draw_bounds {ivdoctr}R Documentation

Computes bounds for simulated data

Description

This function takes data and user restrictions on measurement error and endogeneity and simulates data and the resulting bounds on instrument validity.

Usage

draw_bounds(
  y_name,
  T_name,
  z_name,
  data,
  controls = NULL,
  r_TstarU_restriction = NULL,
  k_restriction = NULL,
  n_draws = 5000
)

Arguments

y_name

Character vector of the name of the dependent variable

T_name

Character vector of the names of the preferred regressors

z_name

Character vector of the names of the instrumental variables

data

Data to be analyzed

controls

Character vector containing the names of the exogenous regressors

r_TstarU_restriction

2 element vector of bounds on r_TstarU

k_restriction

2-element vector of bounds on kappa

n_draws

Integer number of simulations to draw

Value

List containing simulated data observables (covariances, correlations, and R-squares), indications of whether the identified set is empty, the unrestricted and restricted bounds on instrumental relevance, instrumental validity, and measurement error.


[Package ivdoctr version 1.0.1 Index]