69 Stanford GSB Faculty Publications

48 Articles 20 Working Papers 1 Books

69 Guido Imbens 31 Susan Athey 5 Stefan Wager 4 Mohsen Bayati 2 Jann Spiess 1 Katherine Casey 1 Lihua Lei

69 Economics 1 Political Economy

6 Journal of Business & Economic Statistics 3 Econometrica 3 Journal of Economic Perspectives 3 Journal of the American Statistical Association 3 The American Economic Review 2 Journal of Econometrics 2 Journal of the Royal Statistical Society, Series B: Statistical Methodology 2 Management Science 2 Quantitative Economics 2 Statistical Science 2 The Econometrics Journal 2 The Quarterly Journal of Economics 2 The Review of Economic Studies 2 The Review of Economics and Statistics 1 American Economic Association Papers and Proceedings 1 Annals of Statistics 1 Annual Review of Economics 1 Annual Review of Statistics and Its Application 1 Biometrics 1 Depression and Anxiety 1 Journal of Economic Literature 1 Pharmacoepidemiology and Drug Safety 1 Proceedings of the National Academy of Sciences 1 Science 1 The Journal of Human Resources 1 The Stata Journal More

19 econometrics 16 statistics 15 mathematics 13 computer science 12 advanced causal inference techniques 12 causal inference 12 statistics and probability 10 inference 9 artificial intelligence 9 regression analysis 7 economics 7 machine learning 7 panel data 7 potential outcomes 6 causal effects 6 estimator 6 treatment effectiveness 5 chemistry 5 estimation 5 mathematical economics 5 panel analysis 5 propensity score matching 5 statistical methods and inference 5 unconfoundedness 4 difference in differences 4 fixed effects 4 management 4 outcome (game theory) 4 physics 4 propensity score 4 regression 4 regression discontinuity design 4 sample size determination 4 statistical methods and bayesian inference 4 treatment effects 4 uncertainty 3 accounting 3 confidence intervals 3 data mining 3 difference-in-differences 3 empirical research 3 estimation theory 3 matching 3 mathematical models 3 medicine 3 quantum mechanics 3 sample (material) 3 school choice and performance 3 simulation methods & models 3 synthetic controls 3 variance (accounting) 2 aerospace engineering 2 algorithm 2 average treatment effect 2 average treatment effects 2 biochemistry 2 bootstrap 2 causal models 2 causality 2 chromatography 2 cluster sampling 2 computer vision 2 counterfactual thinking 2 cross-section data 2 cross-validation 2 data modeling 2 demography 2 double robustness 2 download 2 engineering 2 error analysis in mathematics 2 experimental design 2 filter (signal processing) 2 fixed effects model 2 gene 2 generalized propensity score 2 heterogeneity 2 instrumental variables 2 labor studies 2 law 2 management science and operations research 2 matching theory 2 mathematical analysis 2 multi-level treatments 2 null hypothesis 2 observational studies 2 observational study 2 operating system 2 perspective (graphical) 2 political science 2 population 2 programming language 2 psychology 2 randomization 2 randomized controlled trials 2 regression discontinuity 2 robust control 2 robust statistics 2 robustness (evolution) 2 sampling (signal processing) 2 scientific observation 2 sociology 2 subclassification 2 term (time) 2 traditional medicine 2 treatment effect 2 world wide web 1 Choo–Siow model 1 Monte Carlo method 1 World War II 1 adoption 1 adults 1 advanced bandit algorithms research 1 adversarial system 1 aggregate redistributional effects 1 algorithms 1 alternative hypothesis 1 analysis of covariance 1 analysis of variance 1 antidepressant 1 anxiety disorder 1 approximation theory 1 arithmetic 1 assignment game 1 assignment problem 1 assortative matching 1 astrophysics 1 asymptotic normality 1 average match function 1 bandwidths 1 best practice recommendation 1 binary number 1 biomarker 1 business 1 casual inference 1 causal identification 1 causation 1 children and families 1 class (philosophy) 1 cluster 1 cluster (spacecraft) 1 cluster analysis 1 clustering 1 combinatorial optimization 1 combinatorics 1 complementarity 1 composite material 1 computer simulation 1 conditional expectations 1 conditional inference 1 conditioned response 1 confounding 1 contextual design 1 convergence (economics) 1 credibility 1 cross-section 1 cytochrome P450 1 data combination 1 death certificates 1 decision-making and behavioral economics 1 degrees of freedom 1 descriptive and causal estimands 1 descriptive statistics 1 dimension (graph theory) 1 directed acyclic graphs 1 discontinuity (linguistics) 1 discrimination 1 distribution (probability theory) 1 doubly robust estimation 1 dynamic discrete-choice 1 dynamic programming 1 earnings 1 economic growth 1 economic models 1 economic policies and impacts 1 economic research 1 economic statistics 1 economics of education 1 education 1 efficiency analysis using dea 1 eigenvalues and eigenvectors 1 electronic records 1 empirical Bayes methods 1 employee training 1 endogeneity 1 endogeneity (econometrics) 1 energy, environment, economic growth 1 epistemology 1 estimation methods 1 evaluation and performance assessment 1 exogeneity 1 experiments 1 explainable artificial intelligence (xai) 1 external validity 1 factor models 1 finance 1 finite population 1 fix-point estimation 1 forcing (mathematics) 1 forecasting 1 forecasting techniques and applications 1 fraction (chemistry) 1 friendship 1 functional forms 1 fuzzy regression discontinuity designs 1 gaussian 1 gender, labor, and family dynamics 1 generalized propensity scores 1 generative adversarial networks 1 generative grammar 1 genetic 1 geographic mobility 1 global analysis (mathematics) 1 goodness of fit 1 graph theory 1 gross domestic product 1 groups 1 health systems, economic evaluations, quality of life 1 health, education, and welfare 1 heterogeneous treatment effects 1 heteroscedasticity 1 identification 1 index (typography) 1 inference (logic) 1 inferential statistics 1 instantaneous and cumulative effects 1 instrumental variable 1 instrumental variables (statistics) 1 interactive fixed effects 1 interference 1 internal medicine 1 intersection (aeronautics) 1 labor economics 1 labor market dynamics and wage inequality 1 learning 1 least squares 1 limit (mathematics) 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 confounders 1 low-rank matrix estimation 1 major depressive disorder 1 many instruments 1 matching (statistics) 1 matching estimators 1 materials science 1 mathematical models of economics 1 mathematical regularization 1 mathematical statistics 1 mathematical variables 1 matrices 1 matrix (chemical analysis) 1 matrix completion 1 matrix norm 1 matrix norms 1 maximum likelihood statistics 1 medical care 1 missing data 1 misspecification 1 models 1 modern literature 1 monetary policy and economic impact 1 monte carlo method 1 motivation (psychology) 1 multiple randomization designs 1 natural experiments 1 network formation 1 nonadaptive and adaptive experiments 1 noncompliance 1 nonparametric estimation 1 nonparametric models 1 nonparametric statistics 1 nuclear matrix 1 null (sql) 1 null model 1 numerical analysis 1 object (grammar) 1 one-to-one matching with transfers 1 online experimentation 1 optimal bandwidth selection 1 optimization 1 order-statistics 1 organic chemistry 1 parametric statistics 1 partial identification 1 partial mean 1 pharmacoepidemiology 1 philosophy 1 policy analysis 1 policy evaluation 1 polynomial regression 1 polynomials 1 potential outcome 1 poverty, education, and child welfare 1 program evaluation 1 proxy variables 1 public economics 1 publication bias 1 pure mathematics 1 quantile treatment effects 1 random assignment 1 randomization distribution 1 randomized controlled trial 1 randomized experiments 1 range (aeronautics) 1 receipt 1 regression discontinuity designs 1 regression-models 1 regret 1 relevance (law) 1 research personnel 1 residual 1 robust regression 1 robust standard errors 1 sampling design 1 sdid 1 selection models 1 semi-parametric efficiency bound 1 semiparametric efficiency 1 semiparametric model 1 sensitivity analyses 1 set (abstract data type) 1 simultaneous equations models 1 smoothness of functions 1 social groups 1 social networks 1 social psychology 1 social sciences 1 social sciences > research 1 sparse estimation 1 spatial and panel data analysis 1 st0757 1 staggered adoption 1 staggered adoption design 1 standard error 1 statistical bootstrapping 1 statistical correlation 1 statistical hypothesis testing 1 statistical inference 1 statistical models 1 statistical significance 1 stochastic processes 1 student teachers 1 supervised learning 1 supervised machine learning 1 synthetic control 1 synthetic control method 1 synthetic control methods 1 synthetic difference in differences 1 systematic review 1 technical 1 technical specifications 1 thermodynamics 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 unsupervised learning 1 variable (mathematics) 1 variation (astronomy) 1 visualization 1 working papers More