Dynamic analysis in the social sciences:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
London [u.a.]
Academic Press [u.a.]
2007
|
| Ausgabe: | 1. ed. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | XX, 379 S. graph. Darst. 23cm |
| ISBN: | 0120884852 9780120884858 |
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| 245 | 1 | 0 | |a Dynamic analysis in the social sciences |c Emilio J. Castilla |
| 250 | |a 1. ed. | ||
| 264 | 1 | |a London [u.a.] |b Academic Press [u.a.] |c 2007 | |
| 300 | |a XX, 379 S. |b graph. Darst. |c 23cm | ||
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| 500 | |a Includes bibliographical references and index | ||
| 650 | 4 | |a Methodologie | |
| 650 | 4 | |a Social sciences / Research / Methodology | |
| 650 | 4 | |a Social sciences / Statistical methods | |
| 650 | 4 | |a Sozialwissenschaften | |
| 650 | 4 | |a Statistik | |
| 650 | 4 | |a Methode | |
| 650 | 4 | |a Sozialwissenschaften | |
| 650 | 4 | |a Methodologie | |
| 650 | 4 | |a Social sciences / Research / Methodology | |
| 650 | 4 | |a Social sciences / Statistical methods | |
| 650 | 4 | |a Sozialwissenschaften | |
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Datensatz im Suchindex
| _version_ | 1804138324668973056 |
|---|---|
| adam_text | Table
of
Contents
LIST OF TABLES
................................................ xi
LIST OF FIGURES AND GRAPHS
................................... xiii
PREFACE
...................................................... xv
ACKNOWLEDGMENTS
........................................... xvii
AUTHOR BIOGRAPHY
........................................... xxi
Chapter
1:
LONGITUDINAL DATA
.................................. 1
1.
Some Basic Concepts and Terminology
.............................. 3
1.1.
Main Types of Variables
....................................... 4
1.2.
Univariate and
Divariate
Statistics
............................... 6
1.3.
First Example of a Longitudinal Data Set
.......................... 12
1.4.
Reading a Data Set into SPSS or
Stata
............................ 16
2.
Longitudinal Data
............................................... 19
2.1.
Types of Longitudinal Variables
................................. 26
3.
Causes and Causal Relationships
................................... 27
4.
Longitudinal Analysis: Definition and Types
........................... 30
4.1.
Why Longitudinal Analysis?
................................... 32
4.2.
Longitudinal Analysis of Qualitative Variables
...................... 35
4.3.
Longitudinal Analysis of Quantitative Variables
..................... 37
5.
Organization and Characteristics of the Book
.......................... 38
6.
What You Need to Know
.......................................... 40
Chapter
2:
LONGITUDINAL ANALYSIS OF QUANTITATIVE
VARIABLES
.................................................... 43
1.
A Practical Example
............................................. 44
2.
Multiple Regression Model with Panel Data
........................... 49
3.
Limitations of the OLS Regression Model with Panel Data
............... 58
4.
Models for the Analyses of Panel Data
.............................. 62
5.
Constant Coefficients Model
...................................... 64
5.1.
Heteroskedastic Models
...................................... 67
5.2.
Autoregressive
Models
....................................... 77
viii Table of
Contents
5.3. Models
with the Lagged Dependent Variable
....................... 87
5.4.
Models with Instrumental Variables
............................. 89
5.5.
The Basic ARIMA Models
.................................... 91
6.
Fixed Effects Model
............................................ 97
7.
Random Effects Model
.......................................... 108
8.
Structural Equations Modeling
..................................... 115
9.
There Is Still More
............................................. 129
Chapter
3:
EVENT HISTORY ANALYSIS
............................ 135
1.
Event History Data
............................................ 137
2.
A Practical Example
........................................... 144
3.
Basic Methodology for the Analysis of Events
........................ 151
4.
Dynamic Methodology for the Analysis of Events
..................... 162
5.
Fundamentals of
EHA:
The Hazard Rate
............................ 165
6.
Exploratory Analysis of Events
................................... 170
6.1.
Life Tables
............................................... 171
6.2.
The Kaplan-Meier Estimators
................................. 179
6.3.
Comparing Groups over Time
................................. 184
7.
Explanatory or Multivariate Analysis of Events
....................... 191
7.1.
Proportional Hazard Rate Models
.............................. 192
7.2.
Estimation of the Proportional Hazard Rate Models
................ 200
7.3.
Accelerated Failure Time Models
.............................. 210
7.4.
Choosing among Different Proportional Models
................... 211
7.5.
Testing the Proportional Hazard Rates Assumption
................. 216
7.6.
Non-Proportional Hazard Rate Models
.......................... 219
7.7.
Piecewise Exponential Models
................................ 228
8.
EHA
and Some Statistical Software Programs
........................ 231
9.
An Example
.................................................. 233
10.
More About
EHA
............................................. 238
Chapter
4:
DESIGNING A STUDY WITH LONGITUDINAL DATA
........241
1.
Writing a Research Paper: The Different Elements
.....................242
2.
The Introduction
..............................................244
3.
Theory and Hypotheses
.........................................245
4.
Longitudinal Data
.............................................249
5.
Methodology for Data Analysis
...................................252
6.
Results
......................................................259
7.
Discussion of Results
...........................................273
8.
Conclusion
..................................................275
9.
Bibliography and References
.....................................278
10.
Abstract of a Study
............................................278
Table
of
Contents ix
11. Final
Recommendations for Writing a Research Paper
.................. 280
12.
Preparing a Research Paper for Publication
.......................... 283
Chapter
5:
TWO APPLICATIONS OF LONGITUDINAL ANALYSIS
....... 285
1.
Social Networks and Employee Performance (Paper
1)................... 287
1.1.
Introduction
................................................ 287
1.2.
Hypotheses
................................................. 289
1.3.
Research Setting
............................................ 294
1.4.
Methods
................................................... 300
1.5.
Results
.................................................... 304
1.6.
Discussion and Conclusion
..................................... 317
Acknowledgments
.............................................. 320
References
.................................................... 321
2.
Institutional Aspects of National Science Activity (Paper
2) ............... 324
2.1.
Introduction
................................................ 324
2.2.
The International Council of Scientific Unions
...................... 326
2.3.
Hypotheses
................................................ 327
2.4.
Description of the Data
....................................... 330
2.5.
Exploratory Analysis
......................................... 334
2.6.
Multivariate Models
.......................................... 339
2.7.
Discussion of Results
......................................... 344
2.8.
Conclusion
................................................. 349
Acknowledgments
.............................................. 350
References
.................................................... 350
LIST OF REFERENCES (WITH COMMENTS)
......................... 353
Basic Data Analysis
............................................... 353
Longitudinal Data
................................................. 355
Applications of Basic Data Analysis in the Social Sciences
................. 356
Longitudinal Analyses of Quantitative Variables
.......................... 358
Applications of Longitudinal Analysis of Quantitative Variables
.............. 361
Event History Analysis
............................................. 362
Applications of Event History Analysis
................................ 365
On Writing and Publishing Research Papers
............................. 366
To Learn About Statistical Software Programs
........................... 367
Other Chapter References
........................................... 368
INDEX
......................................................... 371
|
| adam_txt |
Table
of
Contents
LIST OF TABLES
. xi
LIST OF FIGURES AND GRAPHS
. xiii
PREFACE
. xv
ACKNOWLEDGMENTS
. xvii
AUTHOR BIOGRAPHY
. xxi
Chapter
1:
LONGITUDINAL DATA
. 1
1.
Some Basic Concepts and Terminology
. 3
1.1.
Main Types of Variables
. 4
1.2.
Univariate and
Divariate
Statistics
. 6
1.3.
First Example of a Longitudinal Data Set
. 12
1.4.
Reading a Data Set into SPSS or
Stata
. 16
2.
Longitudinal Data
. 19
2.1.
Types of Longitudinal Variables
. 26
3.
Causes and Causal Relationships
. 27
4.
Longitudinal Analysis: Definition and Types
. 30
4.1.
Why Longitudinal Analysis?
. 32
4.2.
Longitudinal Analysis of Qualitative Variables
. 35
4.3.
Longitudinal Analysis of Quantitative Variables
. 37
5.
Organization and Characteristics of the Book
. 38
6.
What You Need to Know
. 40
Chapter
2:
LONGITUDINAL ANALYSIS OF QUANTITATIVE
VARIABLES
. 43
1.
A Practical Example
. 44
2.
Multiple Regression Model with Panel Data
. 49
3.
Limitations of the OLS Regression Model with Panel Data
. 58
4.
Models for the Analyses of Panel Data
. 62
5.
Constant Coefficients Model
. 64
5.1.
Heteroskedastic Models
. 67
5.2.
Autoregressive
Models
. 77
viii Table of
Contents
5.3. Models
with the Lagged Dependent Variable
. 87
5.4.
Models with Instrumental Variables
. 89
5.5.
The Basic ARIMA Models
. 91
6.
Fixed Effects Model
. 97
7.
Random Effects Model
. 108
8.
Structural Equations Modeling
. 115
9.
There Is Still More
. 129
Chapter
3:
EVENT HISTORY ANALYSIS
. 135
1.
Event History Data
. 137
2.
A Practical Example
. 144
3.
Basic Methodology for the Analysis of Events
. 151
4.
Dynamic Methodology for the Analysis of Events
. 162
5.
Fundamentals of
EHA:
The Hazard Rate
. 165
6.
Exploratory Analysis of Events
. 170
6.1.
Life Tables
. 171
6.2.
The Kaplan-Meier Estimators
. 179
6.3.
Comparing Groups over Time
. 184
7.
Explanatory or Multivariate Analysis of Events
. 191
7.1.
Proportional Hazard Rate Models
. 192
7.2.
Estimation of the Proportional Hazard Rate Models
. 200
7.3.
Accelerated Failure Time Models
. 210
7.4.
Choosing among Different Proportional Models
. 211
7.5.
Testing the Proportional Hazard Rates Assumption
. 216
7.6.
Non-Proportional Hazard Rate Models
. 219
7.7.
Piecewise Exponential Models
. 228
8.
EHA
and Some Statistical Software Programs
. 231
9.
An Example
. 233
10.
More About
EHA
. 238
Chapter
4:
DESIGNING A STUDY WITH LONGITUDINAL DATA
.241
1.
Writing a Research Paper: The Different Elements
.242
2.
The Introduction
.244
3.
Theory and Hypotheses
.245
4.
Longitudinal Data
.249
5.
Methodology for Data Analysis
.252
6.
Results
.259
7.
Discussion of Results
.273
8.
Conclusion
.275
9.
Bibliography and References
.278
10.
Abstract of a Study
.278
Table
of
Contents ix
11. Final
Recommendations for Writing a Research Paper
. 280
12.
Preparing a Research Paper for Publication
. 283
Chapter
5:
TWO APPLICATIONS OF LONGITUDINAL ANALYSIS
. 285
1.
Social Networks and Employee Performance (Paper
1). 287
1.1.
Introduction
. 287
1.2.
Hypotheses
. 289
1.3.
Research Setting
. 294
1.4.
Methods
. 300
1.5.
Results
. 304
1.6.
Discussion and Conclusion
. 317
Acknowledgments
. 320
References
. 321
2.
Institutional Aspects of National Science Activity (Paper
2) . 324
2.1.
Introduction
. 324
2.2.
The International Council of Scientific Unions
. 326
2.3.
Hypotheses
. 327
2.4.
Description of the Data
. 330
2.5.
Exploratory Analysis
. 334
2.6.
Multivariate Models
. 339
2.7.
Discussion of Results
. 344
2.8.
Conclusion
. 349
Acknowledgments
. 350
References
. 350
LIST OF REFERENCES (WITH COMMENTS)
. 353
Basic Data Analysis
. 353
Longitudinal Data
. 355
Applications of Basic Data Analysis in the Social Sciences
. 356
Longitudinal Analyses of Quantitative Variables
. 358
Applications of Longitudinal Analysis of Quantitative Variables
. 361
Event History Analysis
. 362
Applications of Event History Analysis
. 365
On Writing and Publishing Research Papers
. 366
To Learn About Statistical Software Programs
. 367
Other Chapter References
. 368
INDEX
. 371 |
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| id | DE-604.BV035161293 |
| illustrated | Illustrated |
| index_date | 2024-07-02T22:50:45Z |
| indexdate | 2024-07-09T21:26:23Z |
| institution | BVB |
| isbn | 0120884852 9780120884858 |
| language | English |
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| physical | XX, 379 S. graph. Darst. 23cm |
| publishDate | 2007 |
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| spelling | Castilla, Emilio J. Verfasser aut Dynamic analysis in the social sciences Emilio J. Castilla 1. ed. London [u.a.] Academic Press [u.a.] 2007 XX, 379 S. graph. Darst. 23cm txt rdacontent n rdamedia nc rdacarrier Includes bibliographical references and index Methodologie Social sciences / Research / Methodology Social sciences / Statistical methods Sozialwissenschaften Statistik Methode Datenanalyse (DE-588)4123037-1 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 s Datenanalyse (DE-588)4123037-1 s DE-604 Digitalisierung UB Bayreuth application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016968396&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Castilla, Emilio J. Dynamic analysis in the social sciences Methodologie Social sciences / Research / Methodology Social sciences / Statistical methods Sozialwissenschaften Statistik Methode Datenanalyse (DE-588)4123037-1 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| subject_GND | (DE-588)4123037-1 (DE-588)4055916-6 |
| title | Dynamic analysis in the social sciences |
| title_auth | Dynamic analysis in the social sciences |
| title_exact_search | Dynamic analysis in the social sciences |
| title_exact_search_txtP | Dynamic analysis in the social sciences |
| title_full | Dynamic analysis in the social sciences Emilio J. Castilla |
| title_fullStr | Dynamic analysis in the social sciences Emilio J. Castilla |
| title_full_unstemmed | Dynamic analysis in the social sciences Emilio J. Castilla |
| title_short | Dynamic analysis in the social sciences |
| title_sort | dynamic analysis in the social sciences |
| topic | Methodologie Social sciences / Research / Methodology Social sciences / Statistical methods Sozialwissenschaften Statistik Methode Datenanalyse (DE-588)4123037-1 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| topic_facet | Methodologie Social sciences / Research / Methodology Social sciences / Statistical methods Sozialwissenschaften Statistik Methode Datenanalyse |
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