An integrated theory for improved skill acquisition and retention in the three stages of learning

We introduce an integrated theory of learning and forgetting that has implications for training theory and practice. We begin with a review of skill acquisition research that argues that individuals employ different cognitive mechanisms when learning, which can be reliably associated with three stages of learning. This review leads to our proposed skill retention theory, which recommends a method to increase skill retention when designing systems, covering a range of system design issues, from interface design to training. We conclude with a discussion of how we might optimise skill retention based upon this approach. Specifically, we discuss how we might improve training by better spacing the iterations between training sessions to support proceduralisaion to improve skill retention.

[1]  Gary Jones,et al.  Using a Cognitive Architecture to Examine what Develops , 2000, Psychological science.

[2]  Robert J. Crutcher,et al.  The role of deliberate practice in the acquisition of expert performance. , 1993 .

[3]  H. R. Booher,et al.  Human Systems Integration in Army Systems Acquisition , 2005 .

[4]  Tom Routen,et al.  Intelligent Tutoring Systems , 1996, Lecture Notes in Computer Science.

[5]  John R. Anderson Cognitive Skills and Their Acquisition , 2013 .

[6]  H. P. Bahrick Semantic memory content in permastore: fifty years of memory for Spanish learned in school. , 1984, Journal of experimental psychology. General.

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

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

[9]  Frank E. Ritter,et al.  Model-based evaluation of expert cell phone menu interaction , 2007, TCHI.

[10]  Marshall J. Farr,et al.  The Long-Term Retention of Knowledge and Skills , 1987 .

[11]  F. E. Ritter,et al.  Learning Curve, The , 2001 .

[12]  L. Reder,et al.  The Strategy-Specific Nature of Improvement: The Power Law Applies by Strategy Within Task , 1998 .

[13]  John R Anderson,et al.  An integrated theory of the mind. , 2004, Psychological review.

[14]  Frank J. Lee,et al.  Does Learning a Complex Task Have to Be Complex?: A Study in Learning Decomposition , 2001, Cognitive Psychology.

[15]  Allen Newell,et al.  Learning by chunking: a production system model of practice , 1987 .

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

[17]  H. R. Booher,et al.  Handbook of Human Systems Integration: Booher/Human Systems Integration , 2005 .

[18]  Wayne D. Gray,et al.  Milliseconds Matter: an Introduction to Microstrategies and to Their Use in Describing and Predicting Interactive Behavior Milliseconds Matter: an Introduction to Microstrategies and to Their Use in Describing and Predicting Interactive Behavior , 2022 .

[19]  J. Shea,et al.  Contextual interference effects on the acquisition, retention, and transfer of a motor skill. , 1979 .

[20]  Matthew L Bolton,et al.  A Method for the Formal Verification of Human-interactive Systems. , 2009, Proceedings of the Human Factors and Ergonomics Society ... Annual Meeting. Human Factors and Ergonomics Society. Annual Meeting.

[21]  Marshall J. Farr,et al.  The Long-Term Retention of Knowledge and Skills: A Cognitive And Instructional Perspective , 1987 .

[22]  Frank J. Lee,et al.  Production Compilation: A Simple Mechanism to Model Complex Skill Acquisition , 2003, Hum. Factors.

[23]  C. Lebiere,et al.  The Atomic Components of Thought , 1998 .

[24]  Allen Newell,et al.  SOAR: An Architecture for General Intelligence , 1987, Artif. Intell..

[25]  A. W. Melton Categories of Human Learning , 1964 .

[26]  Richard W. Pew,et al.  Human-system integration in the system development process : a new look , 2007 .

[27]  Per Capita,et al.  About the authors , 1995, Machine Vision and Applications.

[28]  R. Leach The learning curve , 1992 .

[29]  Jong W. Kim Investigation of Procedural Skills Degradation from Different Modalities , 2007 .

[30]  R. Seibel DISCRIMINATION REACTION TIME FOR 1,023-ALTERNATIVE TASK. , 1963, Journal of experimental psychology.

[31]  Stuart K. Card,et al.  Evaluation of mouse, rate-controlled isometric joystick, step keys, and text keys, for text selection on a CRT , 1987 .

[32]  P. Langley,et al.  Production system models of learning and development , 1987 .

[33]  N. Smelser,et al.  International Encyclopedia of the Social and Behavioral Sciences , 2001 .

[34]  John R Anderson,et al.  Using a model to compute the optimal schedule of practice. , 2008, Journal of experimental psychology. Applied.

[35]  R. Atkinson Optimizing the Learning of a Second-Language Vocabulary. , 1972 .

[36]  van Hedderik Rijn,et al.  Proceedings of the eight International Conference on Cognitive Modeling , 2007 .

[37]  Sara Fripp A learning curve. , 2014, Midwives.

[38]  R. Schmidt,et al.  New Conceptualizations of Practice: Common Principles in Three Paradigms Suggest New Concepts for Training , 1992 .

[39]  Wayne D. Gray Integrated Models of Cognitive Systems , 2007, Oxford series on cognitive models and architectures.

[40]  Harold R. Booher,et al.  Handbook of Human Systems Integration , 2003 .

[41]  A. Glendon,et al.  Occupational first aid training: Decay in cardiopulmonary resuscitation (CPR) skills , 1985 .

[42]  P. E. Morris,et al.  Practical aspects of memory , 1980 .

[43]  H. Pashler,et al.  Increasing Retention Without Increasing Study Time , 2007 .

[44]  Richard Reviewer-Granger Unified Theories of Cognition , 1991, Journal of Cognitive Neuroscience.

[45]  John R. Anderson How Can the Human Mind Occur in the Physical Universe , 2007 .

[46]  Jeanne Langan,et al.  An intensive massed practice approach to retraining balance post-stroke. , 2005, Gait & posture.

[47]  Harold Pashler,et al.  The Effect of Overlearning on Long-Term Retention , 2005 .

[48]  Frank E. Ritter,et al.  The Rise of Cognitive Architectures , 2007, Integrated Models of Cognitive Systems.

[49]  K. VanLehn,et al.  Cognitive skill acquisition. , 1996, Annual review of psychology.

[50]  John R. Anderson,et al.  Working Memory: Activation Limitations on Retrieval , 1996, Cognitive Psychology.

[51]  J. D. Hagman,et al.  On sustaining procedural skills over a prolonged retention interval. , 1982 .

[52]  Michael I. Posner,et al.  Cognition: An Introduction , 1973 .

[53]  W. Chase,et al.  Visual information processing. , 1974 .

[54]  Robert A. Bjork,et al.  Optimum rehearsal patterns and name learning , 1978 .

[55]  David E. Kieras,et al.  An Overview of the EPIC Architecture for Cognition and Performance With Application to Human-Computer Interaction , 1997, Hum. Comput. Interact..

[56]  Kelli M Taylor,et al.  The effects of overlearning and distributed practise on the retention of mathematics knowledge , 2006 .

[57]  J. Rassmusen,et al.  Information Processing and Human - Machine Interaction: An Approach to Cognitive Engineering , 1986 .

[58]  Ronald Chong,et al.  Architectural Explorations for Modeling Procedural Skill Decay , 2004, ICCM.

[59]  A. Newell You can't play 20 questions with nature and win : projective comments on the papers of this symposium , 1973 .

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

[61]  W. C. F. Krueger The effect of overlearning on retention. , 1929 .

[62]  R. Proctor,et al.  Skill acquisition and human performance , 1995 .

[63]  John R. Anderson,et al.  Practice and Forgetting Effects on Vocabulary Memory: An Activation-Based Model of the Spacing Effect , 2005, Cogn. Sci..

[64]  John R. Anderson,et al.  Skill Acquisition and the LISP Tutor , 1989, Cogn. Sci..

[65]  John R. Anderson,et al.  Knowledge Compilation: Mechanisms for the Automatization of Cognitive Skills. , 1980 .

[66]  H. P. Bahrick,et al.  Maintenance of Foreign Language Vocabulary and the Spacing Effect , 1993 .