Micro-econometrics for policy, program, and treatment effects:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Oxford [u.a.]
Oxford Univ. Press
2005
|
| Ausgabe: | 1. publ. |
| Schriftenreihe: | Advanced texts in econometrics
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIV, 248 S. graph. Darst. |
| ISBN: | 9780199267699 0199267693 9780199267682 0199267685 |
Internformat
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| 245 | 1 | 0 | |a Micro-econometrics for policy, program, and treatment effects |c Myoung-Jae Lee |
| 250 | |a 1. publ. | ||
| 264 | 1 | |a Oxford [u.a.] |b Oxford Univ. Press |c 2005 | |
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| 650 | 4 | |a Econometrics | |
| 650 | 4 | |a Economic policy |x Mathematical models | |
| 650 | 4 | |a Multivariate analysis | |
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Datensatz im Suchindex
| _version_ | 1804132832975519744 |
|---|---|
| adam_text | CONTENTS 1 TOUR OF THE BOOK 1 2 BASICS OF TREATMENT EFFECT ANALYSIS 7
2.1 TREATMENT INTERVENTION, COUNTER-FACTUAL, AND CAUSAL RELATION 7 2.1.1
POTENTIAL OUTCOMES AND INTERVENTION 7 2.1.2 CAUSALITY AND ASSOCIATION 9
2.1.3 PARTIAL EQUILIBRIUM ANALYSIS AND REMARKS 10 2.2 VARIOUS TREATMENT
EFFECTS AND NO EFFECTS 11 2.2.1 VARIOUS EFFECTS 11 2.2.2 THREE NO-EFFECT
CONCEPTS 13 2.2.3 FURTHER REMARKS 14 2.3 GROUP-MEAN DIFFERENCE AND
RANDOMIZATION 16 2.3.1 GROUP-MEAN DIFFERENCE AND MEAN EFFECT 16 2.3.2
CONSEQUENCES OF RANDOMIZATION 18 2.3.3 CHECKING OUT COVARIATE BALANCE 19
2.4 OVERT BIAS, HIDDEN (COVERT) BIAS, AND SELECTION PROBLEMS 21 2.4.1
OVERT AND HIDDEN BIASES 21 2.4.2 SELECTION ON OBSERVABLES AND
UNOBSERVABLES 22 2.4.3 LINEAR MODELS AND BIASES 25 2.5 ESTIMATION WITH
GROUP MEAN DIFFERENCE AND LSE 26 2.5.1 GROUP-MEAN DIFFERENCE AND LSE 26
2.5.2 A JOB-TRAINING EXAMPLE 28 2.5.3 LINKING COUNTER-FACTUALS TO LINEAR
MODELS 30 2.6 STRUCTURAL FORM EQUATIONS AND TREATMENT EFFECT 32 2.7 ON
MEAN INDEPENDENCE AND INDEPENDENCE* 35 2.7.1 INDEPENDENCE AND
CONDITIONAL INDEPENDENCE 35 2.7.2 SYMMETRIC AND ASYMMETRIC
MEAN-INDEPENDENCE 36 2.7.3 JOINT AND MARGINAL INDEPENDENCE 37 2.8
ILLUSTRATION OF BIASES AND SIMPSON S PARADOX* 38 2.8.1 ILLUSTRATION OF
BIASES 38 2.8.2 SOURCE OF OVERT BIAS 40 2.8.3 SIMPSON S PARADOX 41 IX
CONTENTS CONTROLLING FOR COVARIATES 43 3.1 VARIABLES TO CONTROL FOR 43
3.1.1 MUST CASES 44 3.1.2 NO-NO CASES 45 3.1.3 YES/NO CASES 46 3.1.4
OPTION CASE 47 3.1.5 PROXY CASES 48 3.2 COMPARISON GROUP AND CONTROLLING
FOR OBSERVED VARIABLES 49 3.2.1 COMPARISON GROUP BIAS 49 3.2.2 DIMENSION
AND SUPPORT PROBLEMS IN CONDITIONING 51 3.2.3 PARAMETRIC MODELS TO AVOID
DIMENSION AND SUPPORT PROBLEMS 53 3.2.4 TWO-STAGE METHOD FOR A
SEMI-LINEAR MODEL* 54 3.3 REGRESSION DISCONTINUITY DESIGN (RDD) AND
BEFORE-AFTER (BA) 56 3.3.1 PARAMETRIC REGRESSION DISCONTINUITY 56 3.3.2
SHARP NONPARAMETRIC REGRESSION DISCONTINUITY 58 3.3.3 FUZZY
NONPARAMETRIC REGRESSION DISCONTINUITY 61 3.3.4 BEFORE-AFTER (BA) 64 3.4
TREATMENT EFFECT ESTIMATOR WITH WEIGHTING* 65 3.4.1 EFFECT ON THE
UNTREATED 67 3.4.2 EFFECTS ON THE TREATED AND ON THE POPULATION 68 3.4.3
EFFICIENCY BOUNDS AND EFFICIENT ESTIMATORS 69 3.4.4 AN EMPIRICAL EXAMPLE
71 3.5 COMPLETE PAIRING WITH DOUBLE SUMS* 72 3.5.1 DISCRETE COVARIATES
72 3.5.2 CONTINUOUS OR MIXED (CONTINUOUS OR DISCRETE) COVARIATES 74
3.5.3 AN EMPIRICAL EXAMPLE 76 MATCHING 79 4.1 ESTIMATORS WITH MATCHING
80 4.1.1 EFFECTS ON THE TREATED 80 4.1.2 EFFECTS ON THE POPULATION 82
4.1.3 ESTIMATING ASYMPTOTIC VARIANCE 84 4.2 IMPLEMENTING MATCHING 85
4.2.1 DECISIONS TO MAKE IN MATCHING 85 4.2.2 EVALUATING MATCHING SUCCESS
88 4.2.3 EMPIRICAL EXAMPLES 90 4.3 PROPENSITY SCORE MATCHING 92 4.3.1
BALANCING OBSERVABLES WITH PROPENSITY SCORE 93 4.3.2 REMOVING OVERT BIAS
WITH PROPENSITY-SCORE 93 4.3.3 EMPIRICAL EXAMPLES 95 4.4 MATCHING FOR
HIDDEN BIAS 97 CONTENTS XI 4.5 DIFFERENCE IN DIFFERENCES (DD) 99 4.5.1
MIXTURE OF BEFORE-AFTER AND MATCHING 99 4.5.2 DD FOR POST-TREATMENT
TREATED IN NO-MOVER PANELS 100 4.5.3 DD WITH REPEATED CROSS-SECTIONS OR
PANELS WITH MOVERS 103 4.5.4 LINEAR MODELS FOR DD 105 4.5.5 ESTIMATION
OF DD 108 4.6 TRIPLE DIFFERENCES (TD)* 111 4.6.1 TD FOR QUALIFIED
POST-TREATMENT TREATED 112 4.6.2 LINEAR MODELS FOR TD 113 4.6.3 AN
EMPIRICAL EXAMPLE 115 DESIGN AND INSTRUMENT FOR HIDDEN BIAS 117 5.1
CONDITIONS FOR ZERO HIDDEN BIAS 117 5.2 MULTIPLE ORDERED TREATMENT
GROUPS 119 5.2.1 PARTIAL TREATMENT 119 5.2.2 REVERSE TREATMENT 122 5.3
MULTIPLE RESPONSES 123 5.4 MULTIPLE CONTROL GROUPS 125 5.5 INSTRUMENTAL
VARIABLE ESTIMATOR (IVE) 129 5.5.1 POTENTIAL TREATMENTS 129 5.5.2
SOURCES FOR INSTRUMENTS 131 5.5.3 RELATION TO REGRESSION DISCONTINUITY
DESIGN 134 5.6 WALD ESTIMATOR, IVE, AND COMPLIERS 136 5.6.1 WALD
ESTIMATOR UNDER CONSTANT EFFECTS 136 5.6.2 IVE FOR HETEROGENOUS EFFECTS
138 5.6.3 WALD ESTIMATOR AS EFFECT ON COMPLIERS 139 5.6.4 WEIGHTING
ESTIMATORS FOR COMPLIER EFFECTS* 142 OTHER APPROACHES FOR HIDDEN BIAS*
147 6.1 SENSITIVITY ANALYSIS 147 6.1.1 UNOBSERVED CONFOUNDER AFFECTING
TREATMENT 148 6.1.2 UNOBSERVED CONFOUNDER AFFECTING TREATMENT AND
RESPONSE 152 6.1.3 AVERAGE OF RATIOS OF BIASED TO TRUE EFFECTS 157 6.2
SELECTION CORRECTION METHODS 160 6.3 NONPARAMETRIC BOUNDING APPROACHES
163 6.4 CONTROLLING FOR POST-TREATMENT VARIABLES TO AVOID CONFOUNDER 167
MULTIPLE AND DYNAMIC TREATMENTS* 171 7.1 MULTIPLE TREATMENTS 171 7.1.1
PARAMETERS OF INTEREST 172 7.1.2 BALANCING SCORE AND PROPENSITY SCORE
MATCHING 174 7.2 TREATMENT DURATION EFFECTS WITH TIME-VARYING COVARIATES
177 XII CONTENTS 7.3 DYNAMIC TREATMENT EFFECTS WITH INTERIM OUTCOMES 181
7.3.1 MOTIVATION WITH TWO-PERIOD LINEAR MODELS 181 7.3.2 G ALGORITHM
UNDER NO UNOBSERVED CONFOUNDER 186 7.3.3 G ALGORITHM FOR THREE OR MORE
PERIODS 188 APPENDIX 191 A.I KERNEL NONPARAMETRIC REGRESSION 191 A.2
APPENDIX FOR CHAPTER 2 196 A.2.1 COMPARISON TO A PROBABILISTIC CAUSALITY
196 A.2.2 LEARNING ABOUT JOINT DISTRIBUTION FROM MARGINALS 198 A.3
APPENDIX FOR CHAPTER 3 201 A.3.1 DERIVATION FOR A SEMI-LINEAR MODEL 201
A.3.2 DERIVATION FOR WEIGHTING ESTIMATORS 202 A.4 APPENDIX FOR CHAPTER 4
204 A.4.1 NON-SEQUENTIAL MATCHING WITH NETWORK FLOW ALGORITHM 204 A.4.2
GREEDY NON-SEQUENTIAL MULTIPLE MATCHING 206 A.4.3 NONPARAMETRIC MATCHING
AND SUPPORT DISCREPANCY 209 A.5 APPENDIX FOR CHAPTER 5 214 A.5.1 SOME
REMARKS ON LATE 214 A.5.2 OUTCOME DISTRIBUTIONS FOR COMPILERS 216 A.5.3
MEDIAN TREATMENT EFFECT 219 A.6 APPENDIX FOR CHAPTER 6 221 A.6.1
CONTROLLING FOR AFFECTED COVARIATES IN A LINEAR MODEL 221 A.6.2
CONTROLLING FOR AFFECTED MEAN-SURROGATES 224 A.7 APPENDIX FOR CHAPTER 7
226 A. 7.1 REGRESSION MODELS FOR DISCRETE CARDINAL TREATMENTS 226 A.7.2
COMPLETE PAIRING FOR CENSORED RESPONSES 228 REFERENCES 233 INDEX 245
|
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| dewey-tens | 330 - Economics |
| discipline | Agrar-/Forst-/Ernährungs-/Haushaltswissenschaft / Gartenbau Wirtschaftswissenschaften |
| edition | 1. publ. |
| format | Book |
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| id | DE-604.BV019386363 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T19:59:06Z |
| institution | BVB |
| isbn | 9780199267699 0199267693 9780199267682 0199267685 |
| language | English |
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| physical | XIV, 248 S. graph. Darst. |
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| publisher | Oxford Univ. Press |
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| spelling | Lee, Myoung-jae 1958- Verfasser (DE-588)170928284 aut Micro-econometrics for policy, program, and treatment effects Myoung-Jae Lee 1. publ. Oxford [u.a.] Oxford Univ. Press 2005 XIV, 248 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Advanced texts in econometrics Mathematisches Modell Wirtschaftspolitik Ökonometrisches Modell Econometric models Econometrics Economic policy Mathematical models Multivariate analysis Ökonometrie (DE-588)4132280-0 gnd rswk-swf Ökonometrie (DE-588)4132280-0 s DE-604 SWB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=012849255&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Lee, Myoung-jae 1958- Micro-econometrics for policy, program, and treatment effects Mathematisches Modell Wirtschaftspolitik Ökonometrisches Modell Econometric models Econometrics Economic policy Mathematical models Multivariate analysis Ökonometrie (DE-588)4132280-0 gnd |
| subject_GND | (DE-588)4132280-0 |
| title | Micro-econometrics for policy, program, and treatment effects |
| title_auth | Micro-econometrics for policy, program, and treatment effects |
| title_exact_search | Micro-econometrics for policy, program, and treatment effects |
| title_full | Micro-econometrics for policy, program, and treatment effects Myoung-Jae Lee |
| title_fullStr | Micro-econometrics for policy, program, and treatment effects Myoung-Jae Lee |
| title_full_unstemmed | Micro-econometrics for policy, program, and treatment effects Myoung-Jae Lee |
| title_short | Micro-econometrics for policy, program, and treatment effects |
| title_sort | micro econometrics for policy program and treatment effects |
| topic | Mathematisches Modell Wirtschaftspolitik Ökonometrisches Modell Econometric models Econometrics Economic policy Mathematical models Multivariate analysis Ökonometrie (DE-588)4132280-0 gnd |
| topic_facet | Mathematisches Modell Wirtschaftspolitik Ökonometrisches Modell Econometric models Econometrics Economic policy Mathematical models Multivariate analysis Ökonometrie |
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