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causal inference
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25
Stanford GSB Faculty Publications
Publication Type
25
Articles
GSB Authors
9
Stefan Wager
7
Guido Imbens
7
Susan Athey
2
David Larcker
1
Christopher Armstrong
1
Jann Spiess
1
John Kepler
1
Peter Reiss
1
Wesley Hartmann
Academic Area
15
Economics
3
Accounting
1
Marketing
Publication
4
Annals of Statistics
2
Biometrika
2
Econometrica
2
Journal of Business & Economic Statistics
2
Journal of the Royal Statistical Society, Series B: Statistical Methodology
1
Annual Review of Statistics and Its Application
1
Journal of Accounting Research
1
Journal of Accounting and Economics
1
Journal of Computational and Graphical Statistics
1
Journal of Financial Economics
1
Journal of the American Statistical Association
1
Management Science
1
Nature Communications
1
Nature Machine Intelligence
1
Quantitative Marketing and Economics
1
Statistical Science
1
Statistics in Medicine
1
The Annals of Applied Statistics
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Keywords
4
econometrics
4
observational studies
4
propensity score
3
experimental design
3
treatment effectiveness
2
accounting
2
heterogeneous treatment effects
2
inference
2
interference
2
machine learning
2
potential outcome
2
potential outcomes
2
propensity score matching
2
sequential ignorability
1
Choo–Siow model
1
Lepski's method
1
accounting research
1
acquisition of data methodology
1
adults
1
advertising and media
1
analysis of variance
1
asymptotic normality
1
asymptotic theory
1
average match function
1
average treatment effects
1
boosting
1
bootstrap
1
borderlands
1
c18
1
c190
1
c51
1
casual inference
1
causal effects
1
causal inferences
1
causality
1
censored data
1
central limit theorem
1
confidence intervals
1
consistency
1
consumer demand
1
consumer preferences
1
counterfactuals (logic)
1
decision rules
1
difference-in-differences
1
direct and indirect effects
1
disposition (philosophy)
1
double robustness
1
economics
1
empirical research
1
empirical risk minimization
1
estimating individualized treatment
1
estimation theory
1
experiments
1
externalities
1
federated learning
1
field research
1
financial research
1
fixed effects model
1
forecasting
1
generalized propensity scores
1
graphon
1
grocery
1
heterogeneous treatment effect
1
high-dimensional model representation
1
identification
1
importance weighting
1
incomplete confounders
1
inference (logic)
1
instrumental variable
1
instrumental variables
1
kernel regression
1
learning
1
local average treatment effects
1
m40
1
m41
1
major trauma
1
marketing
1
matching
1
matching estimators
1
matching theory
1
methodology
1
minimax regret
1
missing data
1
mixing time
1
models
1
multiple data sets
1
multiple randomization designs
1
natural experiments
1
observational data
1
online experimentation
1
panel data
1
partial identification
1
penalized regression
1
physicians
1
political advertising
1
price sensitivity
1
product attributes
1
program evaluation
1
propensity score estimation
1
propensity scores
1
public health
1
purchase history data
1
quasi-experimental methods
1
quasi-experiments
1
random forest
1
random forest algorithms
1
randomization
1
randomized clinical-trials
1
randomized controlled trial
1
randomized controlled trials
1
randomized trial
1
regression
1
regression analysis
1
regression discontinuity
1
reinforcement learning
1
research funding
1
research papers (students)
1
semiparametric efficiency
1
smoothing and nonparametric regression
1
social attitudes
1
sparse estimation
1
stochastic processes
1
structural modeling
1
structural models
1
structural-change
1
student teachers
1
survival analysis
1
synthetic controls
1
tests
1
treatment rules
1
tree
1
two-sided marketplaces
1
unconfoundedness
1
units
1
variational inference
1
watchful waiting
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