Appendix of Sources |
|
xi | |
Editor's Introduction: Data Inference in Observational Settings |
|
xxi | |
|
|
|
|
A Causal Inference from Observational Data |
|
|
|
1 Estimating Causal Effects of Treatments in Randomized and Nonrandomized Studies |
|
|
3 | (20) |
|
|
2 Statistics and Causal Inference |
|
|
23 | (36) |
|
|
3 Misunderstandings between Experimentalists and Observationalists about Causal Inference |
|
|
59 | (28) |
|
|
|
|
4 The Estimation of Causal Effects from Observational Data |
|
|
87 | (46) |
|
|
|
5 Causal Inference in Sociological Research |
|
|
133 | (38) |
|
|
B Potential Outcomes and Counterfactuals |
|
|
|
6 On the Application of Probability Theory to Agricultural Experiments: Essay on Principles - Section 9 |
|
|
171 | (14) |
|
|
7 Comment: Neyman (1923) and Causal Inference in Experiments and Observational Studies |
|
|
185 | (16) |
|
|
8 Causal Inference Using Potential Outcomes: Design, Modeling, Decisions |
|
|
201 | (22) |
|
|
9 Counterfactuals and Hypothesis Testing in Political Science |
|
|
223 | (26) |
|
|
10 Does Marriage Reduce Crime? A Counterfactual Approach to Within-Individual Causal Effects |
|
|
249 | (40) |
|
|
|
|
C Programme and Policy Evaluation |
|
|
|
11 Reforms as Experiments |
|
|
289 | (34) |
|
|
12 Evaluating the Econometric Evaluations of Training Programs with Experimental Data |
|
|
323 | (22) |
|
|
13 Choosing among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training |
|
|
345 | (26) |
|
|
|
14 Estimating the Effects of Potential Public Health Interventions on Population Disease Burden: A Step-by-Step Illustration of Causal Inference Methods |
|
|
371 | (16) |
|
|
|
|
15 The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics |
|
|
387 | |
|
|
|
Volume II Analytical Techniques |
|
|
|
|
|
16 The Effectiveness of Adjustment by Subclassification in Removing Bias in Observational Studies |
|
|
3 | (16) |
|
|
17 Reducing Bias in Observational Studies Using Subclassification on the Propensity Score |
|
|
19 | (16) |
|
|
|
18 Matching with Multiple Controls to Estimate Treatment Effects in Observational Studies |
|
|
35 | (24) |
|
|
19 Matching Estimators of Causal Effects: Prospects and Pitfalls in Theory and Practice |
|
|
59 | (50) |
|
|
|
20 Matching Methods for Causal Inference: A Review and a Look Forward |
|
|
109 | (38) |
|
|
|
|
21 The Central Role of the Propensity Score in Observational Studies for Causal Effects |
|
|
147 | (18) |
|
|
|
22 Propensity Score-Matching Methods for Nonexperimental Causal Studies |
|
|
165 | (24) |
|
|
|
23 Too Much Ado about Propensity Score Models? Comparing Methods of Propensity Score Matching |
|
|
189 | (16) |
|
|
24 A Comparison of the Ability of Different Propensity Score Models to Balance Measured Variables between Treated and Untreated Subjects: A Monte Carlo Study |
|
|
205 | (22) |
|
|
|
|
25 Selection Bias in Web Surveys and the Use of Propensity Scores |
|
|
227 | (26) |
|
|
|
|
|
|
|
26 Correlation and Causation |
|
|
253 | (32) |
|
|
27 Structural Equation Methods in the Social Sciences |
|
|
285 | (26) |
|
|
28 Causal Diagrams for Empirical Research |
|
|
311 | (24) |
|
|
29 From Causal Diagrams to Birth Weight-Specific Curves of Infant Mortality |
|
|
335 | (8) |
|
|
|
|
|
30 Neighborhood Effects in Temporal Perspective: The Impact of Long-term Exposure to Concentrated Disadvantage on High School Graduation |
|
|
343 | |
|
|
|
|
Volume III Temporal Relations |
|
|
|
|
|
31 Causal Inference from Panel Data |
|
|
3 | (24) |
|
|
32 Using Panel Data to Estimate the Effects of Events |
|
|
27 | (20) |
|
|
33 The Impact of Incarceration on Wage Mobility and Inequality |
|
|
47 | (26) |
|
|
34 Panel Models in Sociological Research: Theory into Practice |
|
|
73 | |
|
|
35 Correlation or Causation? Income Inequality and Infant Mortality in Fixed Effects Models in the Period 1960--2008 in 34 OECD Countries |
|
|
111 | (18) |
|
|
|
|
36 Sibling Models and Data in Economics: Beginnings of a Survey |
|
|
129 | (26) |
|
|
37 Fraternal Resemblance in Educational Attainment and Occupational Status |
|
|
155 | (22) |
|
|
|
38 Is Biology Destiny? Birth Weight and Life Chances |
|
|
177 | (12) |
|
|
|
39 Schooling or Social Origin? The Bias in the Effect of Educational Attainment on Social Orientations |
|
|
189 | (22) |
|
|
|
40 Social Science Methods for Twins Data: Integrating Causality, Endowments, and Heritability |
|
|
211 | (66) |
|
|
|
|
|
|
41 Problems with Instrumental Variables Estimation When the Correlation between the Instruments and the Endogenous Explanatory Variable Is Weak |
|
|
277 | (18) |
|
|
|
|
42 Identification of Causal Effects Using Instrumental Variables |
|
|
295 | (24) |
|
|
|
|
43 The Colonial Origins of Comparative Development: An Empirical Investigation |
|
|
319 | (44) |
|
|
|
|
44 A Genetic Instrumental Variables Analysis of the Effects of Prenatal Smoking on Birth Weight: Evidence from Two Samples |
|
|
363 | (30) |
|
|
|
|
|
|
|
|
45 Instrumental Variables in Sociology and the Social Sciences |
|
|
393 | |
|
|
Volume IV Experimental Analogues |
|
|
|
J The Experimental Paradigm |
|
|
|
46 Causal Inference from Randomized Trials in Social Epidemiology |
|
|
3 | (22) |
|
|
|
|
47 What Do Randomized Studies of Housing Mobility Demonstrate?: Causal Inference in the Face of Interference |
|
|
25 | (20) |
|
|
48 Three Conditions under Which Experiments and Observational Studies Produce Comparable Causal Estimates: New Findings from Within-Study Comparisons |
|
|
45 | (34) |
|
|
|
|
49 The Impact of Elections on Cooperation: Evidence from a Lab-in-the-Field Experiment in Uganda |
|
|
79 | (34) |
|
|
|
50 Neighborhood Effects on the Long-term Well-being of Low-Income Adults |
|
|
113 | (16) |
|
|
|
|
|
|
|
|
K Regression Discontinuity |
|
|
|
51 Regression-Discontinuity Analysis: An Alternative to the Ex Post Facto Experiment |
|
|
129 | (10) |
|
|
|
52 Assignment to Treatment Group on the Basis of a Covariate |
|
|
139 | (18) |
|
|
53 Capitalizing on Nonrandom Assignment to Treatments: A Regression-Discontinuity Evaluation of a Crime-Control Program |
|
|
157 | (14) |
|
|
|
54 Identification and Estimation of Local Average Treatment Effects |
|
|
171 | (10) |
|
|
|
55 An Evaluation of California's Inmate Classification System Using a Generalized Regression Discontinuity Design |
|
|
181 | (20) |
|
|
|
L Quasi-Experiments and Natural Experiments |
|
|
|
56 Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania |
|
|
201 | (28) |
|
|
|
57 Natural and Quasi-Experiments in Economics |
|
|
229 | (24) |
|
|
58 How Much Should We Trust Differences-in-Differences Estimates? |
|
|
253 | (24) |
|
|
|
|
59 A Natural Experiment on Residential Change and Recidivism: Lessons from Hurricane Katrina |
|
|
277 | (30) |
|
|
60 Effects of Prenatal Poverty on Infant Health: State Earned Income Tax Credits and Birth Weight |
|
|
307 | |
|
|
|