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 AnalysisVarying Coefficient Models Revisited: An Econometric ViewBounds on Causal Effects in Three-Arm Trials With Non-ComplianceInference for the Effect of Treatment on Survival Probability in Randomized Trials with Noncompliance and Administrative CensoringEnsemble and calibration multiply robust estimation for quantile treatment effectPredicting Treatment Effect from Surrogate Endpoints and Historical Trials: An Extrapolation Involving Probabilities of a Binary Outcome or Survival to a Specific TimeEstimation, Learning and Parameters of Interest in a Multiple Outcome Selection ModelIDENTIFICATION OF REGRESSION MODELS WITH A MISCLASSIFIED AND ENDOGENOUS BINARY REGRESSOREconometric CausalityA Simple and Efficient Estimation of Average Treatment Effects in Models with Unmeasured ConfoundersAn Equation for the Identification of Average Causal Effect in Nonlinear ModelsOn Semiparametric Instrumental Variable Estimation of Average Treatment Effects through Data FusionSemiparametric Estimation and Inference for Distributional and General Treatment EffectsTHE 2013 LAWRENCE R. KLEIN LECTURE: BEHAVIORAL AND DESCRIPTIVE FORMS OF CHOICE MODELS†Treatment Effects: A Bayesian PerspectiveIdentification and Identification Failure for Treatment Effects Using Structural SystemsIdentification of Treatment Effects on the Treated with One-Sided Non-ComplianceTreatment Evaluation With Selective Participation and IneligiblesLatent complementarity in bundles modelsComplier and monotonicity for fuzzy multi-score regression discontinuity with partial effectsTreatment effect models with strategic interaction in treatment decisionsCausal inference: Critical developments, past and futureA Review of Spatial Causal Inference Methods for Environmental and Epidemiological ApplicationsEstimating causal effects of community health financing via principal stratificationInference under covariate-adaptive randomization with imperfect complianceInstrument validity for heterogeneous causal effectsWeighted estimators of the complier average causal effect on restricted mean survival time with observed instrument–outcome confoundersEstimation of treatment effects in nonlinear models with unobserved confoundingNonparametric identification and estimation of the extended Roy modelInference on individual treatment effects in nonseparable triangular modelsClassical \(p\)-values and the Bayesian posterior probability that the hypothesis is approximately trueTesting rank similarity in the local average treatment effects modelA GENERAL DOUBLE ROBUSTNESS RESULT FOR ESTIMATING AVERAGE TREATMENT EFFECTSTESTING FOR UNOBSERVED HETEROGENEOUS TREATMENT EFFECTS WITH OBSERVATIONAL DATAEndogenous treatment effect for any response conditional on control propensity scoreEstimation of treatment effects under endogenous heteroskedasticityIdentifying treatment effects in the presence of confounded typesIdentifying marginal treatment effects in the presence of sample selectionIdentification and estimation of triangular models with a binary treatmentMultiple treatments with strategic substitutesMaking a NARCO: Childhood Exposure to Illegal Labor Markets and Criminal Life PathsUnnamed ItemBounding program benefits when participation is misreportedIdentification of multi-valued treatment effects with unobserved heterogeneityEndogeneity in weakly separable models without monotonicitySharp bounds in the latent index selection modelA computational approach to identification of treatment effects for policy evaluationTesting and relaxing the exclusion restriction in the control function approachOne instrument to rule them all: the bias and coverage of just-ID IVInstrumental variable estimation with first-stage heterogeneityIrregular identification of structural models with nonparametric unobserved heterogeneityA General Method for Deriving Tight Symbolic Bounds on Causal EffectsINSTRUMENTAL VARIABLES METHODS WITH HETEROGENEITY AND MISMEASURED INSTRUMENTSIdentification and Inference for Marginal Average Treatment Effect on the Treated with an Instrumental VariableHeterogeneous treatment effects with mismeasured endogenous treatmentIdentification of causal effects on binary outcomes using structural mean modelsMethods for clustered encouragement design studies with noncompliance and missing dataEstimation of Heterogeneous Individual Treatment Effects With Endogenous TreatmentsInstrumental Variable Estimators for Binary OutcomesEvaluating the Effect of Training on Wages in the Presence of Noncompliance, Nonemployment, and Missing Outcome DataEstimating treatment effects from randomized clinical trials with noncompliance and loss to follow-up: the role of instrumental variable methodsCAUSAL ANALYSIS AFTER HAAVELMOTreatment Evaluation in the Presence of Sample SelectionEstimating treatment effects from randomized clinical trials with noncompliance and loss to follow-up: the role of instrumental variable methodsDynamic treatment effectsPARTIAL IDENTIFICATION OF NONSEPARABLE MODELS USING BINARY INSTRUMENTSPartial Identification of the Average Treatment Effect Using Instrumental Variables: Review of Methods for Binary Instruments, Treatments, and OutcomesEstimation and Inference for the Causal Effect of Receiving Treatment on a Multinomial OutcomeThe Relation of Different Concepts of Causality Used in Time Series and MicroeconometricsTreatment Evaluation With Multiple Outcome Periods Under Endogeneity and AttritionEstimating the causal effects in randomized trials for survival data with a cure fraction and non complianceMEASURING THE IMPACT OF FINANCIAL INTERMEDIATION: LINKING CONTRACT THEORY TO ECONOMETRIC POLICY EVALUATIONCausal inference for recurrent events data with all-or-none complianceApproaches to the Estimation of the Local Average Treatment Effect in a Regression Discontinuity DesignRobust Causal Inference with Continuous Instruments Using the Local Instrumental Variable CurveA Semiparametric Instrumental Variable Approach to Optimal Treatment Regimes Under EndogeneityOptimal Individualized Decision Rules Using Instrumental Variable MethodsINSTRUMENTAL VARIABLE QUANTILE REGRESSION WITH MISCLASSIFICATIONUsing Secondary Outcomes to Sharpen Inference in Randomized Experiments With NoncomplianceInference on local average treatment effects for misclassified treatmentEstimation and inference for distribution and quantile functions in endogenous treatment effect modelsAn Odd Couple: Monotone Instrumental Variables and Binary TreatmentsModeling heterogeneous treatment effects in the presence of endogeneityThe Analysis of Survey Data with Framing EffectsRelaxing Monotonicity in Endogenous Selection Models and Application to SurveysStatistics 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 networksTesting for monotonicity in unobservables under unconfoundednessEndogenous selection or treatment model estimationRelaxing conditions for local average treatment effect in fuzzy regression discontinuityFixed effects instrumental variables estimation in correlated random coefficient panel data modelsRegression discontinuity designs: a guide to practice``Waiting for life to arrive: a history of the regression-discontinuity design in psychology, statistics and economicsManipulation of the running variable in the regression discontinuity design: a density testIneligibles and eligible non-participants as a double comparison group in regression-discontinuity designsBreaking the link between poverty and low student achievement: an evaluation of Title IThe work disincentive effects of the disability insurance program in the 1990sInstrumental quantile regression inference for structural and treatment effect modelsAnalysis of treatment response data from eligibility designsHeterogeneous impacts in PROGRESAEvaluating the effectiveness of Washington state repeated job search services on the employment rate of prime-age female welfare recipientsPanel data methods for fractional response variables with an application to test pass ratesBounding the local average treatment effect in an instrumental variable analysis of engagement with a mobile interventionPosterior predictive \(p\)-values with Fisher randomization tests in noncompliance settings: test statistics vs discrepancy measuresEstimating distributions of potential outcomes using local instrumental variables with an application to changes in college enrollment and wage inequalityHeterogeneous treatment effects: instrumental variables without monotonicity?Identifying the average treatment effect in ordered treatment models without unconfoundednessOn the implications of essential heterogeneity for estimating causal impacts using social experimentsHow strong is strong enough? Strengthening instruments through matching and weak instrument testsA control function approach to estimating switching regression models with endogenous explanatory variables and endogenous switchingThe marginal cost-effectiveness of medical technology: A panel instrumental-variables approachEfficient estimation in models with independence restrictionsErrors and monotonicity in judicial decision-makingThe microeconometric estimation of treatment effects -- an overviewMissing data, imputation, and endogeneityRegression discontinuity design with continuous measurement error in the running variableLinear model IV estimation when instruments are many or weakRegression discontinuity with errors in the running variable: effect on truthful marginBounds on ATE with discrete outcomesRegression discontinuity: review with extensionsSome recent developments in modeling quantile treatment effectsAssumptions of IV methods for observational epidemiologyA cautionary note on tests of overidentifying restrictionsInstrumental variable estimation with a stochastic monotonicity assumptionA practical comparison of the bivariate probit and linear IV estimatorsAnalysis of treatment response data without the joint distribution of potential outcomesA structural analysis of the correlated random coefficient wage regression modelSharp instruments for classifying compliers and generalizing causal effectsA generalized approach to power analysis for local average treatment effectsComment: Invariance and causal inferenceAre private schools better than public schools? Appraisal for Ireland by methods for observational studiesThe potential for bias in principal causal effect estimation when treatment received depends on a key covariateInverse probability weighted estimation of local average treatment effects: a higher order MSE expansionA flexible parametric approach for estimating switching regime models and treatment effect parametersMisreported schooling, multiple measures and returns to educational qualificationsOptimal linear instrumental variables approximationsGeneralized random forestsRegression discontinuity designs with unknown discontinuity points: testing and estimationArCo: an artificial counterfactual approach for high-dimensional panel time-series dataIdentification in nonparametric models for dynamic treatment effectsThe identification region of the potential outcome distributions under instrument independenceDifference-in-differences with variation in treatment timingMinimum distance approach to inference with many instrumentsTreatment effect bounds: an application to Swan-Ganz catheterizationNonparametric identification in nonseparable panel data models with generalized fixed effectsQuantile treatment effects in the regression discontinuity designMatching and semi-parametric IV estimation, a distance-based measure of migration, and the wages of young menStructural vs. atheoretic approaches to econometricsComparing IV with structural models: what simple IV can and cannot identifyMaternal employment, migration, and child developmentAccounting for heterogeneous returns in sequential schooling decisionsA closed-form estimator for quantile treatment effects with endogeneityOn the structure of IV estimandsTesting Endogeneity with High Dimensional CovariatesNonparametric IV estimation of local average treatment effects with covariatesWeak convergence of local quantile treatment effect processesAverage treatment effects in the presence of unknown interferenceCausal inference: a missing data perspectiveTesting the correlated random coefficient modelSemiparametric bounds on treatment effectsBayesian inference in a correlated random coefficients model: modeling causal effect heterogeneity with an application to heterogeneous returns to schoolingLocal indirect least squares and average marginal effects in nonseparable structural systemsTreatment effects in sample selection models and their nonparametric estimationEvidence of randomisation bias in a large-scale social experiment: the case of ERAModeling heterogeneity: a praise for varying-coefficient models in causal analysisBayesian inference for causal effects in randomized experiments with noncomplianceQuasi-experimental and experimental approaches to environmental economicsA causal proportional hazards estimator under homogeneous or heterogeneous selection in an IV settingLocal average and quantile treatment effects under endogeneity: a reviewInstrumental variable estimation of early treatment effect in randomized screening trialsIdentification problems and decisions under ambiguity: Empirical analysis of treatment response and normative analysis of treatment choiceTwo-sample instrumental variable analyses using heterogeneous samplesInstrumental variables and the sign of the average treatment effectThe relationship between treatment parameters within a latent variable frameworkInstrumental variables: an econometrician's perspectiveInstrumental variables before and LATErA conversation with Donald B. RubinNonparametric bounds and sensitivity analysis of treatment effectsEstimating structural mean models with multiple instrumental variables using the generalised method of momentsSemiparametric instrumental variable estimation of treatment response models.Instrumental variables estimators of nonparametric models with discrete endogenous regressorsEvaluating the causal effect of university grants on student dropout: evidence from a regression discontinuity design using principal stratificationEstimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programsThe benefits of prenatal care: evidence from the PAT bus strikePredicting 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