139 Stanford GSB Faculty Publications

117 Articles 21 Working Papers 1 Books

139 Guido Imbens 81 Susan Athey 7 Stefan Wager 6 Mohsen Bayati 4 Jann Spiess 1 Katherine Casey 1 Lihua Lei

139 Economics 1 Political Economy

40 The Quarterly Journal of Economics 10 Journal of Business & Economic Statistics 6 Econometrica 6 The American Economic Review 5 Journal of Economic Perspectives 5 The Review of Economic Studies 4 Journal of Econometrics 4 Journal of the American Statistical Association 4 The Econometrics Journal 3 Journal of the Royal Statistical Society, Series B: Statistical Methodology 3 Management Science 3 Quantitative Economics 3 Statistical Science 3 The Review of Economics and Statistics 2 Annals of Statistics 2 Biometrics 2 Depression and Anxiety 2 Pharmacoepidemiology and Drug Safety 2 The Journal of Human Resources 2 The Stata Journal 1 American Economic Association Papers and Proceedings 1 Annual Review of Economics 1 Annual Review of Statistics and Its Application 1 Journal of Economic Literature 1 Proceedings of the National Academy of Sciences 1 Science More

19 econometrics 15 causal inference 13 mathematics 13 statistics 11 computer science 11 inference 11 potential outcomes 10 advanced causal inference techniques 10 panel data 10 statistics and probability 9 causal effects 8 artificial intelligence 8 regression analysis 8 treatment effectiveness 7 machine learning 7 unconfoundedness 6 difference in differences 6 economics 6 estimation 6 estimator 6 panel analysis 6 propensity score 5 fixed effects 5 mathematical economics 5 propensity score matching 5 treatment effects 5 uncertainty 4 average treatment effects 4 causality 4 chemistry 4 management 4 matching 4 outcome (game theory) 4 physics 4 regression 4 regression discontinuity design 4 synthetic controls 3 accounting 3 bootstrap 3 cross-section data 3 cross-validation 3 data mining 3 data modeling 3 difference-in-differences 3 empirical research 3 estimation theory 3 experimental design 3 generalized propensity score 3 instrumental variables 3 labor studies 3 matching theory 3 multi-level treatments 3 quantum mechanics 3 randomization 3 school choice and performance 3 statistical methods and bayesian inference 3 statistical methods and inference 3 subclassification 3 variance (accounting) 2 adoption 2 adults 2 aerospace engineering 2 aggregate redistributional effects 2 antidepressant 2 anxiety disorder 2 assignment game 2 assignment problem 2 assortative matching 2 best practice recommendation 2 biochemistry 2 biomarker 2 cluster sampling 2 complementarity 2 computer vision 2 conditional expectations 2 confidence intervals 2 counterfactual thinking 2 cytochrome P450 2 demography 2 double robustness 2 download 2 dynamic programming 2 engineering 2 error analysis in mathematics 2 factor models 2 filter (signal processing) 2 fixed effects model 2 gene 2 genetic 2 groups 2 heterogeneity 2 identification 2 instantaneous and cumulative effects 2 interactive fixed effects 2 law 2 limited-information-maximum-likelihood 2 local linear regression 2 low-rank matrix estimation 2 major depressive disorder 2 management science and operations research 2 many instruments 2 matching estimators 2 mathematical analysis 2 mathematical models 2 misspecification 2 nonadaptive and adaptive experiments 2 noncompliance 2 nonparametric estimation 2 null hypothesis 2 observational studies 2 one-to-one matching with transfers 2 operating system 2 optimal bandwidth selection 2 partial identification 2 partial mean 2 perspective (graphical) 2 pharmacoepidemiology 2 political science 2 population 2 program evaluation 2 programming language 2 psychology 2 quantile treatment effects 2 randomized experiments 2 regression discontinuity 2 regression discontinuity designs 2 robust control 2 robust statistics 2 robustness (evolution) 2 sample (material) 2 sample size determination 2 sampling (signal processing) 2 scientific observation 2 sdid 2 selection models 2 semi-parametric efficiency bound 2 sensitivity analyses 2 simulation methods & models 2 simultaneous equations models 2 sociology 2 st0757 2 student teachers 2 synthetic control 2 synthetic control methods 2 synthetic difference in differences 2 systematic review 2 term (time) 2 treatment effect estimation and inference 2 two-stage-least-squares 2 two-way fixed effects 2 unconfoundedness. 2 unmeasured confounding 2 visualization 2 world wide web 1 Bayesian bandit 1 Choo–Siow model 1 Monte Carlo method 1 Thompson sampling 1 advanced bandit algorithms research 1 adversarial system 1 algorithm 1 algorithms 1 alternative hypothesis 1 analysis of variance 1 arithmetic 1 astrophysics 1 asymptotic normality 1 average match function 1 bandwidths 1 binary number 1 business 1 causal identification 1 causal models 1 causation 1 children and families 1 chromatography 1 class (philosophy) 1 cluster 1 cluster (spacecraft) 1 cluster analysis 1 clustering 1 combinatorics 1 composite material 1 conditional inference 1 confounding 1 contextual design 1 credibility 1 cross-section 1 data combination 1 decision-making and behavioral economics 1 degrees of freedom 1 descriptive and causal estimands 1 descriptive statistics 1 discontinuity (linguistics) 1 discrimination 1 doubly robust estimation 1 dynamic discrete-choice 1 earnings 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 empirical Bayes 1 endogeneity 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 feature grouping 1 finance 1 finite population 1 fix-point estimation 1 forcing (mathematics) 1 forecasting 1 forecasting techniques and applications 1 fraction (chemistry) 1 functional forms 1 fuzzy regression discontinuity designs 1 gaussian 1 gender, labor, and family dynamics 1 generalized linear models 1 generalized propensity scores 1 generative adversarial networks 1 generative grammar 1 global analysis (mathematics) 1 goodness of fit 1 health, education, and welfare 1 heterogeneous treatment effects 1 heteroscedasticity 1 index (typography) 1 informative prior 1 instrumental variable 1 instrumental variables (statistics) 1 internal medicine 1 intersection (aeronautics) 1 job training 1 labor economics 1 labor market dynamics and wage inequality 1 learning rate 1 least squares 1 limit (mathematics) 1 linear-in-means model 1 linear-regression 1 local average treatment effects 1 location 1 long-term causal inference 1 low-rank confounders 1 materials science 1 mathematical regularization 1 mathematical variables 1 matrices 1 matrix (chemical analysis) 1 matrix completion 1 matrix norm 1 matrix norms 1 maximum likelihood statistics 1 mediators 1 medical care 1 medicine 1 meta-prior 1 missing data 1 models 1 modern literature 1 monetary policy and economic impact 1 monte carlo method 1 multiple randomization designs 1 natural experiments 1 network formation 1 nonparametric models 1 nonparametric statistics 1 nuclear matrix 1 null (sql) 1 null model 1 object (grammar) 1 observational study 1 online experimentation 1 optimization 1 order-statistics 1 organic chemistry 1 parametric statistics 1 philosophy 1 policy analysis 1 policy evaluation 1 polynomial regression 1 polynomials 1 potential outcome 1 poverty, education, and child welfare 1 principal stratification 1 proxy variables 1 public economics 1 publication bias 1 random assignment 1 randomization distribution 1 randomized controlled trial 1 randomized controlled trials 1 range (aeronautics) 1 receipt 1 regression-models 1 regret 1 relevance (law) 1 research personnel 1 robust regression 1 robust standard errors 1 sampling design 1 semiparametric efficiency 1 semiparametric model 1 set (abstract data type) 1 smoothness of functions 1 social psychology 1 social sciences > research 1 sparse estimation 1 spatial and panel data analysis 1 staggered adoption 1 staggered adoption design 1 standard error 1 statistical correlation 1 statistical hypothesis testing 1 statistical inference 1 statistical models 1 statistical significance 1 stochastic processes 1 supervised machine learning 1 surrogate index 1 surrogate outcomes 1 surrogate scpore 1 synthetic control method 1 technical 1 technical specifications 1 thermodynamics 1 time-series 1 training-programs 1 treatment of fibromyalgia 1 two-sided marketplaces 1 unobserved confounding 1 unsupervised learning 1 variable (mathematics) 1 variation (astronomy) 1 working papers More