Identification and Estimation of Local Average Treatment Effects
From MaRDI portal
Publication:4290978
DOI10.2307/2951620zbMath0800.90648OpenAlexW2104780889WikidataQ60043289 ScholiaQ60043289MaRDI QIDQ4290978
Guido W. Imbens, Joshua D. Angrist
Publication date: 5 May 1994
Published in: Econometrica (Search for Journal in Brave)
Full work available at URL: http://www.nber.org/papers/t0118.pdf
Related Items
What are the Most Important Statistical Ideas of the Past 50 Years? ⋮ The Landscape of Causal Inference: Perspective From Citation Network Analysis ⋮ Varying Coefficient Models Revisited: An Econometric View ⋮ Bounds on Causal Effects in Three-Arm Trials With Non-Compliance ⋮ Inference for the Effect of Treatment on Survival Probability in Randomized Trials with Noncompliance and Administrative Censoring ⋮ Ensemble and calibration multiply robust estimation for quantile treatment effect ⋮ Predicting Treatment Effect from Surrogate Endpoints and Historical Trials: An Extrapolation Involving Probabilities of a Binary Outcome or Survival to a Specific Time ⋮ Estimation, Learning and Parameters of Interest in a Multiple Outcome Selection Model ⋮ IDENTIFICATION OF REGRESSION MODELS WITH A MISCLASSIFIED AND ENDOGENOUS BINARY REGRESSOR ⋮ Econometric Causality ⋮ A Simple and Efficient Estimation of Average Treatment Effects in Models with Unmeasured Confounders ⋮ An Equation for the Identification of Average Causal Effect in Nonlinear Models ⋮ On Semiparametric Instrumental Variable Estimation of Average Treatment Effects through Data Fusion ⋮ Semiparametric Estimation and Inference for Distributional and General Treatment Effects ⋮ THE 2013 LAWRENCE R. KLEIN LECTURE: BEHAVIORAL AND DESCRIPTIVE FORMS OF CHOICE MODELS† ⋮ Treatment Effects: A Bayesian Perspective ⋮ Identification and Identification Failure for Treatment Effects Using Structural Systems ⋮ Identification of Treatment Effects on the Treated with One-Sided Non-Compliance ⋮ Treatment Evaluation With Selective Participation and Ineligibles ⋮ Latent complementarity in bundles models ⋮ Complier and monotonicity for fuzzy multi-score regression discontinuity with partial effects ⋮ Treatment effect models with strategic interaction in treatment decisions ⋮ Causal inference: Critical developments, past and future ⋮ A Review of Spatial Causal Inference Methods for Environmental and Epidemiological Applications ⋮ Estimating causal effects of community health financing via principal stratification ⋮ Inference under covariate-adaptive randomization with imperfect compliance ⋮ Instrument validity for heterogeneous causal effects ⋮ Weighted estimators of the complier average causal effect on restricted mean survival time with observed instrument–outcome confounders ⋮ Estimation of treatment effects in nonlinear models with unobserved confounding ⋮ Nonparametric identification and estimation of the extended Roy model ⋮ Inference on individual treatment effects in nonseparable triangular models ⋮ Classical \(p\)-values and the Bayesian posterior probability that the hypothesis is approximately true ⋮ Testing rank similarity in the local average treatment effects model ⋮ A GENERAL DOUBLE ROBUSTNESS RESULT FOR ESTIMATING AVERAGE TREATMENT EFFECTS ⋮ TESTING FOR UNOBSERVED HETEROGENEOUS TREATMENT EFFECTS WITH OBSERVATIONAL DATA ⋮ Endogenous treatment effect for any response conditional on control propensity score ⋮ Estimation of treatment effects under endogenous heteroskedasticity ⋮ Identifying treatment effects in the presence of confounded types ⋮ Identifying marginal treatment effects in the presence of sample selection ⋮ Identification and estimation of triangular models with a binary treatment ⋮ Multiple treatments with strategic substitutes ⋮ Making a NARCO: Childhood Exposure to Illegal Labor Markets and Criminal Life Paths ⋮ Unnamed Item ⋮ Bounding program benefits when participation is misreported ⋮ Identification of multi-valued treatment effects with unobserved heterogeneity ⋮ Endogeneity in weakly separable models without monotonicity ⋮ Sharp bounds in the latent index selection model ⋮ A computational approach to identification of treatment effects for policy evaluation ⋮ Testing and relaxing the exclusion restriction in the control function approach ⋮ One instrument to rule them all: the bias and coverage of just-ID IV ⋮ Instrumental variable estimation with first-stage heterogeneity ⋮ Irregular identification of structural models with nonparametric unobserved heterogeneity ⋮ A General Method for Deriving Tight Symbolic Bounds on Causal Effects ⋮ INSTRUMENTAL VARIABLES METHODS WITH HETEROGENEITY AND MISMEASURED INSTRUMENTS ⋮ Identification and Inference for Marginal Average Treatment Effect on the Treated with an Instrumental Variable ⋮ Heterogeneous treatment effects with mismeasured endogenous treatment ⋮ Identification of causal effects on binary outcomes using structural mean models ⋮ Methods for clustered encouragement design studies with noncompliance and missing data ⋮ Estimation of Heterogeneous Individual Treatment Effects With Endogenous Treatments ⋮ Instrumental Variable Estimators for Binary Outcomes ⋮ Evaluating the Effect of Training on Wages in the Presence of Noncompliance, Nonemployment, and Missing Outcome Data ⋮ Estimating treatment effects from randomized clinical trials with noncompliance and loss to follow-up: the role of instrumental variable methods ⋮ CAUSAL ANALYSIS AFTER HAAVELMO ⋮ Treatment Evaluation in the Presence of Sample Selection ⋮ Estimating treatment effects from randomized clinical trials with noncompliance and loss to follow-up: the role of instrumental variable methods ⋮ Dynamic treatment effects ⋮ PARTIAL IDENTIFICATION OF NONSEPARABLE MODELS USING BINARY INSTRUMENTS ⋮ Partial Identification of the Average Treatment Effect Using Instrumental Variables: Review of Methods for Binary Instruments, Treatments, and Outcomes ⋮ Estimation and Inference for the Causal Effect of Receiving Treatment on a Multinomial Outcome ⋮ The Relation of Different Concepts of Causality Used in Time Series and Microeconometrics ⋮ Treatment Evaluation With Multiple Outcome Periods Under Endogeneity and Attrition ⋮ Estimating the causal effects in randomized trials for survival data with a cure fraction and non compliance ⋮ MEASURING THE IMPACT OF FINANCIAL INTERMEDIATION: LINKING CONTRACT THEORY TO ECONOMETRIC POLICY EVALUATION ⋮ Causal inference for recurrent events data with all-or-none compliance ⋮ Approaches to the Estimation of the Local Average Treatment Effect in a Regression Discontinuity Design ⋮ Robust Causal Inference with Continuous Instruments Using the Local Instrumental Variable Curve ⋮ A Semiparametric Instrumental Variable Approach to Optimal Treatment Regimes Under Endogeneity ⋮ Optimal Individualized Decision Rules Using Instrumental Variable Methods ⋮ INSTRUMENTAL VARIABLE QUANTILE REGRESSION WITH MISCLASSIFICATION ⋮ Using Secondary Outcomes to Sharpen Inference in Randomized Experiments With Noncompliance ⋮ Inference on local average treatment effects for misclassified treatment ⋮ Estimation and inference for distribution and quantile functions in endogenous treatment effect models ⋮ An Odd Couple: Monotone Instrumental Variables and Binary Treatments ⋮ Modeling heterogeneous treatment effects in the presence of endogeneity ⋮ The Analysis of Survey Data with Framing Effects ⋮ Relaxing Monotonicity in Endogenous Selection Models and Application to Surveys ⋮ Statistics and causal inference: A review. (With discussion) ⋮ On the shape of posterior densities and credible sets in instrumental variable regression models with reduced rank: an application of flexible sampling methods using neural networks ⋮ Testing for monotonicity in unobservables under unconfoundedness ⋮ Endogenous selection or treatment model estimation ⋮ Relaxing conditions for local average treatment effect in fuzzy regression discontinuity ⋮ Fixed effects instrumental variables estimation in correlated random coefficient panel data models ⋮ Regression discontinuity designs: a guide to practice ⋮ ``Waiting for life to arrive: a history of the regression-discontinuity design in psychology, statistics and economics ⋮ Manipulation of the running variable in the regression discontinuity design: a density test ⋮ Ineligibles and eligible non-participants as a double comparison group in regression-discontinuity designs ⋮ Breaking the link between poverty and low student achievement: an evaluation of Title I ⋮ The work disincentive effects of the disability insurance program in the 1990s ⋮ Instrumental quantile regression inference for structural and treatment effect models ⋮ Analysis of treatment response data from eligibility designs ⋮ Heterogeneous impacts in PROGRESA ⋮ Evaluating the effectiveness of Washington state repeated job search services on the employment rate of prime-age female welfare recipients ⋮ Panel data methods for fractional response variables with an application to test pass rates ⋮ Bounding the local average treatment effect in an instrumental variable analysis of engagement with a mobile intervention ⋮ Posterior predictive \(p\)-values with Fisher randomization tests in noncompliance settings: test statistics vs discrepancy measures ⋮ Estimating distributions of potential outcomes using local instrumental variables with an application to changes in college enrollment and wage inequality ⋮ Heterogeneous treatment effects: instrumental variables without monotonicity? ⋮ Identifying the average treatment effect in ordered treatment models without unconfoundedness ⋮ On the implications of essential heterogeneity for estimating causal impacts using social experiments ⋮ How strong is strong enough? Strengthening instruments through matching and weak instrument tests ⋮ A control function approach to estimating switching regression models with endogenous explanatory variables and endogenous switching ⋮ The marginal cost-effectiveness of medical technology: A panel instrumental-variables approach ⋮ Efficient estimation in models with independence restrictions ⋮ Errors and monotonicity in judicial decision-making ⋮ The microeconometric estimation of treatment effects -- an overview ⋮ Missing data, imputation, and endogeneity ⋮ Regression discontinuity design with continuous measurement error in the running variable ⋮ Linear model IV estimation when instruments are many or weak ⋮ Regression discontinuity with errors in the running variable: effect on truthful margin ⋮ Bounds on ATE with discrete outcomes ⋮ Regression discontinuity: review with extensions ⋮ Some recent developments in modeling quantile treatment effects ⋮ Assumptions of IV methods for observational epidemiology ⋮ A cautionary note on tests of overidentifying restrictions ⋮ Instrumental variable estimation with a stochastic monotonicity assumption ⋮ A practical comparison of the bivariate probit and linear IV estimators ⋮ Analysis of treatment response data without the joint distribution of potential outcomes ⋮ A structural analysis of the correlated random coefficient wage regression model ⋮ Sharp instruments for classifying compliers and generalizing causal effects ⋮ A generalized approach to power analysis for local average treatment effects ⋮ Comment: Invariance and causal inference ⋮ Are private schools better than public schools? Appraisal for Ireland by methods for observational studies ⋮ The potential for bias in principal causal effect estimation when treatment received depends on a key covariate ⋮ Inverse probability weighted estimation of local average treatment effects: a higher order MSE expansion ⋮ A flexible parametric approach for estimating switching regime models and treatment effect parameters ⋮ Misreported schooling, multiple measures and returns to educational qualifications ⋮ Optimal linear instrumental variables approximations ⋮ Generalized random forests ⋮ Regression discontinuity designs with unknown discontinuity points: testing and estimation ⋮ ArCo: an artificial counterfactual approach for high-dimensional panel time-series data ⋮ Identification in nonparametric models for dynamic treatment effects ⋮ The identification region of the potential outcome distributions under instrument independence ⋮ Difference-in-differences with variation in treatment timing ⋮ Minimum distance approach to inference with many instruments ⋮ Treatment effect bounds: an application to Swan-Ganz catheterization ⋮ Nonparametric identification in nonseparable panel data models with generalized fixed effects ⋮ Quantile treatment effects in the regression discontinuity design ⋮ Matching and semi-parametric IV estimation, a distance-based measure of migration, and the wages of young men ⋮ Structural vs. atheoretic approaches to econometrics ⋮ Comparing IV with structural models: what simple IV can and cannot identify ⋮ Maternal employment, migration, and child development ⋮ Accounting for heterogeneous returns in sequential schooling decisions ⋮ A closed-form estimator for quantile treatment effects with endogeneity ⋮ On the structure of IV estimands ⋮ Testing Endogeneity with High Dimensional Covariates ⋮ Nonparametric IV estimation of local average treatment effects with covariates ⋮ Weak convergence of local quantile treatment effect processes ⋮ Average treatment effects in the presence of unknown interference ⋮ Causal inference: a missing data perspective ⋮ Testing the correlated random coefficient model ⋮ Semiparametric bounds on treatment effects ⋮ Bayesian inference in a correlated random coefficients model: modeling causal effect heterogeneity with an application to heterogeneous returns to schooling ⋮ Local indirect least squares and average marginal effects in nonseparable structural systems ⋮ Treatment effects in sample selection models and their nonparametric estimation ⋮ Evidence of randomisation bias in a large-scale social experiment: the case of ERA ⋮ Modeling heterogeneity: a praise for varying-coefficient models in causal analysis ⋮ Bayesian inference for causal effects in randomized experiments with noncompliance ⋮ Quasi-experimental and experimental approaches to environmental economics ⋮ A causal proportional hazards estimator under homogeneous or heterogeneous selection in an IV setting ⋮ Local average and quantile treatment effects under endogeneity: a review ⋮ Instrumental variable estimation of early treatment effect in randomized screening trials ⋮ Identification problems and decisions under ambiguity: Empirical analysis of treatment response and normative analysis of treatment choice ⋮ Two-sample instrumental variable analyses using heterogeneous samples ⋮ Instrumental variables and the sign of the average treatment effect ⋮ The relationship between treatment parameters within a latent variable framework ⋮ Instrumental variables: an econometrician's perspective ⋮ Instrumental variables before and LATEr ⋮ A conversation with Donald B. Rubin ⋮ Nonparametric bounds and sensitivity analysis of treatment effects ⋮ Estimating structural mean models with multiple instrumental variables using the generalised method of moments ⋮ Semiparametric instrumental variable estimation of treatment response models. ⋮ Instrumental variables estimators of nonparametric models with discrete endogenous regressors ⋮ Evaluating the causal effect of university grants on student dropout: evidence from a regression discontinuity design using principal stratification ⋮ Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs ⋮ The benefits of prenatal care: evidence from the PAT bus strike ⋮ Predicting the efficacy of future training programs using past experiences at other locations
This page was built for publication: Identification and Estimation of Local Average Treatment Effects