Introduction to statistical mediation analysis: [CD included]
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
New York [u.a.]
Psychological Press
2008
|
| Series: | Multivariate applications series
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Klappentext |
| Physical Description: | X, 477 S. graph. Darst. 1 CD-ROM (12 cm) |
| ISBN: | 9780805864298 0805839747 0805864296 9780805839746 |
Staff View
MARC
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| 245 | 1 | 0 | |a Introduction to statistical mediation analysis |b [CD included] |c David P. MacKinnon |
| 246 | 1 | 3 | |a Statistical mediation analysis |
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Record in the Search Index
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| adam_text | Contents
Preface
............................................................................................................
vii
1
Introduction
..............................................................................................1
2
Applications
of the Mediation Model
...............................................23
3
Single Mediator Model
........................................................................47
4
Single Mediator Model Details
.........................................................79
5
Multiple Mediator Model
..................................................................103
6
Path Analysis Mediation Models
....................................................127
7
Latent Variable Mediation Models
.................................................173
8
Longitudinal Mediation Models
.....................................................193
9
Multilevel Mediation Models
..........................................................237
10
Mediation and Moderation
...............................................................275
11
Mediation in Categorical Data Analysis
........................................297
12
Computer Intensive Methods for Mediation Models
.................325
13
Causal Inference for Mediation Models
........................................347
vi
Contents
14
Additional Approaches to Identifying Mediating Variables
.... 369
15
Conclusions and Future Directions
................................................393
References
...................................................................................................409
Appendix A Answers to Odd-Numbered Exercises
.........................435
Appendix
В
Notation
..............................................................................457
Author Index
.................................................................................................463
Subject Index
................................................................................................473
This new book introduces the statistical, methodological, and conceptual aspects of mediation analysis.
Applications from health, social, and developmental psychology, sociology, communication, exercise
science, and epidemiology are emphasized throughout. Single-mediator, multilevel, and longitudinal
models are reviewed. The author s goal is to help readers apply their mediation analysis to their own
data and understand its limitations.
Each chapter features an overview, numerous worked examples, a summary, and exercises (with answers
to the odd numbered questions).The accompanying CD contains outputs described in the book from
SAS,
SPSS, LISREL, EQS, MPLUS, and
CAUS,
and a program to simulate the model. The notation
used is consistent with existing literature on mediation in psychology.
The book opens with a review of the types of research questions the mediation model addresses.
Part II describes the estimation of mediation effects including assumptions, statistical tests, and the
construction of confidence limits. Advanced models including mediation in path analysis, longitudinal
models, multilevel data, categorical variables, and mediation in the context of moderation are then
described. The book closes with a discussion of the limits of mediation analysis, additional approaches
to identifying mediating variables, and future directions.
Introduction to Statistical Mediation Analysis is intended for researchers and advanced students in
health, social, clinical, and developmental psychology as well as communication, public health, nursing,
epidemiology, and sociology. Some exposure to a graduate level research methods or statistics course
is assumed. The overview of mediation analysis and the guidelines for conducting a mediation analysis
will be appreciated by all readers.
|
| adam_txt |
Contents
Preface
.
vii
1
Introduction
.1
2
Applications
of the Mediation Model
.23
3
Single Mediator Model
.47
4
Single Mediator Model Details
.79
5
Multiple Mediator Model
.103
6
Path Analysis Mediation Models
.127
7
Latent Variable Mediation Models
.173
8
Longitudinal Mediation Models
.193
9
Multilevel Mediation Models
.237
10
Mediation and Moderation
.275
11
Mediation in Categorical Data Analysis
.297
12
Computer Intensive Methods for Mediation Models
.325
13
Causal Inference for Mediation Models
.347
vi
Contents
14
Additional Approaches to Identifying Mediating Variables
. 369
15
Conclusions and Future Directions
.393
References
.409
Appendix A Answers to Odd-Numbered Exercises
.435
Appendix
В
Notation
.457
Author Index
.463
Subject Index
.473
This new book introduces the statistical, methodological, and conceptual aspects of mediation analysis.
Applications from health, social, and developmental psychology, sociology, communication, exercise
science, and epidemiology are emphasized throughout. Single-mediator, multilevel, and longitudinal
models are reviewed. The author's goal is to help readers apply their mediation analysis to their own
data and understand its limitations.
Each chapter features an overview, numerous worked examples, a summary, and exercises (with answers
to the odd numbered questions).The accompanying CD contains outputs described in the book from
SAS,
SPSS, LISREL, EQS, MPLUS, and
CAUS,
and a program to simulate the model. The notation
used is consistent with existing literature on mediation in psychology.
The book opens with a review of the types of research questions the mediation model addresses.
Part II describes the estimation of mediation effects including assumptions, statistical tests, and the
construction of confidence limits. Advanced models including mediation in path analysis, longitudinal
models, multilevel data, categorical variables, and mediation in the context of moderation are then
described. The book closes with a discussion of the limits of mediation analysis, additional approaches
to identifying mediating variables, and future directions.
Introduction to Statistical Mediation Analysis is intended for researchers and advanced students in
health, social, clinical, and developmental psychology as well as communication, public health, nursing,
epidemiology, and sociology. Some exposure to a graduate level research methods or statistics course
is assumed. The overview of mediation analysis and the guidelines for conducting a mediation analysis
will be appreciated by all readers. |
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| index_date | 2024-07-02T21:19:00Z |
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| institution | BVB |
| isbn | 9780805864298 0805839747 0805864296 9780805839746 |
| language | English |
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| publishDate | 2008 |
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| publisher | Psychological Press |
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| spelling | MacKinnon, David Peter 1957- Verfasser (DE-588)135580374 aut Introduction to statistical mediation analysis [CD included] David P. MacKinnon Statistical mediation analysis New York [u.a.] Psychological Press 2008 X, 477 S. graph. Darst. 1 CD-ROM (12 cm) txt rdacontent n rdamedia nc rdacarrier Multivariate applications series Mediation (Statistics) Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Statistische Schlussweise (DE-588)4182963-3 gnd rswk-swf Statistische Schlussweise (DE-588)4182963-3 s Regressionsanalyse (DE-588)4129903-6 s b DE-604 Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016571662&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016571662&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | MacKinnon, David Peter 1957- Introduction to statistical mediation analysis [CD included] Mediation (Statistics) Regressionsanalyse (DE-588)4129903-6 gnd Statistische Schlussweise (DE-588)4182963-3 gnd |
| subject_GND | (DE-588)4129903-6 (DE-588)4182963-3 |
| title | Introduction to statistical mediation analysis [CD included] |
| title_alt | Statistical mediation analysis |
| title_auth | Introduction to statistical mediation analysis [CD included] |
| title_exact_search | Introduction to statistical mediation analysis [CD included] |
| title_exact_search_txtP | Introduction to statistical mediation analysis [CD included] |
| title_full | Introduction to statistical mediation analysis [CD included] David P. MacKinnon |
| title_fullStr | Introduction to statistical mediation analysis [CD included] David P. MacKinnon |
| title_full_unstemmed | Introduction to statistical mediation analysis [CD included] David P. MacKinnon |
| title_short | Introduction to statistical mediation analysis |
| title_sort | introduction to statistical mediation analysis cd included |
| title_sub | [CD included] |
| topic | Mediation (Statistics) Regressionsanalyse (DE-588)4129903-6 gnd Statistische Schlussweise (DE-588)4182963-3 gnd |
| topic_facet | Mediation (Statistics) Regressionsanalyse Statistische Schlussweise |
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