43 Stanford GSB Faculty Publications

42 Articles 1 Working Papers

43 Guido Imbens 13 Susan Athey 3 Mohsen Bayati 3 Stefan Wager 2 Jann Spiess 1 Lihua Lei

8 regression analysis 6 causal inference 6 treatment effectiveness 5 causal effects 5 panel analysis 4 econometrics 4 fixed effects 4 panel data 4 potential outcomes 4 treatment effects 4 uncertainty 3 confidence intervals 3 empirical research 3 estimation theory 3 inference 3 machine learning 3 mathematical models 3 propensity score 3 propensity score matching 3 regression discontinuity design 3 simulation methods & models 3 unconfoundedness 2 average treatment effects 2 bootstrap 2 causal models 2 causality 2 cross-section data 2 data modeling 2 difference in differences 2 difference-in-differences 2 error analysis in mathematics 2 experimental design 2 identification 2 matching 2 matching theory 2 models 2 randomization 2 randomized controlled trials 2 robust control 2 scientific observation 1 Choo–Siow model 1 Monte Carlo method 1 World War II 1 adoption 1 adults 1 aggregate redistributional effects 1 algorithms 1 analysis of covariance 1 analysis of variance 1 antidepressant 1 anxiety disorder 1 approximation theory 1 assignment game 1 assignment problem 1 assortative matching 1 asymptotic normality 1 average match function 1 bandwidths 1 best practice recommendation 1 biomarker 1 casual inference 1 causal identification 1 cluster 1 cluster sampling 1 clustering 1 combinatorial optimization 1 complementarity 1 computer simulation 1 conditional expectations 1 conditional inference 1 conditioned response 1 cross-section 1 cross-validation 1 cytochrome P450 1 data combination 1 death certificates 1 degrees of freedom 1 descriptive and causal estimands 1 descriptive statistics 1 directed acyclic graphs 1 discrimination 1 distribution (probability theory) 1 double robustness 1 doubly robust estimation 1 dynamic discrete-choice 1 dynamic programming 1 economic models 1 economic research 1 economic statistics 1 electronic records 1 empirical Bayes methods 1 employee training 1 endogeneity 1 endogeneity (econometrics) 1 estimation 1 exogeneity 1 external validity 1 factor models 1 finite population 1 fix-point estimation 1 fixed effects model 1 forecasting 1 friendship 1 fuzzy regression discontinuity designs 1 generalized propensity score 1 generalized propensity scores 1 generative adversarial networks 1 genetic 1 geographic mobility 1 global analysis (mathematics) 1 graph theory 1 gross domestic product 1 groups 1 heterogeneity 1 heteroscedasticity 1 inferential statistics 1 instantaneous and cumulative effects 1 instrumental variables 1 instrumental variables (statistics) 1 interactive fixed effects 1 interference 1 labor studies 1 learning 1 least squares 1 limited-information-maximum-likelihood 1 linear-in-means model 1 linear-regression 1 local average treatment effects 1 local linear regression 1 location 1 long-term causal inference 1 low-rank matrix estimation 1 major depressive disorder 1 many instruments 1 matching estimators 1 mathematical economics 1 mathematical models of economics 1 mathematical regularization 1 mathematical statistics 1 mathematical variables 1 matrices 1 matrix norms 1 maximum likelihood statistics 1 medical care 1 misspecification 1 modern literature 1 moments 1 motivation (psychology) 1 multi-level treatments 1 multiple randomization designs 1 natural experiments 1 network formation 1 nonadaptive and adaptive experiments 1 noncompliance 1 nonparametric estimation 1 nonparametric models 1 nuclear matrix 1 null hypothesis 1 numerical analysis 1 observational studies 1 one-to-one matching with transfers 1 online experimentation 1 optimal bandwidth selection 1 optimization 1 order-statistics 1 partial identification 1 partial mean 1 pharmacoepidemiology 1 policy analysis 1 policy evaluation 1 polynomial regression 1 polynomials 1 potential outcome 1 program evaluation 1 proxy variables 1 publication bias 1 quantile treatment effects 1 randomization distribution 1 randomized experiments 1 regression discontinuity 1 regression discontinuity designs 1 regression-models 1 research personnel 1 robust standard errors 1 robust statistics 1 sdid 1 selection models 1 semi-parametric efficiency bound 1 semiparametric efficiency 1 sensitivity analyses 1 simultaneous equations models 1 smoothness of functions 1 social groups 1 social networks 1 st0757 1 staggered adoption 1 staggered adoption design 1 statistical bootstrapping 1 statistical correlation 1 statistical models 1 statistical significance 1 stochastic processes 1 student teachers 1 subclassification 1 supervised learning 1 synthetic control 1 synthetic control method 1 synthetic control methods 1 synthetic controls 1 synthetic difference in differences 1 systematic review 1 technical specifications 1 time-series 1 training-programs 1 treatment effect estimation and inference 1 treatment of fibromyalgia 1 two-sided marketplaces 1 two-stage-least-squares 1 two-way fixed effects 1 unconfoundedness. 1 units 1 units of time 1 unmeasured confounding 1 unobserved confounding 1 variables 1 visualization More