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Guido Imbens
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44
Stanford GSB Faculty Publications
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Keywords
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regression analysis
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causal inference
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treatment effectiveness
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causal effects
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panel analysis
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econometrics
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fixed effects
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panel data
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potential outcomes
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empirical research
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machine learning
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mathematical models
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propensity score
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error analysis in mathematics
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matching
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matching theory
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observational studies
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randomized controlled trials
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regression discontinuity
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robust control
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scientific observation
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synthetic controls
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Choo–Siow model
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Monte Carlo method
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World War II
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adoption
1
adults
1
aggregate redistributional effects
1
algorithms
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analysis of covariance
1
analysis of variance
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antidepressant
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anxiety disorder
1
approximation theory
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assignment game
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assignment problem
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assortative matching
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asymptotic normality
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average match function
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bandwidths
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best practice recommendation
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biomarker
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casual inference
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causal identification
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cluster sampling
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clustering
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combinatorial optimization
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cytochrome P450
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death certificates
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degrees of freedom
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directed acyclic graphs
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doubly robust estimation
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electronic records
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endogeneity (econometrics)
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external validity
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factor models
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finite population
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fix-point estimation
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forecasting
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friendship
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fuzzy regression discontinuity designs
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generalized propensity score
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generalized propensity scores
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generative adversarial networks
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genetic
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geographic mobility
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global analysis (mathematics)
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graph theory
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groups
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heterogeneity
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heteroscedasticity
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interactive fixed effects
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linear-regression
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local average treatment effects
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local linear regression
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location
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long-term causal inference
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low-rank matrix estimation
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major depressive disorder
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many instruments
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matching estimators
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mathematical economics
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mathematical models of economics
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mathematical regularization
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mathematical statistics
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mathematical variables
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matrices
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matrix norms
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maximum likelihood statistics
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misspecification
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modern literature
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moments
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motivation (psychology)
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multi-level treatments
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multiple randomization designs
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natural experiments
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network formation
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nonadaptive and adaptive experiments
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noncompliance
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nonparametric estimation
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nonparametric models
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nuclear matrix
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null hypothesis
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numerical analysis
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one-to-one matching with transfers
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online experimentation
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optimal bandwidth selection
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optimization
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order-statistics
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partial identification
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partial mean
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pharmacoepidemiology
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policy analysis
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policy evaluation
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polynomial regression
1
polynomials
1
potential outcome
1
program evaluation
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proxy variables
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publication bias
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quantile treatment effects
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randomization distribution
1
randomized experiments
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regression discontinuity designs
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regression-models
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research personnel
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robust standard errors
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robust statistics
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sdid
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selection models
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semi-parametric efficiency bound
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semiparametric efficiency
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sensitivity analyses
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simultaneous equations models
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smoothness of functions
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social groups
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social networks
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st0757
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staggered adoption
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staggered adoption design
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statistical bootstrapping
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statistical correlation
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statistical models
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statistical significance
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stochastic processes
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student teachers
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subclassification
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supervised learning
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synthetic control
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synthetic control method
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synthetic control methods
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synthetic difference in differences
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systematic review
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technical specifications
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time-series
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training-programs
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treatment effect estimation and inference
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treatment of fibromyalgia
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two-sided marketplaces
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two-stage-least-squares
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two-way fixed effects
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unconfoundedness.
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units
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units of time
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unmeasured confounding
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unobserved confounding
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