Package index

Main Workflow

comp_did()

Estimate DiD Effects with Compositional Changes

att_estimate()

ATT Estimation Wrapper: Nuisance Estimation Plus doubly robust DiD

att_locpol_drdid()

Local-polynomial convenience alias for the ATT wrapper

as.data.frame(<compdid>)

Convert a compdid object to a one-row data frame

summary(<compdid>)

Summarize a compdid fit

confint(<compdid>)

Confidence interval for a compdid ATT

coef(<compdid>)

Extract the ATT from a compdid object

vcov(<compdid>)

Extract the variance matrix from a compdid object

Doubly Robust Estimators and Tests

drdid_nonstationary()

Doubly robust DID estimator (non-stationary, repeated cross-sections)

drdid_stationary()

Doubly robust DID estimator (stationary, repeated cross-sections)

drdid_stationarity_test()

Test comparing stationary and non-stationary doubly robust DiD estimators

drdid_cluster_bootstrap()

Cluster Bootstrap for DR DiD Estimators and the Stationarity Test

mboot_did()

Multiplier bootstrap for DID influence functions

Data Preparation

make_did_dp()

Build a validated dp object from raw user inputs

make_did_dpost()

Build the 4-cell treatment-by-time indicator matrix

groom_did_covariates()

Reorder and encode covariates into the internal mixed-data layout

validate_did_dp()

Validate a dp object for the doubly robust DiD estimation routines

Nuisance Estimation

compdid_cell_ps()

Simple Multinomial Cell-Probability Learner

compdid_cell_or()

Simple Cell-Specific Outcome-Regression Learner

locpol_ps_fit()

GPS estimation via local polynomial logistic regression

locpol_or_fit()

OR estimation via local polynomial regression

locpol_ps_bw()

Cross-validated bandwidth for the GPS model

locpol_or_bw()

Cross-validated bandwidth for the OR model

Simulation and Data

simulate_comp_did()

Simulate a User-Friendly Compositional-Change DiD Data Set

dgps_did()

Data-generating process for compositional-change DiD simulations

sequeira_bribes

Sequeira (2016) Tariff Liberalization and Bribery Data

sequeira_application_reference

Sequeira Application Paper-Final Reference

Reference Comparisons

twfe_did_rc()

Two-way fixed-effects DID for repeated cross-sections

Methods

print(<compdid_att>)

Print method for compdid ATT outputs

print(<drdid_cluster_bootstrap>)

Print method for DR DiD cluster-bootstrap results

print(<drdid_test>)

Print method for doubly robust DiD test results

print(<summary_compdid>)

Print method for compdid summaries

summary(<compdid_att>)

Summarize compdid ATT outputs