Counterfactuals and causal inference: methods and principles for social research
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
New York, NY
Cambridge University Press
2015
|
| Edition: | Second edition |
| Series: | Analytical methods for social research
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | xxiii, 499 Seiten Diagramme |
| ISBN: | 9781107065079 9781107694163 |
Staff View
MARC
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| 245 | 1 | 0 | |a Counterfactuals and causal inference |b methods and principles for social research |c Stephen L. Morgan (Johns Hopkins University), Christopher Winship (Harvard University) |
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Record in the Search Index
| _version_ | 1804152522499162112 |
|---|---|
| adam_text | CONTENTS
LIST
OF
FIGURES
PAGE
XIII
LIST
OF
TABLES
XVII
ACKNOWLEDGMENTS
FOR
FIRST
EDITION
XXI
ACKNOWLEDGMENTS
FOR
SECOND
EDITION
XXIII
I
CAUSALITY
AND
EMPIRICAL
RESEARCH
IN
THE
SOCIAL
SCIENCES
1
INTRODUCTION
3
1.1
THE
POTENTIAL
OUTCOME
MODEL
OF
CAUSAL
INFERENCE
4
1.2
CAUSAL
ANALYSIS
AND
OBSERVATIONAL
SOCIAL
SCIENCE
6
1.3
EXAMPLES
USED
THROUGHOUT
THE
BOOK
14
1.4
OBSERVATIONAL
DATA
AND
RANDOM-SAMPLE
SURVEYS
27
1.5
CAUSAL
GRAPHS
AS
AN
INTRODUCTION
TO
THE
REMAINDER
OF
THE
BOOK
29
II
COUNTERFACTUALS,
POTENTIAL
OUTCOMES,
AND
CAUSAL
GRAPHS
2
COUNTERFACTUALS
AND
THE
POTENTIAL
OUTCOME
MODEL
37
2.1
DEFINING
THE
CAUSAL
STATES
37
2.2
POTENTIAL
OUTCOMES
AND
INDIVIDUAL-LEVEL
TREATMENT
EFFECTS
43
2.3
TREATMENT
GROUPS
AND
OBSERVED
OUTCOMES
44
2.4
THE
AVERAGE
TREATMENT
EFFECT
46
2.5
THE
STABLE
UNIT
TREATMENT
VALUE
ASSUMPTION
48
2.6
TREATMENT
ASSIGNMENT
AND
OBSERVATIONAL
STUDIES
53
2.7
AVERAGE
CAUSAL
EFFECTS
AND
NAIVE
ESTIMATION
54
2.8
OVER-TIME
POTENTIAL
OUTCOMES
AND
CAUSAL
EFFECTS
62
2.9
THE
POTENTIAL
OUTCOME
MODEL
FOR
MANY-VALUED
TREATMENTS
70
2.10
CONCLUSIONS
73
2.11
APPENDIX
TO
CHAPTER
2:
POPULATION
AND
DATA
GENERATION
MODELS
74
3
CAUSAL
GRAPHS
77
3.1
IDENTIFICATION
78
3.2
BASIC
ELEMENTS
OF
CAUSAL
GRAPHS
79
3.3
GRAPHS
AND
STRUCTURAL
EQUATIONS
84
3.4
CAUSAL
GRAPHS
AND
THE
POTENTIAL
OUTCOME
MODEL
90
IX
X
CONTENTS
3.5
CONCLUSIONS
94
3.6
APPENDIX
TO
CHAPTER
3:
GRAPHS,
INTERVENTIONS,
AND
POTENTIAL
OUTCOMES
95
III
ESTIMATING
CAUSAL
EFFECTS
BY
CONDITIONING
ON
OBSERVED
VARIABLES
TO
BLOCK
BACK-DOOR
PATHS
4
MODELS
OF
CAUSAL
EXPOSURE
AND
IDENTIFICATION
CRITERIA
FOR
CONDITIONING
ESTIMATORS
105
4.1
CONDITIONING
AND
DIRECTED
GRAPHS
105
4.2
THE
BACK-DOOR
CRITERION
109
4.3
MODELS
OF
CAUSAL
EXPOSURE
AND
POINT
IDENTIFICATION
BASED
ON
THE
POTENTIAL
OUTCOME
MODEL
118
4.4
CONDITIONING
TO
BALANCE
AND
CONDITIONING
TO
ADJUST
128
4.5
CONCLUSIONS
130
4.6
APPENDIX
TO
CHAPTER
4:
THE
BACK-DOOR
AND
ADJUSTMENT
CRITERIA,
DESCENDANTS,
AND
COLLIDERS
UNDER
MAGNIFICATION
130
5
MATCHING
ESTIMATORS
OF
CAUSAL
EFFECTS
140
5.1
ORIGINS
OF
AND
MOTIVATIONS
FOR
MATCHING
141
5.2
MATCHING
AS
CONDITIONING
VIA
STRATIFICATION
143
5.3
MATCHING
AS
WEIGHTING
150
5.4
MATCHING
AS
A
DATA
ANALYSIS
ALGORITHM
158
5.5
REMAINING
PRACTICAL
ISSUES
IN
MATCHING
ANALYSIS
181
5.6
CONCLUSIONS
187
6
REGRESSION
ESTIMATORS
OF
CAUSAL
EFFECTS
188
6.1
REGRESSION
AS
A
DESCRIPTIVE
TOOL
188
6.2
REGRESSION
ADJUSTMENT
AS
A
STRATEGY
TO
ESTIMATE
CAUSAL
EFFECTS
194
6.3
REGRESSION
AS
CONDITIONAL-VARIANCE-WEIGHTED
MATCHING
206
6.4
REGRESSION
AS
AN
IMPLEMENTATION
OF
A
PERFECT
STRATIFICATION
214
6.5
REGRESSION
AS
SUPPLEMENTAL
ADJUSTMENT
WHEN
MATCHING
215
6.6
EXTENSIONS
AND
OTHER
PERSPECTIVES
217
6.7
CONCLUSIONS
224
7
WEIGHTED
REGRESSION
ESTIMATORS
OF
CAUSAL
EFFECTS
226
7.1
WEIGHTED
REGRESSION
ESTIMATORS
OF
THE
ATE
227
7.2
WEIGHTED
REGRESSION
ESTIMATORS
OF
THE
ATT
AND
THE
ATC
231
7.3
DOUBLY
ROBUST
WEIGHTED
REGRESSION
ESTIMATORS
234
7.4
REMAINING
PRACTICAL
ISSUES
IN
WEIGHTED
REGRESSION
ANALYSIS
238
7.5
AN
EXTENDED
EXAMPLE
243
7.6
CONCLUSIONS
262
IV
ESTIMATING
CAUSAL
EFFECTS
WHEN
BACK-DOOR
CONDITIONING
IS
INEFFECTIVE
8
SELF-SELECTION,
HETEROGENEITY,
AND
CAUSAL
GRAPHS
267
8.1
NONIGNORABILITY
AND
SELECTION
ON
THE
UNOBSERVABLES
REVISITED
268
8.2
SELECTION
ON
THE
UNOBSERVABLES
AND
THE
UTILITY
OF
ADDITIONAL
POSTTREATMENT
MEASURES
OF
THE
OUTCOME
269
CONTENTS
XI
8.3
CAUSAL
GRAPHS
FOR
COMPLEX
PATTERNS
OF
SELF-SELECTION
AND
HETEROGENEITY
278
8.4
CONCLUSIONS
290
9
INSTRUMENTAL
VARIABLE
ESTIMATORS
OF
CAUSAL
EFFECTS
291
9.1
CAUSAL
EFFECT
ESTIMATION
WITH
A
BINARY
IV
291
9.2
TRADITIONAL
IV
ESTIMATORS
296
9.3
INSTRUMENTAL
VARIABLE
ESTIMATORS
IN
THE
PRESENCE
OF
INDIVIDUAL-LEVEL
HETEROGENEITY
305
9.4
CONCLUSIONS
324
10
MECHANISMS
AND
CAUSAL
EXPLANATION
325
10.1
THE
DANGERS
OF
INSUFFICIENTLY
DEEP
EXPLANATIONS
326
10.2
THE
FRONT-DOOR
CRITERION
AND
IDENTIFICATION
OF
CAUSAL
EFFECTS
BY
MECHANISMS
330
10.3
THE
APPEAL
FOR
GENERATIVE
MECHANISMS
338
10.4
THE
PURSUIT
OF
EXPLANATION
WITH
MECHANISMS
THAT
BOTTOM
OUT
346
10.5
CONCLUSIONS
352
11
REPEATED
OBSERVATIONS
AND
THE
ESTIMATION
OF
CAUSAL
EFFECTS
354
11.1
INTERRUPTED
TIME
SERIES
MODELS
355
11.2
REGRESSION
DISCONTINUITY
DESIGNS
360
11.3
PANEL
DATA
363
11.4
CONCLUSIONS
392
11.5
APPENDIX
TO
CHAPTER
11:
TIME-VARYING
TREATMENT
REGIMES
392
V
ESTIMATION
WHEN
CAUSAL
EFFECTS
ARE
NOT
POINT-IDENTIFIED
BY
OBSERVABLES
12
DISTRIBUTIONAL
ASSUMPTIONS,
SET
IDENTIFICATION,
AND
SENSITIVITY
ANALYSIS
419
12.1
DISTRIBUTIONAL
ASSUMPTIONS
AND
LATENT
VARIABLE
SELECTION-BIAS
MODELS
420
12.2
SET
IDENTIFICATION
WITH
MINIMAL
ASSUMPTIONS
422
12.3
SENSITIVITY
ANALYSIS
FOR
PROVISIONAL
CAUSAL
EFFECT
ESTIMATES
429
12.4
CONCLUSIONS
434
VI
CONCLUSIONS
13
COUNTERFACTUALS
AND
THE
FUTURE
OF
EMPIRICAL
RESEARCH
IN
OBSERVATIONAL
SOCIAL
SCIENCE
437
13.1
OBJECTIONS
TO
ADOPTION
OF
THE
COUNTERFACTUAL
APPROACH
438
13.2
MODES
OF
CAUSAL
INQUIRY
IN
THE
SOCIAL
SCIENCES
446
REFERENCES
INDEX
451
497
|
| any_adam_object | 1 |
| author | Morgan, Stephen L. 1971- Winship, Christopher 1950- |
| author_GND | (DE-588)133718859 (DE-588)137382731 |
| author_facet | Morgan, Stephen L. 1971- Winship, Christopher 1950- |
| author_role | aut aut |
| author_sort | Morgan, Stephen L. 1971- |
| author_variant | s l m sl slm c w cw |
| building | Verbundindex |
| bvnumber | BV042075300 |
| classification_rvk | MR 1100 MR 2000 QH 253 |
| ctrlnum | (OCoLC)897146492 (DE-599)BVBBV042075300 |
| dewey-full | 300.72 |
| dewey-hundreds | 300 - Social sciences |
| dewey-ones | 300 - Social sciences |
| dewey-raw | 300.72 |
| dewey-search | 300.72 |
| dewey-sort | 3300.72 |
| dewey-tens | 300 - Social sciences |
| discipline | Soziologie Wirtschaftswissenschaften |
| edition | Second edition |
| format | Book |
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| id | DE-604.BV042075300 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T01:12:03Z |
| institution | BVB |
| isbn | 9781107065079 9781107694163 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027516485 |
| oclc_num | 897146492 |
| open_access_boolean | |
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| owner_facet | DE-473 DE-BY-UBG DE-19 DE-BY-UBM DE-20 DE-1052 DE-11 DE-706 DE-703 DE-739 DE-859 |
| physical | xxiii, 499 Seiten Diagramme |
| publishDate | 2015 |
| publishDateSearch | 2015 |
| publishDateSort | 2015 |
| publisher | Cambridge University Press |
| record_format | marc |
| series2 | Analytical methods for social research |
| spelling | Morgan, Stephen L. 1971- Verfasser (DE-588)133718859 aut Counterfactuals and causal inference methods and principles for social research Stephen L. Morgan (Johns Hopkins University), Christopher Winship (Harvard University) Second edition New York, NY Cambridge University Press 2015 xxiii, 499 Seiten Diagramme txt rdacontent n rdamedia nc rdacarrier Analytical methods for social research Kontrafaktisches Denken (DE-588)4577003-7 gnd rswk-swf Methode (DE-588)4038971-6 gnd rswk-swf Kausalanalyse (DE-588)4163511-5 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 s Kausalanalyse (DE-588)4163511-5 s Kontrafaktisches Denken (DE-588)4577003-7 s DE-604 Methode (DE-588)4038971-6 s 1\p DE-604 Winship, Christopher 1950- Verfasser (DE-588)137382731 aut HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027516485&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 | Morgan, Stephen L. 1971- Winship, Christopher 1950- Counterfactuals and causal inference methods and principles for social research Kontrafaktisches Denken (DE-588)4577003-7 gnd Methode (DE-588)4038971-6 gnd Kausalanalyse (DE-588)4163511-5 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| subject_GND | (DE-588)4577003-7 (DE-588)4038971-6 (DE-588)4163511-5 (DE-588)4055916-6 |
| title | Counterfactuals and causal inference methods and principles for social research |
| title_auth | Counterfactuals and causal inference methods and principles for social research |
| title_exact_search | Counterfactuals and causal inference methods and principles for social research |
| title_full | Counterfactuals and causal inference methods and principles for social research Stephen L. Morgan (Johns Hopkins University), Christopher Winship (Harvard University) |
| title_fullStr | Counterfactuals and causal inference methods and principles for social research Stephen L. Morgan (Johns Hopkins University), Christopher Winship (Harvard University) |
| title_full_unstemmed | Counterfactuals and causal inference methods and principles for social research Stephen L. Morgan (Johns Hopkins University), Christopher Winship (Harvard University) |
| title_short | Counterfactuals and causal inference |
| title_sort | counterfactuals and causal inference methods and principles for social research |
| title_sub | methods and principles for social research |
| topic | Kontrafaktisches Denken (DE-588)4577003-7 gnd Methode (DE-588)4038971-6 gnd Kausalanalyse (DE-588)4163511-5 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| topic_facet | Kontrafaktisches Denken Methode Kausalanalyse Sozialwissenschaften |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027516485&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT morganstephenl counterfactualsandcausalinferencemethodsandprinciplesforsocialresearch AT winshipchristopher counterfactualsandcausalinferencemethodsandprinciplesforsocialresearch |