Multilevel analysis: techniques and applications
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York ; London
Routledge
2018
|
| Ausgabe: | Third edition |
| Schriftenreihe: | Quantitative methodology series
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | xv, 347 Seiten Illustrationen, Diagramme |
| ISBN: | 9781138121362 9781138121409 |
Internformat
MARC
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| 250 | |a Third edition | ||
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Datensatz im Suchindex
| _version_ | 1804177390648164352 |
|---|---|
| adam_text | Contents
Preface xi
1. Introduction to Multilevel Analysis 1
1.1 Aggregation and Disaggregation 2
1.2 Why Do We Need Special Multilevel Analysis Techniques? 4
1.3 Multilevel Theories 6
1.4 Estimation and Software 7
2. The Basic Two-Level Regression Model 8
2.1 Example 8
2.2 An Extended Example 13
2.3 Three-and More Level Regression Models 19
2.4 Notation and Software 23
3. Estimation and Hypothesis Testing in Multilevel Regression 27
3.1 Which Estimation Method? 27
3.2 Bayesian Methods 30
3.3 Bootstrapping 32
3.4 Significance Testing and Model Comparison 33
3.5 Software 40
4. Some Important Methodological and Statistical Issues 41
4.1 Analysis Strategy 42
4.2 Centering and Standardizing Explanatory Variables 46
4.3 Interpreting Interactions 52
4.4 How Much Variance Is Explained? 57
4.5 Multilevel Mediation and Higher-Level Outcomes 64
4.6 Missing Data in Multilevel Analysis 65
4.7 Software 69
5. Analyzing Longitudinal Data 71
5.1 Introduction 71
5.2 Fixed and Varying Occasions 72
vii
viii
Contents
5.3 Example with Fixed Occasions 73
5.4 Example with Varying Occasions 84
5.5 Advantages of Multilevel Analysis for Longitudinal Data 88
5.6 Complex Covariance Structures 89
5.7 Statistical Issues in Longitudinal Analysis 94
5.8 Software 102
6. The Multilevel Generalized Linear Model for Dichotomous Data and
Proportions 103
6.1 Generalized Linear Models 103
6.2 Multilevel Generalized Linear Models 107
6.3 Example: Analyzing Dichotomous Data 111
6.4 Example: Analyzing Proportions 113
6.5 The Ever-Changing Latent Scale: Comparing Coefficients and
Explained Variances 121
6.6 Interpretation 128
6.7 Software 128
7. The Multilevel Generalized Linear Model for Categorical and Count Data 130
7.1 Ordered Categorical Data 130
7.2 Count Data 139
7.3 Explained Variance in Ordered Categorical and Count Data 146
7.4 The Ever-Changing Latent Scale, Again 147
7.5 Software 147
8. Multilevel Survival Analysis 148
8.1 Survival Analysis 148
8.2 Multilevel Survival Analysis 153
8.3 Multilevel Ordinal Survival Analysis 158
8.4 Software 160
9. Cross-Classified Multilevel Models 161
9.1 Introduction 161
9.2 Example of Cross-Classified Data: Pupils Nested Within (Primary and
Secondary Schools) 163
9.3 Example of Cross-Classified Data: (Sociometrie Ratings) in Small Groups 165
9.4 Software 172
10. Multivariate Multilevel Regression Models 173
10.1 The Multivariate Model 174
Contents ix
10.2 Example of Multivariate Multilevel Analysis: Multiple Response
Variables 176
10.3 Example of Multivariate Multilevel Analysis: Measuring Group
Character i Stic s 181
11. The Multilevel Approach to Meta-Analysis 189
11.1 Meta-Analysis and Multilevel Modeling 189
11.2 The Variance-Known Model 191
11.3 Example and Comparison with Classical Meta-Analysis 195
11.4 Correcting for Artifacts 201
11.5 Multivariate Meta-Analysis 204
11.6 Software 209
12. Sample Sizes and Power Analysis in Multilevel Regression 212
12.1 Sample Size and Accuracy of Estimates 212
12.2 Power Analysis 219
12.3 Methods for Randomized Controlled Trials 221
12.4 Methods for Observational Studies 229
12.5 Methods for Meta-Analysis 230
12.6 Software for Power Analysis 233
13. Assumptions and Robust Estimation Methods 235
13.1 Introduction 235
13.2 Example Data and Some Issues with Non-Normality 236
13.3 Checking Assumptions: Inspecting Residuals 238
13.4 The Profile Likelihood Method 246
13.5 Robust Standard Errors 247
13.6 Multilevel Bootstrapping 250
13.7 Bayesian Estimation Methods 255
13.8 Software 267
14. Multilevel Factor Models 269
14.1 Introduction 269
14.2 The Within and Between Approach 271
14.3 Full Maximum Likelihood Estimation 272
14.4 An Example of Multilevel Factor Analysis 274
14.5 Standardizing Estimates in Multilevel Structural Equation Modeling 278
14.6 Goodness of Fit in Multilevel Structural Equation Modeling 279
14.7 Software 282
X
Contents
15. Multilevel Path Models 284
15.1 Example of a Multilevel Path Analysis 284
15.2 Statistical and Software Issues 291
16. Latent Curve Models 294
16.1 Introduction 294
16.2 Example of Latent Curve Modeling 297
16.3 A Comparison of Multilevel Regression Analysis and Latent Curve
Modeling 303
16.4 Software 304
Appendix A: Checklist for Multilevel Reporting 305
Appendix B: Aggregating and Disaggregating 309
Appendix C: Recoding Categorical Data 312
Appendix D: Constructing Orthogonal Polynomials 315
Appendix E: Data and Stories 317
References 325
Index 342
|
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| author | Hox, Joop J. 1949- Moerbeek, Mirjam 1973- Schoot, Rens van de 1979- |
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| discipline | Allgemeines Soziologie Psychologie Mathematik Wirtschaftswissenschaften |
| edition | Third edition |
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| id | DE-604.BV044234188 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:47:19Z |
| institution | BVB |
| isbn | 9781138121362 9781138121409 |
| language | English |
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| physical | xv, 347 Seiten Illustrationen, Diagramme |
| publishDate | 2018 |
| publishDateSearch | 2018 |
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| publisher | Routledge |
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| spelling | Hox, Joop J. 1949- Verfasser (DE-588)142231355 aut Multilevel analysis techniques and applications Joop J. Hox, Mirjam Moerbeek, Rens van de Schoot Third edition New York ; London Routledge 2018 xv, 347 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Quantitative methodology series Varianzanalyse (DE-588)4187413-4 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Multivariate Varianzanalyse (DE-588)4517747-8 gnd rswk-swf Kontextanalyse (DE-588)4129240-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 s Varianzanalyse (DE-588)4187413-4 s Regressionsanalyse (DE-588)4129903-6 s DE-604 Multivariate Varianzanalyse (DE-588)4517747-8 s 1\p DE-604 Kontextanalyse (DE-588)4129240-6 s 2\p DE-604 Moerbeek, Mirjam 1973- Verfasser (DE-588)1078045240 aut Schoot, Rens van de 1979- Verfasser (DE-588)106750978X aut Erscheint auch als Onlineausgabe 979-131-565-098-2 Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029639729&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 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Hox, Joop J. 1949- Moerbeek, Mirjam 1973- Schoot, Rens van de 1979- Multilevel analysis techniques and applications Varianzanalyse (DE-588)4187413-4 gnd Regressionsanalyse (DE-588)4129903-6 gnd Multivariate Varianzanalyse (DE-588)4517747-8 gnd Kontextanalyse (DE-588)4129240-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| subject_GND | (DE-588)4187413-4 (DE-588)4129903-6 (DE-588)4517747-8 (DE-588)4129240-6 (DE-588)4055916-6 |
| title | Multilevel analysis techniques and applications |
| title_auth | Multilevel analysis techniques and applications |
| title_exact_search | Multilevel analysis techniques and applications |
| title_full | Multilevel analysis techniques and applications Joop J. Hox, Mirjam Moerbeek, Rens van de Schoot |
| title_fullStr | Multilevel analysis techniques and applications Joop J. Hox, Mirjam Moerbeek, Rens van de Schoot |
| title_full_unstemmed | Multilevel analysis techniques and applications Joop J. Hox, Mirjam Moerbeek, Rens van de Schoot |
| title_short | Multilevel analysis |
| title_sort | multilevel analysis techniques and applications |
| title_sub | techniques and applications |
| topic | Varianzanalyse (DE-588)4187413-4 gnd Regressionsanalyse (DE-588)4129903-6 gnd Multivariate Varianzanalyse (DE-588)4517747-8 gnd Kontextanalyse (DE-588)4129240-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| topic_facet | Varianzanalyse Regressionsanalyse Multivariate Varianzanalyse Kontextanalyse Sozialwissenschaften |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029639729&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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