Confirmatory factor analysis for applied research:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
New York ; London
The Guilford Press
2015
|
| Edition: | Second edition |
| Series: | Methodology in the social sciences
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Literaturverzeichnis Seite 431-444 |
| Physical Description: | xvii, 462 Seiten |
| ISBN: | 9781462515363 9781462517794 |
Staff View
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Record in the Search Index
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Titel: Confirmatory factor analysis for applied research
Autor: Brown, Timothy A
Jahr: 2015
Contents
1 • Introduction 1
Uses of Confirmatory Factor Analysis 1
Psychometric Evaluation of Test Instruments
Construct Validation 2
Method Effects 3
Measurement Invariance Evaluation 3
Why a Book on CPA? 4
Coverage of the Book 5
Other Considerations 7
Summary 9
2 • The Common Factor Model
and Exploratory Factor Analysis 10
Overview of the Common Factor Model 10
Procedures of EFA 18
Factor Extraction 19
Factor Selection 20
Factor Rotation 27
Factor Scores 31
Summary 33
3 • Introduction to CPA 35
Similarities and Differences of EFA and CPA
Common Factor Model 35
Standardized and Unstandardized Solutions
Indicator Cross-Loadings/Model Parsimony
Unique Variances TO
Model Comparison 41
Purposes and Advantages of CPA 42
Parameters of a CPA Model 46
Fundamental Equations of a CPA Model 51
CPA Model Identification 53
Scaling the Latent Variable 53
Statistical Identification 55
Guidelines for Model Identification 61
Estimation of CPA Model Parameters 62
Illustration 65
Descriptive Goodness-of-Fit Indices 67
Absolute Fit 70
Parsimony Correction 71
Comparative Fit 72
Guidelines for Interpreting Goodness-of-Fit Indices 73
Summary 75
APPENDIX 3.1 Communalifies, Model-Implied Correlations,
and Factor Correlations in EFA and CFA 77
APPENDIX 3.2 Obtaining a Solution for a Just-Identified Factor Model 80
APPENDIX 3.3 Hand Calculation of for the Figure 3.8 Path Model 82
4 • Specification and Interpretation of CFA Models 88
An Applied Example of a CFA Measurement Model 88
Model Specification 90
Substantive Justification 90
Defining the Metric of Latent Variables 90
Data Screening and Selection of the Fitting Function 92
Running CFA in Different Software Programs 92
Model Evaluation 96
Overall Goodness of Fit 96
Localized Areas of Strain 97
Interpretability, Size, and Statistical Significance
of the Parameter Estimates 107
Interpretation and Calculation of CFA Model Parameter Estimates 116
CFA Models with Single Indicators 122
Reporting a CFA Study 127
Summary 130
APPENDIX 4.1 Model Identification Affects the Standard Errors 132
of the Parameter Estimates
APPENDIX 4.2 Goodness of Model Fit Does Not Ensure 135
Meaningful Parameter Estimates
APPENDIX 4.3 Example Report of the Two-Factor CFA Model 137
of Neuroticism and Extroversion
5 • Model Revision and Comparison 139
Goals of Model Respecification 139
Sources of Poor-Fitting CPA Solutions 140
Number of Factors 141
Indicators and Factor Loadings 147
Correlated Frrors 157
Improper Solutions and Nonpositive Definite Matrices 162
Intermediate Steps for Further Developing a Measurement Model
for CPA 167
F.FA in the C.FA Framework 168
[exploratory SF.M I 75
Model Identification Revisited 179
Fquivalent CPA Solutions 179
Summary 184
6 • CPA of Multitrait-Multimethod Matrices 186
Correlated versus Random Measurement I:rror Revisited 186
The Multitrait-Multimcthod Matrix 187
CPA Approaches to Analyzing the MTMM Matrix 190
Correlated Methods Models 190
Cot related Uniqueness Models 193
Advantages and Disadvantages of Correlated Methods and Correlated
Uniqueness Models 197
Other CPA Paratttctcrizations of MTMM Data 200
Consequences of Not Modeling Method Variance
and Measurement Frror 202
Summary 204
7 • CPA with Equality Constraints, 206
Multiple Groups, and Mean Structures
Overview of Fquality Constraints 206
Equality Constraints within a Single Group 207
Congenerie Iau-Fquivalent. and Parallel Indicators 207
I ongiturlinal Measurement Insarianre 221
The Effects Coding Approarch to Scaling I atent Varuables 234
CPA in Multiple Groups 241
Overview of Multiple-Groups Solutions 241
Multiple-Groups CFA 242
Selected Issues in Single- and Multiple-Groups CFA
Invance Evulation 267
MIMIO Medeling CFA with 273
Summary 283
APPENDIX 7.1 Reproduction of the Observed Variance-Covariance Matrix 285
with Tau Equivalent Indicators of Auditory Memory
8 • Other Types of CPA Models: 287
Higher-Order Factor Analysis, Scale Reliability
Evaluation, and Formative Indicators
Higher-Order Factor Analysis 287
Second-Order Factor Analysis 288
Schmid-Leiman Transformation 297
Bifactor Models 301
Scale Reliability Estimation 305
Point Estimation of Scale Reliability 305
Standard Error and Interval Estimation of Scale Reliability 317
Models with Formative Indicators 322
Summary 331
9 • Data Issues in CPA: 333
Missing, Non-Normal, and Categorical Data
CFA with Missing Data 333
Mechanisms of Missing Data 333
Conventional Approaches to Missing Data 335
Recommended Strategies for Missing Data 336
CFA with Non-Normal or Categorical Data 345
Non-Normal, Continuous Data 346
Categorical Data 353
Other Potential Remedies for Indicator Non-Normality 373
Summary 378
10 • Statistical Power and Sample Size 380
Overview 380
Satorra-Saris Method 381
Monte Carlo Approach 387
Summary 394
APPENDIX 10.1 Monte Carlo Simulation in Greater Depth: Data Generation 396
11* Recent Developments Involving CFA Models 400
Bayesian CFA 400
Bayesian Probability and Statistical Inference 402
Priors in CFA 404
Applied Example of Bayesian CFA 407
Bayesian CFA: Summary 418
Multilevel CFA 419
Summary 428
APPENDIX 11.1 Numerical Example of Bayesian Probability 430
References 431
Author Index 445
Subject Index 449
About the Author 462 |
| any_adam_object | 1 |
| author | Brown, Timothy A. 1960- |
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| dewey-full | 150.1/5195354 |
| dewey-hundreds | 100 - Philosophy & psychology |
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| dewey-tens | 150 - Psychology |
| discipline | Soziologie Psychologie Wirtschaftswissenschaften |
| edition | Second edition |
| format | Book |
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| language | English |
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| publishDate | 2015 |
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| spelling | Brown, Timothy A. 1960- Verfasser (DE-588)142620289 aut Confirmatory factor analysis for applied research Timothy A. Brown Second edition New York ; London The Guilford Press 2015 xvii, 462 Seiten txt rdacontent n rdamedia nc rdacarrier Methodology in the social sciences Literaturverzeichnis Seite 431-444 Factor analysis Psychologie (DE-588)4047704-6 gnd rswk-swf Empirische Sozialforschung (DE-588)4014606-6 gnd rswk-swf Faktorenanalyse (DE-588)4016338-6 gnd rswk-swf Faktorenanalyse (DE-588)4016338-6 s Empirische Sozialforschung (DE-588)4014606-6 s DE-604 Psychologie (DE-588)4047704-6 s HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027814511&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Brown, Timothy A. 1960- Confirmatory factor analysis for applied research Factor analysis Psychologie (DE-588)4047704-6 gnd Empirische Sozialforschung (DE-588)4014606-6 gnd Faktorenanalyse (DE-588)4016338-6 gnd |
| subject_GND | (DE-588)4047704-6 (DE-588)4014606-6 (DE-588)4016338-6 |
| title | Confirmatory factor analysis for applied research |
| title_auth | Confirmatory factor analysis for applied research |
| title_exact_search | Confirmatory factor analysis for applied research |
| title_full | Confirmatory factor analysis for applied research Timothy A. Brown |
| title_fullStr | Confirmatory factor analysis for applied research Timothy A. Brown |
| title_full_unstemmed | Confirmatory factor analysis for applied research Timothy A. Brown |
| title_short | Confirmatory factor analysis for applied research |
| title_sort | confirmatory factor analysis for applied research |
| topic | Factor analysis Psychologie (DE-588)4047704-6 gnd Empirische Sozialforschung (DE-588)4014606-6 gnd Faktorenanalyse (DE-588)4016338-6 gnd |
| topic_facet | Factor analysis Psychologie Empirische Sozialforschung Faktorenanalyse |
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