Man pages for audreyrenson/didgformula
The difference-in-differences g-formula
| append_lags | Append n lags of a group of variables to a dataset |
| bootstrap_se | Bootstrap standard error estimates for didgformula estimators |
| calc_weights | Calculate inverse probability of treatment weights |
| calc_ydiffs | Calculate Y_t - Y_t-1 |
| combine_estimates | Combine estimates from different pipelines for comparison |
| dens | Evaluate data against the implied density from a fitted 'glm'... |
| estimate_bias_variance | Estimate the bias and variance of DID g-formula estimators |
| estimate_ci_coverage | Estimate confidence interval coverage for a... |
| estimate_truth | Estimate true values of the parameters from the simulated... |
| expand_formula | Create formulas by expanding out string vector arguments |
| fit_outer_exp_model | Fit outer moderls for ICE using 'lm' |
| fit_treatment_models | Fit treatment models for IPTW |
| fit_two_outcome_models | Fit outcome models using 'glm' at t and t-1 for ICE and... |
| generate_data | Generate simulated data that meets the parallel trends... |
| generate_parameters | Pick parameter values for simulation, from a normal... |
| get_densfun | Generate a function that looks up a density in accordance... |
| get_simfun | Generate a function that simulates data in accordance with... |
| glue_formula | Create formulas using 'glue' syntax |
| ice_pipeline | Iterated conditional DID g-formula estimator |
| ice_pipeline_long | Iterated conditional DID g-formula estimator |
| iptw_pipeline | Estimate the DID g-formula using... |
| iptw_pipeline_long | Estimate the DID g-formula using... |
| make_time_dummies | Add time dummy variables to a long dataset with a numeric... |
| or_pipeline | Outcome regression DID g-formula estimator |
| pipe | Pipe operator |
| pred_treatment_models | Get predictions from a list of treatment models |
| pt_deviation_histograms | View histograms of deviations from parallel trends in... |
| recursive_ice | Recursively apply the ICE algorithm |
| recursive_ice_long | Recursively apply the ICE algorithm for a long dataset |
| results_histograms | Get histograms of DID g-formula results |
| sim | Simulate from a fitted 'glm' object based on new data, with... |
| stayathome2020 | U.S. state-level stay-at-home and shelter-in-place orders... |
