .

[12]  G. Logan,et al.  Memory-based automaticity in the discrimination of visual numerosity. , 1993, Journal of experimental psychology. Learning, memory, and cognition.

[13]  J. Shanteau How much information does an expert use? Is it relevant? , 1992 .

[14]  J. Gibson,et al.  Perceptual learning; differentiation or enrichment? , 1955, Psychological review.

[15]  Marc A. Sullivan,et al.  Practice and working memory effects in building procedural skill. , 1989 .

[16]  M. Masson,et al.  Using confidence intervals in within-subject designs , 1994, Psychonomic bulletin & review.

[17]  M. Myles-Worsley,et al.  The influence of expertise on X-ray image processing. , 1988, Journal of experimental psychology. Learning, memory, and cognition.

[18]  John R. Anderson The Architecture of Cognition , 1983 .

[19]  Paul M. Fitts,et al.  Perceptual-Motor Skill Learning1 , 1964 .

[20]  John R. Anderson Acquisition of cognitive skill. , 1982 .

[21]  E. Reed The Ecological Approach to Visual Perception , 1989 .

[22]  H. Haider,et al.  Erweb kognitiver Leistungen. Eine experimentelle Prüfung der «Instance Theory» von Logan (1988) , 1994 .

[23]  Eric A. Jenkins,et al.  How Children Discover New Strategies , 1989 .

[24]  Allen and Rosenbloom Paul S. Newell,et al.  Mechanisms of Skill Acquisition and the Law of Practice , 1993 .

[25]  J. S. Albus Task decomposition , 1993, Proceedings of 8th IEEE International Symposium on Intelligent Control.

[26]  Neil Charness,et al.  Acquiring skill at mental calculation in adulthood: a task decomposition , 1988 .

[27]  L R Brooks,et al.  Perceptual manifestations of an analytic structure: the priority of holistic individuation. , 1993, Journal of experimental psychology. General.

[28]  A. Lambert,et al.  Automaticity and the capture of attention by a peripheral display change , 1987 .

[29]  R. Sternberg,et al.  Complex Problem Solving : Principles and Mechanisms , 1992 .

[30]  James Shanteau,et al.  Reducing the influence of irrelevant information on experienced decision makers , 1984 .

[31]  M. S. Mayzner,et al.  Cognition And Reality , 1976 .

[32]  R. Siegler,et al.  Strategy choice procedures and the development of multiplication skill. , 1988, Journal of experimental psychology. General.

[33]  H. J. Muller,et al.  Reflexive and voluntary orienting of visual attention: time course of activation and resistance to interruption. , 1989, Journal of experimental psychology. Human perception and performance.

[34]  P. Slovic,et al.  An analysis-of-variance model for the assessment of configural cue utilization in clinical judgment. , 1968, Psychological bulletin.

[35]  John R. Anderson,et al.  Rules of the Mind , 1993 .

[36]  U. Neisser,et al.  Selective looking: Attending to visually specified events , 1975, Cognitive Psychology.

[37]  R. C. Murry,et al.  The effect of search time on perception. , 1981, Radiology.

[38]  R. Nosofsky American Psychological Association, Inc. Choice, Similarity, and the Context Theory of Classification , 2022 .

[39]  Walter Schneider,et al.  Controlled and automatic human information processing: II. Perceptual learning, automatic attending and a general theory. , 1977 .

[40]  G. Logan Shapes of reaction-time distributions and shapes of learning curves: a test of the instance theory of automaticity. , 1992, Journal of experimental psychology. Learning, memory, and cognition.

[41]  D. Holding The Psychology of Chess Skill , 1985 .

[42]  G. Logan Toward an instance theory of automatization. , 1988 .

[43]  G. Logan Repetition priming and automaticity: Common underlying mechanisms? , 1990, Cognitive Psychology.