Hilfe Warenkorb Konto Anmelden
 
 
   Schnellsuche   
     zur Expertensuche                      
An Introduction to Intermediate and Advanced Statistical Analyses for Sport and Exercise Scientists
  Großes Bild
 
An Introduction to Intermediate and Advanced Statistical Analyses for Sport and Exercise Scientists
von: Nikos Ntoumanis, Nicholas D. Myers
Wiley, 2015
ISBN: 9781118962060
312 Seiten, Download: 5535 KB
 
Format:  PDF
geeignet für: Apple iPad, Android Tablet PC's Online-Lesen PC, MAC, Laptop

Typ: A (einfacher Zugriff)

 

 
eBook anfordern
Inhaltsverzeichnis

  Title Page 5  
  Copyright Page 6  
  Contents 9  
  About the editors 15  
  List of contributors 17  
  Foreword 21  
  Preface 23  
  Chapter 1 Factorial ANOVA and MANOVA 27  
     General Introduction 27  
        Hypothesis Testing 28  
        Alpha Level 28  
        Assumptions 29  
        Further Considerations 30  
     Utility in Sport and Exercise Sciences 32  
        Treatment Conditions 32  
        Existing Conditions 32  
        Individual Characteristics 33  
        Recent Usage 33  
     The Substantive Example 33  
        Univariate: Factorial ANOVA 34  
        Univariate Assumptions 34  
     The Synergy 36  
        Factorial ANOVA Analysis Plan 36  
        Example of a Write-Up Compatible with the APA Publication Manual 37  
        Factorial MANOVA Analysis Plan 39  
        Example of a Write-Up Compatible with the APA Publication Manual 39  
     Summary 42  
     Acknowledgment 44  
     References 44  
  Chapter 2 Repeated measures ANOVA and MANOVA 45  
     General Introduction 45  
        Between- versus Within-Subjects Variables 45  
        Hypothesis Testing 46  
        Assumptions 46  
        Further Considerations 47  
     Utility in Sport and Exercise Sciences 48  
        Multiple Treatment Conditions 49  
        Multiple Assessments 49  
        Longitudinal Studies 49  
        Recent Usage 50  
     The Substantive Example 50  
        Univariate: Repeated Measures ANOVA 50  
        Univariate Assumptions 51  
        Multivariate: Repeated Measures MANOVA 52  
        Multivariate Assumptions 52  
     The Synergy 53  
        Repeated Measures ANOVA Analysis Plan 53  
        Example of a Write-Up Compatible with the APA Publication Manual 55  
        Repeated Measures MANOVA Analysis Plan 55  
        Example of a Write-Up Compatible with the APA Publication Manual 57  
     Summary 58  
     Acknowledgment 60  
     References 60  
  Chapter 3 Mediation and moderation via regression analysis 61  
     General Introduction 61  
     Utility of the Methods in Sport and Exercise Science 62  
     The Substantive Example 64  
        Mediation 64  
     The Synergy 64  
        Mediation 64  
     The Substantive Example 70  
        Moderation 70  
     The Synergy 71  
        Moderation 71  
     Summary 79  
     References 81  
  Chapter 4 Item response theory and its applications in Kinesiology 83  
     General Introduction 83  
     What Is IRT? 85  
     Other Commonly Used IRT Models 86  
     Assumptions Related to IRT 88  
        Unidimensionality 88  
        Local Independence 88  
     Addressing Model-Data Fit 88  
        Inspecting Model Assumptions 89  
        Inspecting Expected Model Features 89  
        Inspecting Overall Model-Data Fit 90  
        Computer Simulation for Model-Data Fit Testing 90  
     Unique Features and Advantages of IRT 91  
        Estimation Invariance 91  
        Common Metric Scale 91  
        Item and Test Information 92  
        Test Relative Efficiency 94  
        Global “Reliability” Is no Longer a Concern 95  
        Item Bank and IRT-Based Test Construction 95  
        Parameter Estimation and Software 97  
     Utility of the Methodology in Kinesiology 97  
     IRT Limitations and Future Direction 98  
     Conclusion 99  
     References 100  
  Chapter 5 Introduction to factor analysis and structural equation modeling 105  
     General Introduction 105  
     Utility of the Method in Sport and Exercise Science 106  
     Terminology and Methodology 109  
        Evaluating Model Fit 112  
        Interpreting Parameter Estimates 114  
     The Substantive Example 115  
     The Synergy 117  
        EFA: Establishing the Factor Structure 117  
        CFA: Testing the Measurement Models 119  
        Structural Equation Modeling: Adding the Regression Paths 122  
     Summary 124  
     References 125  
  Chapter 6 Invariance testing across samples and time: Cohort-sequence analysis of perceived body composition 127  
     General Introduction to the Importance of Measurement Invariance 128  
        Cohort-Sequential Designs: Longitudinal Invariance across Samples and Time 132  
     Substantive Application: Physical Self-Concept 133  
     Methodology 137  
        The PSDQ Instrument 137  
        Statistical Analyses 137  
        Goodness of Fit 138  
     Results 139  
        Basic Cohort-Sequence Model: Four Cohort Groups and Four Waves 139  
        Cohort-Sequence Design of Multiple Indicators, Multiple Causes Models 141  
        Use of Model Constraint with Orthogonal Polynomial Contrasts to Evaluate Cohort Sequence and MIMIC Latent Means 142  
        Use of Latent Growth Curve Models to Evaluate Stability/Change over Time 145  
        LGC Results 149  
     Summary, Implications, and Further Directions 149  
        Methodological Implications, Limitations, and Further Directions 149  
     References 151  
  Chapter 7 Cross-lagged structural equation modeling and latent growth modeling 157  
     General Introduction 157  
     A Theoretical Framework for the Study of Change 158  
     Utility of the Method in Sport and Exercise Science 158  
        Analysis of Change 158  
     The Substantive Example 160  
        Theoretical Background 160  
        The Data: Participants and Measurement 160  
     The Synergy 161  
        CLPM 161  
        CLPM Example 163  
        Latent Growth Modeling 166  
        LGM Example 167  
        Model 2a: Unconditional LGM 169  
        Model 2b: Conditional LGM 171  
        Model 2c: Unconditional LGM with TVCs 171  
        Model 3: Parallel Process LGM 172  
        Model 4: Second-Order LGM 174  
     Summary 176  
     References 177  
  Chapter 8 Exploratory structural equation modeling and Bayesian estimation 181  
     General Introduction 181  
     Utility of the Methods in Sport and Exercise Science 182  
     The Substantive Example(s) 185  
     The Motivational Correlates of Mentally Tough Behavior 185  
     Developing Synergies through Statistical Modeling 187  
        ESEM 187  
        Bayesian Estimation 194  
     Summary 205  
     References 206  
  Chapter 9 A gentle introduction to mixture modeling using physical fitness performance data 209  
     General Introduction 209  
     Utility of the Method in Sport and Exercise Science 212  
     The Substantive Example(s) 213  
        Class Enumeration in Mixture Models 214  
        The Estimation of Mixture Models 216  
     The Synergy 216  
        LPA of Grade 5 Students and Tests of Invariance across Gender Groups 216  
        Inclusion of Covariates in LPA Solutions 221  
        LTA 222  
        Mixture Regression Analyses of Grade 5 Students 224  
        Latent Basis Growth Mixture Analyses: Cardiovascular Fitness 228  
        Piecewise Growth Mixture Analyses: Physical Strength 229  
     Summary 230  
     Acknowledgments 231  
     References 232  
  Chapter 10 Multilevel (structural equation) modeling 237  
     General Introduction 237  
        Multilevel Structural Equation Modeling 238  
     Utility of the Methodology in Sport and Exercise Science 240  
     The Substantive Examples 241  
        Coaching Competency–Collective Efficacy–Team Performance: 1–1–2 242  
        Action Planning Intervention–Physical Activity Action Plans–Physical Activity: 2–1–1 243  
     The Synergy 244  
        Coaching Competency–Collective Efficacy–Team Performance: 1–1–2 245  
        Action Planning Intervention–Physical Activity Action Plans–Physical Activity: 2–1–1 248  
     Summary 255  
     References 256  
  Chapter 11 Application of meta-analysis in sport and exercise science 259  
     General Introduction 259  
        Stages of Meta-Analysis 259  
        Key Elements of Meta-Analysis 260  
        Goals of Meta-Analysis 262  
     Utility of the Methodology in Sport and Exercise Science 264  
     The Substantive Example 264  
     The Synergy 267  
        Univariate Meta-Analysis 267  
        Multivariate Meta-Analysis 271  
     Summary 275  
     Acknowledgment 277  
     References 277  
  Chapter 12 Reliability and stability of variables/instruments used in sport science and sport medicine 281  
     Introduction 281  
        A. Assessment of Test–Retest Agreement Using Interval/Ratio Data 282  
        A Worked Example Using the Test–Retest Differences of the Biceps Skinfold Measurements 283  
        B. Utility of the Assessment of Test-Retest Stability Using Categorical/Likert-Type Data 286  
     The Substantive Example 287  
        Utility of the Test–Retest Stability Using Nonparametric Data 287  
     The Synergy 288  
        Utility of the Item by Item Approach to Test–Retest Stability 289  
     The Synergy 289  
     Summary 291  
     References 292  
  Chapter 13 Sample size determination and power estimation in structural equation modeling 293  
     General Introduction 293  
        Power 294  
        Power Analysis in SEM 294  
     Utility of the Methodology in Sport and Exercise Science 295  
        Power Analysis Regarding Model-Data Fit: An Introduction 295  
        Power Analysis Regarding Focal Parameters: An Introduction 296  
     The Substantive Example 298  
        Bifactor Model in Sport and Exercise Science 298  
        Bifactor Model and the PETES 299  
     The Synergy 301  
        Power Analysis Regarding Model-Data Fit: A Demonstration 302  
        Power Analysis Regarding Focal Parameters: A Demonstration 304  
     Summary 307  
     References 308  
  Index 311  
  EULA 315  


nach oben


  Mehr zum Inhalt
Kapitelübersicht
Kurzinformation
Inhaltsverzeichnis
Leseprobe
Blick ins Buch
Fragen zu eBooks?

  Medientyp
  eBooks
  eJournal
  alle

  Navigation
Belletristik / Romane
Computer
Geschichte
Kultur
Medizin / Gesundheit
Philosophie / Religion
Politik
Psychologie / Pädagogik
Ratgeber
Recht
Reise / Hobbys
Sexualität / Erotik
Technik / Wissen
Wirtschaft

  Info
Hier gelangen Sie wieder zum Online-Auftritt Ihrer Bibliothek
© 2008-2024 ciando GmbH | Impressum | Kontakt | F.A.Q. | Datenschutz