490 likes | 729 Views
Practice and Expertise. K. Anders Ericsson Florida State University . Expert’s Intuition. Expertise is accomplished via motivation, concentration, and willingness to work ( through deliberate practice )
E N D
Practice and Expertise K. Anders Ericsson Florida State University
Expert’s Intuition • Expertise is accomplished via motivation, concentration, and willingness to work (through deliberate practice) • Innate talent is relatively unimportant when compared to their attained abilities and skills • There is no objective evidence for high initial level of performance without any relevant experience and practice nor abrupt improvement of reproducible performance when regularly tested (Ericsson, p. 25)
Anecdotes vs. Scientific Study • Recall Phrenology vs. Modularity of brain function • Many earlier descriptions of expertise were anecdotal from experts at the conclusion of their career • What we want is verifiable and reproducible evidence under controlled circumstance
Experts: Execution at Will • Novice Chess placement • Will select most appropriate move (with less variability) • Typing • One minute reproduction of novel transcription will exhibit less error • Music Performance • Reproduction of same piece on multiple occasions will exhibit less variability
Can we agree that experience will help? However, • Even child prodigies’ improve with practice • Improvement goes beyond period of peak physical maturity • True across diverse skill domains What sort of experience is most important: Deliberate Practice
Deliberate Practice: Characteristics • Limited periods, high in concentration • Approximately one hour/session • Usually no more than 4-5 hrs/day • Often in the morning • Same amount each day • Additional rest often in the afternoon
What happens during deliberate practice: • Physiological changes • Cardiovascular • Neuromuscular • Skeletal • Cortical changes • Practice-dependent plasticity
Why remain in non-automated mode? • Exhibit flexibility • Long-term memory for performance and errors
Chess (de Groot, 1978) • Think aloud protocols • Elaborate evaluations of many moves to reduce error
Typing: Levin & Addis (1979) • Reading ahead of what is being typed (anticipatory processes)
Music: Lehmann & Ericsson (1995) • Pieces can be played: • Different tempo • Playing every other measure • Playing notes with one hand
Power Law of Practice • The power law of practice is a very general law in human cognition, and in particular in human learning. The higher the level of expertise and the time spent on the task, the more difficult it is to improve (principle of diminishing returns). • Previous graphs reveal a typical example of data showing a power law (first graph). An interesting feature of the power law is that , when data are plotted by taking their logarithms, they are well fitted by a straight line. (second graph).
Changing neural contributions during learning: Explicit • Early: Acquisition • Bi-lateral in nature* • Posterior • BG: striatum (putamen) • Cerebellump • Hippocampus • DLPFC
Changing neural contributions during learning: Explicit • Late: Recall • Unilateral, Contralateral* (M1) • Anterior • BG: striatum (putamen) • M1 • Premotor • Superior Parietal regions
Neural Correlates of Motor Consolidation Shadmehr & Holcomb (1997) Nature, 277, 821-825
vs. Shadmehr & Holcomb (1997) Nature, 277, 821-825
Left Sensorimotor Cortex During Early Learning Right Prefrontal Cortex
Posterior Parietal L Dorsal PMC L Ant. Cerebellar R Note: Reduction in rCBF to prefrontal cortex
Practice Extent is important: What about Practice Structure? • Practice Composition • Practice Variability • Mental Practice • Observational Practice • Part vs. Whole Practice • Practice Scheduling • Practice Distribution (i.e., Consolidation) • Contextual Interference
Practice Variability vs. Specificity Group Acquisition Retention Transfer Specific c c c c cccccccc ddddd Variable cabcbacabc cccccccc ddddd
More practice? Group Acquisition Retention Transfer Specific c c c c cccccccc ddddd Variable cabcbacabc cccccccc ddddd Specific-Specific ccccccccccc ccccccccd ddddd
Practice Distribution: Using Time • How to best use 60 hours of training to maximize performance and learning? (e.g., 2-a-days) 2 Session 1 Session 1 hour 12 weeks 6 weeks 6 weeks 3 weeks 2 hour
Correct # of Keystrokes as a function of practice distribution
Structuring Variability: Contextual Interference ACQRETTRAN Specific AAAAAAAA A E BBBBBBBBB B E CCCCCCCCC C E Blocked AAABBBCCC ABC E Random ABCBCACAB ABC E Where is greatest variability? Why?
Why does this occur? • Forgetting-Reconstruction position (Lee & Magill, 1983;1985) • Initially greater attention but is eventually controlled (resources issue) • Memory search processes are extensive (search and retrieval) • Restructuring of information (encoding and organization) • less reliant on training context (search processes) • Elaboration position (Shea & Zimny, 1983; 1988) • Superior production of response (memory richness and associations) Parts of both are important (Immink & Wright, 1998; 2001)
Cross, Schmitt, & Grafton (in press) Prim. SMCL Sup. PC (motor Attention)
Practice Extent and Structure are important • Expertise • Practice Composition • Practice Scheduling