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2015, ISBN 9780521885881, xix, 625
Most questions in social and biomedical sciences are causal in nature: what would happen to individuals, or to groups, if part of their environment were... 
Inference | Research | Social sciences | Causation | Causal Models | Labor Market | Social Sciences | Probability | Scores | Research Methodology | Statistics | Experiments | Biomedicine | Statistical Inference | Statistical Distributions | Classification | Case Studies | Observation | Sampling | Statistical Analysis
Book
Journal of economic literature, ISSN 0022-0515, 2009, Volume 47, Issue 1, pp. 5 - 86
Journal Article
Journal of economic literature, ISSN 0022-0515, 2010, Volume 48, Issue 2, pp. 399 - 423
Journal Article
The Journal of economic perspectives, ISSN 0895-3309, 2017, Volume 31, Issue 2, pp. 3 - 32
Journal Article
The American economic review, ISSN 0002-8282, 2003, Volume 93, Issue 2, pp. 126 - 132
This paper extends the sensitivity analysis developed by Rosenbaum and Rubin (1983) and applies it to the evaluation of a job-training program previously... 
Maximum likelihood estimation | Observational research | Sensitivity analysis | Experimental data | Logical givens | Analytical estimating | Recent Advances in Econometric Methodology for Policy Analysis | Economic research | Observational studies | ECONOMICS | CAUSAL | TRAINING-PROGRAMS | Studies | Economic models | Statistical analysis
Journal Article
The Review of economic studies, ISSN 1467-937X, 2011, Volume 79, Issue 3, pp. 933 - 959
We investigate the choice of the bandwidth for the regression discontinuity estimator. We focus on estimation by local linear regression, which was shown to... 
Density estimation | Statistical variance | Estimation bias | Approximation | Linear regression | Setting | Polynomials | Estimators | Consistent estimators | Point estimators | Optimal bandwidth selection | Cross-validation | Regression discontinuity designs | Local linear regression | MATTER | DESIGN | C21 | C13 | C14 | ECONOMICS | LIFE
Journal Article
REVIEW OF ECONOMICS AND STATISTICS, ISSN 1530-9142, 05/2019, Volume 101, Issue 2, pp. 264 - 278
The increasing popularity of regression discontinuity methods for causal inference in observational studies has led to a proliferation of different estimating... 
MANIPULATION | CONFIDENCE-INTERVALS | NONPARAMETRIC-ESTIMATION | AVERAGE | ELECTIONS | ASSIGNMENT | SOCIAL SCIENCES, MATHEMATICAL METHODS | ECONOMICS | EDUCATION | INFERENCE | IDENTIFICATION | LINEAR-ESTIMATION | Uniforms | Economic models | Discontinuity | Observational research | Fitting | Popularity | Statistical inference | Regression analysis | Optimization
Journal Article
Proceedings of the National Academy of Sciences - PNAS, ISSN 1091-6490, 2016, Volume 113, Issue 27, pp. 7353 - 7360
Journal Article
Econometrica, ISSN 0012-9682, 2016, Volume 84, Issue 2, pp. 781 - 807
Journal Article
Journal of the American Statistical Association, ISSN 1537-274X, 2017, Volume 113, Issue 521, pp. 230 - 240
We study the calculation of exact p-values for a large class of nonsharp null hypotheses about treatment effects in a setting with data from experiments... 
Fisher exact p-values | Spillovers | Interactions | SUTVA | Randomization inference | TESTS | CAUSAL INFERENCE | STATISTICS & PROBABILITY | IDENTIFICATION | UNITS | Artificial | Null hypothesis | Hypotheses | Randomization | Experiments
Journal Article
The review of economics and statistics, ISSN 1530-9142, 2016, Volume 98, Issue 4, pp. 701 - 712
Abstract We study the properties of heteroskedasticity-robust confidence intervals for regression parameters. We show that confidence intervals based on a... 
ARTICLES | VARIANCES | SOCIAL SCIENCES, MATHEMATICAL METHODS | COVARIANCE-MATRIX ESTIMATOR | ECONOMICS | WILD BOOTSTRAP | INFERENCE | LINEAR-MODELS | HETEROSKEDASTICITY | Evaluation | Regression analysis
Journal Article
The Journal of human resources, ISSN 1548-8004, 2015, Volume 50, Issue 2, pp. 373 - 419
There is a large theoretical literature on methods for estinzating causal effects under unconfoundedness, exogeneity, or selection-on-observables type... 
Inference | Econometric models | Estimation theory | Causation | PROPENSITY-SCORE | REMOVE BIAS | SUBCLASSIFICATION | SAMPLE PROPERTIES | ESTIMATORS | EARNINGS | REGRESSION ADJUSTMENT | ECONOMICS | VARIANCE | INDUSTRIAL RELATIONS & LABOR | TRAINING-PROGRAMS
Journal Article
Econometrica, ISSN 0012-9682, 2008, Volume 76, Issue 6, pp. 1537 - 1557
Journal Article
Journal of econometrics, ISSN 0304-4076, 2008, Volume 142, Issue 2, pp. 615 - 635
In regression discontinuity (RD) designs for evaluating causal effects of interventions, assignment to a treatment is determined at least partly by the value... 
Treatment effects | Nonparametric estimation | Regression discontinuity | treatment effects | ACHIEVEMENT | MATTER | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | nonparametric estimation | regression discontinuity | SOCIAL SCIENCES, MATHEMATICAL METHODS | SCHOOLS | ECONOMICS | EDUCATION | IDENTIFICATION | Economics | Analysis | Regression analysis
Journal Article
STATA JOURNAL, ISSN 1536-867X, 08/2004, Volume 4, Issue 3, pp. 290 - 311
This paper presents an implementation of matching estimators for average treatment effects in Stata. The nnmatch command allows you to estimate the average... 
average treatment effects | exogeneity | ignorability | nnmatch | unconfoundedness | STATISTICS & PROBABILITY | SOCIAL SCIENCES, MATHEMATICAL METHODS | st0072 | matching
Journal Article
Journal of business & economic statistics, ISSN 1537-2707, 2011, Volume 29, Issue 1, pp. 1 - 11
Journal Article