A shift in task routines during the learning of a motor skill: group-averaged data may mask critical phases in the individuals' acquisition of skilled performance.

The authors describe a transient phase during training on a movement sequence wherein, after an initial improvement in speed and decrease in variability, individual participants' performance showed a significant increase in variability without change in mean performance speed. Subsequent to this phase, as practice continued, variability again decreased, performance significantly exceeded the gains predicted by extrapolation of the initial learning curve, the type of errors committed changed, and performance became more coherent. The transient phase of increased variability may reflect a mixture of 2 (or more) performance routines before the more effective one is set and mastered, presumably the setting up of a sequence-specific representation. Both group and individual analyses indicated a departure from the single process (e.g., power-law) model of learning. However, although similar phases appeared in the mean group data, there was little correspondence to individual participants' time courses, and the individuals' gains in the second low-variability phase were masked.

[1]  J. Krakauer,et al.  Consolidation of motor memory , 2006, Trends in Neurosciences.

[2]  John M. Ennis,et al.  A neurobiological theory of automaticity in perceptual categorization. , 2007, Psychological review.

[3]  D. Lewkowicz,et al.  A dynamic systems approach to the development of cognition and action. , 2007, Journal of cognitive neuroscience.

[4]  R. Passingham,et al.  The Time Course of Changes during Motor Sequence Learning: A Whole-Brain fMRI Study , 1998, NeuroImage.

[5]  T. Rickard Forgetting and learning potentiation: dual consequences of between-session delays in cognitive skill learning. , 2007, Journal of experimental psychology. Learning, memory, and cognition.

[6]  Scott D. Brown,et al.  On the linear relation between the mean and the standard deviation of a response time distribution. , 2007, Psychological review.

[7]  D. Touron Are item-level strategy shifts abrupt and collective? Age differences in cognitive skill acquisition , 2006, Psychonomic bulletin & review.

[8]  Timothy C. Rickard A CMPL alternative account of practice effects in numerosity judgment tasks. , 1999 .

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

[10]  A Karni,et al.  From primed to learn: the saturation of repetition priming and the induction of long-term memory. , 2002, Brain research. Cognitive brain research.

[11]  Paul van Geert,et al.  Focus on variability: New tools to study intra-individual variability in developmental data , 2002 .

[12]  Amanda Price Explicit category learning in Parkinson's disease: deficits related to impaired rule generation and selection processes. , 2006, Neuropsychology.

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

[14]  Timothy C Rickard,et al.  Strategy execution in cognitive skill learning: an item-level test of candidate models. , 2004, Journal of experimental psychology. Learning, memory, and cognition.

[15]  Sidney J. Segalowitz,et al.  Skilled performance, practice, and the differentiation of speed-up from automatization effects: Evidence from second language word recognition , 1993, Applied Psycholinguistics.

[16]  R. Stickgold,et al.  Practice with Sleep Makes Perfect Sleep-Dependent Motor Skill Learning , 2002, Neuron.

[17]  I. J. Myung,et al.  Toward an explanation of the power law artifact: Insights from response surface analysis , 2000, Memory & cognition.

[18]  Norman H Freeman,et al.  Regulation of division of labour between cognitive systems controlling action , 2000, Cognition.

[19]  W. Estes The problem of inference from curves based on group data. , 1956, Psychological bulletin.

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

[21]  A. Karni,et al.  The time course of learning a visual skill , 1993, Nature.

[22]  Leslie G. Ungerleider,et al.  The acquisition of skilled motor performance: fast and slow experience-driven changes in primary motor cortex. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[23]  J R Anderson,et al.  Practice and retention: a unifying analysis. , 1999, Journal of experimental psychology. Learning, memory, and cognition.

[24]  W. Estes,et al.  Risks of drawing inferences about cognitive processes from model fits to individual versus average performance , 2005, Psychonomic bulletin & review.

[25]  Estes Wk The problem of inference from curves based on group data. , 1956 .

[26]  C. Gallistel,et al.  The learning curve: implications of a quantitative analysis. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[27]  M. Sacks E-mail notification of your latest issue online! , 2002 .

[28]  Daniel M. Wolpert,et al.  Making smooth moves , 2022 .

[29]  A. Karni,et al.  Daytime sleep condenses the time course of motor memory consolidation , 2007, Nature Neuroscience.

[30]  Avi Karni,et al.  Reduced Susceptibility to Interference in the Consolidation of Motor Memory before Adolescence , 2007, PloS one.

[31]  T. Flash,et al.  When practice leads to co-articulation: the evolution of geometrically defined movement primitives , 2004, Experimental Brain Research.

[32]  Leslie G. Ungerleider,et al.  Functional MRI evidence for adult motor cortex plasticity during motor skill learning , 1995, Nature.

[33]  W. Schneider,et al.  Neuroimaging studies of practice-related change: fMRI and meta-analytic evidence of a domain-general control network for learning. , 2005, Brain research. Cognitive brain research.

[34]  J. Born,et al.  Sleep forms memory for finger skills , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[35]  Tamar Flash,et al.  Multiple shifts in the representation of a motor sequence during the acquisition of skilled performance , 2003, Proceedings of the National Academy of Sciences of the United States of America.