diagnosis_helpers {DeclareDesign}

Explore your design diagnosis

Description

Explore your design diagnosis

Usage

get_diagnosands(diagnosis)

get_simulations(diagnosis)

Arguments

diagnosis

A design diagnosis created by diagnose_design.

Examples

# Two-arm randomized experiment
design <-
  declare_model(
    N = 500,
    gender = rbinom(N, 1, 0.5),
    X = rep(c(0, 1), each = N / 2),
    U = rnorm(N, sd = 0.25),
    potential_outcomes(Y ~ 0.2 * Z + X + U)
  ) +
  declare_inquiry(ATE = mean(Y_Z_1 - Y_Z_0)) +
  declare_sampling(S = complete_rs(N = N, n = 200)) +
  declare_assignment(Z = complete_ra(N = N, m = 100)) +
  declare_measurement(Y = reveal_outcomes(Y ~ Z)) +
  declare_estimator(Y ~ Z, inquiry = "ATE")

## Not run: 
# Diagnose design using default diagnosands
diagnosis <- diagnose_design(design)
diagnosis

# Use get_diagnosands to explore diagnosands:
get_diagnosands(diagnosis)

# Use get_simulations to explore simulations
get_simulations(diagnosis)

# Exploring user-defined diagnosis your own diagnosands
my_diagnosands <-
  declare_diagnosands(median_bias = median(estimate - estimand),
                      absolute_error = mean(abs(estimate - estimand)))

diagnosis <- diagnose_design(design, diagnosands = my_diagnosands)
diagnosis

tidy(diagnosis)

reshape_diagnosis(diagnosis)

get_diagnosands(diagnosis)

get_simulations(diagnosis)


## End(Not run)