Structural equation modeling with AMOS: basic concepts, applications, and programming
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York ; London
Routledge
2016
|
| Ausgabe: | Third edition |
| Schriftenreihe: | Multivariate applications series
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Inhaltsverzeichnis |
| Beschreibung: | Literaturverzeichnis: Seite 407-427 |
| Beschreibung: | xx, 437 Seiten Illustrationen |
| ISBN: | 9781138797024 9781138797031 |
Internformat
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| 245 | 1 | 0 | |a Structural equation modeling with AMOS |b basic concepts, applications, and programming |c Barbara M. Byrne |
| 250 | |a Third edition | ||
| 264 | 1 | |a New York ; London |b Routledge |c 2016 | |
| 300 | |a xx, 437 Seiten |b Illustrationen | ||
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| 338 | |b nc |2 rdacarrier | ||
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| 500 | |a Literaturverzeichnis: Seite 407-427 | ||
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Datensatz im Suchindex
| _version_ | 1804176465804132352 |
|---|---|
| adam_text | Titel: Structural equation modeling with Amos
Autor: Byrne, Barbara M
Jahr: 2016
Contents
Preface...............................................................................................................xvi
Acknowledgments..........................................................................................xxi
About the Author...........................................................................................xxii
Section I: Introduction
Chapter 1 Structural Equation Modeling: The Basics.............................3
Key Concepts......................................................................................................3
What Is Structural Equation Modeling?.........................................................3
Basic Concepts....................................................................................................4
Latent versus Observed Variables........................................................4
Exogenous versus Endogenous Latent Variables...............................5
The Factor Analytic Model....................................................................5
The Full Latent Variable Model............................................................7
General Purpose and Process of Statistical Modeling........................7
The General Structural Equation Model.........................................................9
Symbol Notation.....................................................................................9
The Path Diagram................................................................................10
Structural Equations............................................................................11
Nonvisible Components of a Model...................................................12
Basic Composition................................................................................13
The Formulation of Covariance and Mean Structures.....................14
Notes..................................................................................................................15
Chapter 2 Using the Amos Program..........................................................16
Key Concepts....................................................................................................16
Model Specification Using Amos Graphics (Example 1)..............................18
Amos Modeling Tools..........................................................................19
The Hypothesized Model....................................................................23
Drawing the Path Diagram.................................................................23
Model Specification Using Amos Tables View (Example 1).........................33
Understanding the Basic Components of Model 1...........................40
The Concept of Model Identification.................................................40
x Contents
Model Specification Using Amos Graphics (Example 2)..............................43
The Hypothesized Model....................................................................43
Drawing the Path Diagram.................................................................46
Model Specification Using Amos Tables View (Example 2).........................51
Model Specification Using Amos Graphics (Example 3)..............................53
The Hypothesized Model....................................................................54
Drawing the Path Diagram.................................................................55
Changing the Amos Default Color for Constructed Models.....................58
Model Specification Using Amos Tables View (Example 3).........................61
Notes..................................................................................................................63
Section II: Single-Group Analyses
Confirmatory Factor Analytic Models
Chapter 3 Application 1: Testing the Factorial Validity of a
Theoretical Construct (First-Order CFA Model)..................69
Key Concepts....................................................................................................69
The Hypothesized Model...............................................................................70
Hypothesis 1: Self-concept is a 4-Factor Structure......................................70
Modeling with Amos Graphics........................................................................75
Model Specification..............................................................................75
Data Specification.................................................................................75
Calculation of Estimates......................................................................78
Amos Text Output: Hypothesized 4-Factor Model...........................81
Model Summary...................................................................................81
Model Variables and Parameters........................................................82
Model Evaluation.................................................................................82
Parameter Estimates.............................................................................84
Modelas a Whole.................................................................................86
Model Misspecification......................................................................102
Post Hoc Analyses..........................................................................................107
Hypothesis 2: Self-concept is a 2-Factor Structure....................................108
Selected Amos Text Output: Hypothesized 2-Factor Model..........110
Hypothesis 3: Self-concept is a 1-Factor Structure....................................110
Modeling with Amos Tables View...................................................................Ill
Notes................................................................................................................113
Chapter 4 Application 2: Testing the Factorial Validity of
Scores from a Measurement Scale (First-Order
CFA Model)...............................................................................115
Key Concepts..................................................................................................115
Modeling with Amos Graphics......................................................................115
Contents xi
The Measuring Instrument under Study.........................................116
The Hypothesized Model.............................................................................117
Selected Amos Output: The Hypothesized Model.........................119
Model Evaluation...............................................................................126
Post Hoc Analyses..........................................................................................131
Model 2............................................................................................................132
Selected Amos Output: Model 2.......................................................132
Model 3............................................................................................................136
Selected Amos Output: Model 3.......................................................136
Model 4............................................................................................................139
Selected Amos Output: Model 4.......................................................139
Comparison with Robust Analyses Based on the
Satorra-Bentler Scaled Statistic.....................................................145
Modeling with Amos Tables View..................................................................146
Notes................................................................................................................148
Chapter 5 Application 3: Testing the Factorial Validity of
Scores from a Measurement Scale (Second-Order
CFA Model)...............................................................................149
Key Concepts..................................................................................................149
The Hypothesized Model.............................................................................150
Modeling with Amos Graphics......................................................................152
Selected Amos Output File: Preliminary Model.............................155
Selected Amos Output: The Hypothesized Model.........................161
Model Evaluation...............................................................................161
Estimation Based on Continous Versus Categorical Data........................163
Categorical Variables Analyzed as Continuous Variables.............167
Categorical Variables Analyzed as Categorical Variables..............168
The Amos Approach to Analysis of Categorical Variables......................170
What is Bayesian Estimation?...........................................................171
Application of Bayesian Estimation.................................................171
Modeling with Amos Tables View..................................................................180
Note..................................................................................................................182
Full Latent Variable Model
Chapter 6 Application 4: Testing the Validity of a
Causal Structure.......................................................................185
Key Concepts..................................................................................................185
The Hypothesized Model.............................................................................186
Modeling with Amos Graphics......................................................................187
Formulation of Indicator Variables..................................................187
Confirmatory Factor Analyses..........................................................189
xii Contents
Selected Amos Output: Hypothesized Model.................................197
Model Assessment...........................................................................199
Post Hoc Analyses..........................................................................................203
Selected Amos Output: Model 2.......................................................203
Model Assessment...........................................................................203
Selected Amos Output: Model 3.......................................................204
Model Assessment...........................................................................204
Selected Amos Output: Model 4.......................................................205
Model Assessment...........................................................................205
Selected Amos Output: Model 5.......................................................206
Model Assessment...........................................................................206
Selected Amos Output: Model 6.......................................................208
Model Assessment...........................................................................208
The Issue of Model Parsimony......................................................208
Selected Amos Output: Model 7 (Final Model)...............................210
Model Assessment...........................................................................210
Parameter Estimates...........................................................................212
Modeling with Amos Tables View..................................................................219
Notes................................................................................................................221
Section III: Multiple-Group Analyses
Confirmatory Factor Analytic Models
Chapter 7 Application 5: Testing Factorial Invariance of
Scales from a Measurement Scale (First-Order
CFA Model)...............................................................................227
Key Concepts..................................................................................................227
Testing For Multigroup Invariance..............................................................229
The General Notion............................................................................229
The Testing Strategy...........................................................................230
The Hypothesized Model.............................................................................230
Establishing Baseline Models: The General Notion........................231
Establishing the Baseline Models: Elementary and
Secondary Teachers........................................................................231
Modeling with Amos Graphics......................................................................235
Hierarchy of Steps in Testing Multigroup Invariance..............................238
I. Testing for Configurai Invariance.................................................238
Selected Amos Output: The Configurai Model
(No Equality Constraints Imposed)..........................................240
II. Testing for Measurement and Structural Invariance: The
Specification Process......................................................................244
Contents xiii
III. Testing for Measurement and Structural Invariance:
Model Assessment..........................................................................252
Testing For Multigroup Invariance: The Measurement
Model...............................................................................................253
Model Assessment...........................................................................253
Testing For Multigroup Invariance: The Structural
Model...............................................................................................261
Notes................................................................................................................261
Chapter 8 Application 6: Testing Invariance of Latent Mean
Structures (First-Order CFA Model).....................................263
Key Concepts..................................................................................................263
Basic Concepts Underlying Tests of Latent Mean Structures..................264
Estimation of Latent Variable Means...............................................266
The Hypothesized Model.............................................................................267
The Baseline Models..........................................................................269
Modeling with Amos Graphics......................................................................269
The Structured Means Model............................................................269
Testing for Latent Mean Differences...........................................................271
The Hypothesized Multigroup Model.............................................271
Steps in the Testing Process...............................................................271
Selected Amos Output: Model Summary........................................279
Selected Amos Output: Goodness-of-fit Statistics..........................281
Selected Amos Output: Parameter Estimates..................................283
Notes................................................................................................................289
Full Latent Variable Model
Chapter 9 Application 7: Testing Invariance of a Causal
Structure (Full Structural Equation Model)........................293
Key Concepts..................................................................................................293
Cross-Validation in Covariance Structure Modeling................................293
Testing for Invariance across Calibration/ Validation Samples...............296
The Hypothesized Model.............................................................................296
Establishing a Baseline Model..........................................................298
Modeling with Amos Graphics... ...................................................................303
Testing for the Invariance of Causal Structure Using the
Automated Multigroup Approach................................................303
Selected Amos Output: Goodness-of-fit Statistics
for Comparative Tests of Multigroup Invariance........................305
xiv Contents
Section IV: Other Important Applications
Chapter 10 Application 8: Testing Evidence of Construct
Validity: The Multitrait-Multimethod Model....................311
Key Concepts..................................................................................................311
The Correlated Traits-Correlated Methods Approach to
MTMM Analyses........................................................................................313
Model 1: Correlated Traits-Correlated Methods.............................315
Model 2: No Traits-Correlated Methods..........................................320
Model 3: Perfectly Correlated Traits-Freely Correlated Methods... .322
Model 4: Freely Correlated Traits-Uncorrelated Methods.............326
Testing for Evidence of Convergent and Discriminant
Validity: MTMM Matrix-level Analyses.................................................327
Comparison of Models......................................................................327
Evidence of Convergent Validity......................................................327
Evidence of Discriminant Validity....................................................327
Testing for Evidence of Convergent and Discriminant Validity:
MTMM Parameter-level Analyses...........................................................328
Examination of Parameters...............................................................328
Evidence of Convergent Validity......................................................329
Evidence of Discriminant Validity....................................................331
The Correlated Uniquenesses Approach to MTMM Analyses................331
Model 5: Correlated Uniqueness Model..........................................335
Notes.....................!..........................................................................................338
Chapter 11 Application 9: Testing Change Over Time:
The Latent Growth Curve Model.........................................339
Key Concepts..................................................................................................339
Measuring Change in Individual Growth over Time: The General
Notion..........................................................................................................341
The Hypothesized Dual-domain LGC Model...........................................341
Modeling Intraindividual Change....................................................341
Modeling Interindividual Differences in Change...........................345
Testing Latent Growth Curve Models: A Dual-Domain Model..............346
The Hypothesized Model..................................................................346
Selected Amos Output: Hypothesized Model.................................350
Testing Latent Growth Curve Models: Gender as a Time-invariant
Predictor of Change...................................................................................354
Notes................................................................................................................361
Contents xv
Section V: Other Important Topics
Chapter 12 Application 10: Use of Bootstrapping in
Addressing Nonnormal Data.................................................365
Key Concepts..................................................................................................365
Basic Principles Underlying the Bootstrap Procedure..............................368
Benefits and Limitations of the Bootstrap Procedure.....................369
Caveats Regarding the Use of Bootstrapping in SEM....................369
Modeling with Amos Graphics......................................................................370
The Hypothesized Model..................................................................371
Characteristics of the Sample............................................................371
Applying the Bootstrap Procedure...................................................373
Selected Amos Output...................................................................................375
Parameter Summary..........................................................................375
Assessment of Normality..................................................................376
Parameter Estimates and Standard Errors.......................................378
Note..................................................................................................................392
Chapter 13 Application 11: Addressing the Issues
of Missing Data.....................................................................393
Key Concepts..................................................................................................393
Basic Patterns of Missing Data.....................................................................394
Common Approaches to Handling Incomplete Data...............................396
Ad Hoc Approaches to Handling Missing Data
(Not recommended).......................................................................396
Theory-based Approaches to Handling Missing Data
(Recommended)..............................................................................399
The Amos Approach to Handling Missing Data.......................................400
Modeling with Amos Graphics......................................................................401
The Hypothesized Model..................................................................401
Selected Amos Output: Parameter and Model Summary
Information.....................................................................................404
Selected Amos Output: Parameter Estimates..................................405
Selected Amos Output: Goodness-of-fit Statistics..........................406
Note..................................................................................................................406
References........................................................................................................407
Author Index...................................................................................................428
Subject Index...................................................................................................433
|
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| discipline | Psychologie Mathematik Wirtschaftswissenschaften |
| edition | Third edition |
| format | Book |
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| illustrated | Illustrated |
| indexdate | 2024-07-10T07:32:37Z |
| institution | BVB |
| isbn | 9781138797024 9781138797031 |
| language | English |
| lccn | 2015043416 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-029103963 |
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| physical | xx, 437 Seiten Illustrationen |
| publishDate | 2016 |
| publishDateSearch | 2016 |
| publishDateSort | 2016 |
| publisher | Routledge |
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| series2 | Multivariate applications series |
| spelling | Byrne, Barbara M. 1935- Verfasser (DE-588)111905303 aut Structural equation modeling with AMOS basic concepts, applications, and programming Barbara M. Byrne Third edition New York ; London Routledge 2016 xx, 437 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier Multivariate applications series Literaturverzeichnis: Seite 407-427 Structural equation modeling AMOS Software (DE-588)7696404-8 gnd rswk-swf AMOS Programm (DE-588)4233950-9 gnd rswk-swf Strukturgleichungsmodell (DE-588)4252999-2 gnd rswk-swf AMOS AMOS Programm (DE-588)4233950-9 s Strukturgleichungsmodell (DE-588)4252999-2 s DE-604 AMOS Software (DE-588)7696404-8 s 1\p DE-604 Erscheint auch als Online-Ausgabe 978-1-315-75742-1 DE-601 pdf/application http://www.gbv.de/dms/bowker/toc/9781138797031.pdf Inhaltsverzeichnis HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029103963&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Byrne, Barbara M. 1935- Structural equation modeling with AMOS basic concepts, applications, and programming Structural equation modeling AMOS Software (DE-588)7696404-8 gnd AMOS Programm (DE-588)4233950-9 gnd Strukturgleichungsmodell (DE-588)4252999-2 gnd |
| subject_GND | (DE-588)7696404-8 (DE-588)4233950-9 (DE-588)4252999-2 |
| title | Structural equation modeling with AMOS basic concepts, applications, and programming |
| title_auth | Structural equation modeling with AMOS basic concepts, applications, and programming |
| title_exact_search | Structural equation modeling with AMOS basic concepts, applications, and programming |
| title_full | Structural equation modeling with AMOS basic concepts, applications, and programming Barbara M. Byrne |
| title_fullStr | Structural equation modeling with AMOS basic concepts, applications, and programming Barbara M. Byrne |
| title_full_unstemmed | Structural equation modeling with AMOS basic concepts, applications, and programming Barbara M. Byrne |
| title_short | Structural equation modeling with AMOS |
| title_sort | structural equation modeling with amos basic concepts applications and programming |
| title_sub | basic concepts, applications, and programming |
| topic | Structural equation modeling AMOS Software (DE-588)7696404-8 gnd AMOS Programm (DE-588)4233950-9 gnd Strukturgleichungsmodell (DE-588)4252999-2 gnd |
| topic_facet | Structural equation modeling AMOS Software AMOS Programm Strukturgleichungsmodell |
| url | http://www.gbv.de/dms/bowker/toc/9781138797031.pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029103963&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT byrnebarbaram structuralequationmodelingwithamosbasicconceptsapplicationsandprogramming |
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