Explore your design diagnosis
get_diagnosands(diagnosis)
get_simulations(diagnosis)
A design diagnosis created by diagnose_design
.
design <-
declare_model(
N = 500,
U = rnorm(N),
Y_Z_0 = U,
Y_Z_1 = U + rnorm(N, mean = 2, sd = 2)
) +
declare_assignment(Z = complete_ra(N)) +
declare_inquiry(ATE = mean(Y_Z_1 - Y_Z_0)) +
declare_measurement(Y = reveal_outcomes(Y ~ Z)) +
declare_estimator(Y ~ Z, inquiry = "ATE")
if (FALSE) {
# using built-in defaults:
diagnosis <- diagnose_design(design)
diagnosis
}
# using a user-defined diagnosand
my_diagnosand <- declare_diagnosands(
absolute_error = mean(abs(estimate - estimand)))
if (FALSE) {
diagnosis <- diagnose_design(design, diagnosands = my_diagnosand)
diagnosis
get_diagnosands(diagnosis)
get_simulations(diagnosis)
reshape_diagnosis(diagnosis)
}