Draw data, estimates, and estimands from a design

draw_data(design, data = NULL, start = 1, end = length(design))

draw_estimands(...)

draw_estimates(...)

Arguments

design A design object, typically created using the + operator A data.frame object with sufficient information to get the data, estimates, estimands, an assignment vector, or a sample. (Defaults to 1) a scalar indicating which step in the design to begin with. By default all data steps are drawn, from step 1 to the last step of the design. (Defaults to length(design)) a scalar indicating which step in the design to finish drawing data by. A design or set of designs typically created using the + operator

Examples


design <- declare_population(N = 100, u = rnorm(N)) +
declare_potential_outcomes(Y ~ Z + u) +
declare_estimand(ATE = mean(Y_Z_1 - Y_Z_0)) +
declare_sampling(n = 75) +
declare_assignment(m = 50) +
reveal_outcomes(Y, Z) +
declare_estimator(Y ~ Z, estimand = "ATE")

dat <- draw_data(design)

dat_no_sampling <- draw_data(design, end = 3)

draw_estimands(design)
#>   estimand_label estimand
#> 1            ATE        1
draw_estimates(design)
#>   estimator_label term estimate std.error statistic      p.value  conf.low
#> 1       estimator    Z 1.092634 0.2330144  4.689127 2.161904e-05 0.6245849
#>   conf.high      df outcome estimand_label
#> 1  1.560683 49.8887       Y            ATE