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Published byAbbey Tanguay Modified over 9 years ago
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Models of structural theories of motor abilities and performance Petr Blahuš Charles University Faculty of Physical Education and Sport Department of Kinanthropology Division of Methodology Prague, The Czech Republic
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There are several “secret - latent - hidden” precious stones, formal methods items in the methodological treasure of behavioral sciences incl. kinanthropology, viz. latent variables models: - CFA - confirmatory common factor analysis - IRT models -Item Response Theory models - SEM - structural equations and path analysis models
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Theories of motor performance - incl. athletic performance, are structural theories i.e. combination theories of a composition of motor abilities for example cf. the following naively intuitive model: performance = 30% endurance + 40% power + 20% speed
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One-level ?
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Coordination Hierarchical ?
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Structural Equation Models (SEM) with latent variables and theories of athletic performance 1. Static simultaneous combination of manifest indicators of training: multiple regression model 2. Static simultaneous combination of motor abilities and concepts: common latent factor model 3. Static but sequential combination ordering of motor abilities and concepts: path analysis with latent variables 4. Dynamic sequence and combination: VARMA for longitudinal analysis of longitudinal training documentation
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Training indicator 1 Practice / training indicator 2 Practice / training indicator 3 Practice / training indicator 1 Control test 1 Control test 2 Performance This composition of training should produce That performance Composite manifest prediction multiple regression
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Endurance F1 Power F2 Speed ability F3 Test 1 Test 2 Test 3 Test 4 Test 5 Test 6 Performance Y Combination of theoretical concepts / abilities latent common factors model w1 F1 + w2 F2 + w3 F3 = Y Weighted combination Performance of abilities / concepts produces
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Sequential ordering and combination Level of ability F4 Practice method 4 Test 4,1 Test 4,2 Starting level of ability F1 Level of ability F3 Level of ability F2 Level of ability F5 Practice method 3 Test 3,1 Test 3,2 Test 5,1 Test 5,2 Test 2,1 Test 2,2 Performance Practice method 2 Practice method 5 Test 1, 1 Test 1,2 path analysis
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F1F1 T est 1 Practice method 1 T est 2 Practice method 2 Final performance Practice method 3 F2F2 F1F1 F2F2 F2F2 F1F1 F1F1 F2F2 T est 4 T est 3 T est 1 T est 2 T est 3 T est 4 Performance T I M E Vector Autoregressive Moving Averages VARMA model
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