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estimatr

Fast Estimators for Design-Based Inference

Fast procedures for small set of commonly-used, design-appropriate estimators with robust standard errors and confidence intervals. Includes estimators for linear regression, instrumental variables regression, difference-in-means, Horvitz-Thompson estimation, and regression improving precision of experimental estimates by interacting treatment with centered pre-treatment covariates introduced by Lin (2013) <doi:10.1214/12-AOAS583>.

Functions (20)

alo_star_men

Replication data for Lin 2013

commarobust

Build lm_robust object from lm fit

declaration_to_condition_pr_mat

Builds condition probability matrices for Horvitz-Thompson estimation from randomizr declaration

difference_in_means

Design-based difference-in-means estimator

estimatr

estimatr

estimatr_glancers

Glance at an estimatr object

estimatr_tidiers

Tidy an estimatr object

extract.lm_robust

Extract model data for texreg package

gen_pr_matrix_cluster

Generate condition probability matrix given clusters and probabilities

horvitz_thompson

Horvitz-Thompson estimator for two-armed trials

iv_robust

Two-Stage Least Squares Instrumental Variables Regression

lh_robust

Linear Hypothesis for Ordinary Least Squares with Robust Standard Errors

lm_lin

Linear regression with the Lin (2013) covariate adjustment

lm_robust

Ordinary Least Squares with Robust Standard Errors

lm_robust_fit

Internal method that creates linear fits

na.omit_detailed.data.frame

Extra logging on na.omit handler

permutations_to_condition_pr_mat

Builds condition probability matrices for Horvitz-Thompson estimation from permutation matrix

predict.lm_robust

Predict method for lm_robust object

reexports

Objects exported from other packages

starprep

Prepare model fits for stargazer

estimatr

Fast Estimators for Design-Based Inference

v0.30.2

MIT + file LICENSE

Authors

Graeme Blair [aut, cre], Jasper Cooper [aut], Alexander Coppock [aut], Macartan Humphreys [aut], Luke Sonnet [aut], Neal Fultz [ctb], Lily Medina [ctb], Russell Lenth [ctb]

Initial release

estimatr

Functions (20)

estimatr

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