strata_rs_probabilities: Inclusion Probabilities: Stratified Random Sampling

In DeclareDesign/randomizr: Easy-to-Use Tools for Common Forms of Random Assignment and Sampling

Inclusion Probabilities: Stratified Random Sampling

Description

Inclusion Probabilities: Stratified Random Sampling

Usage

strata_rs_probabilities(
  strata = NULL,
  prob = NULL,
  prob_unit = NULL,
  n = NULL,
  n_unit = NULL,
  strata_n = NULL,
  strata_prob = NULL,
  check_inputs = TRUE
)

Arguments

strata	A vector of length N that indicates which stratum each unit belongs to. Can be a character, factor, or numeric vector. (required)
prob	Use for a design in which either floor(N_stratum*prob) or ceiling(N_stratum*prob) units are sampled within each stratum. The probability of being sampled is exactly prob because with probability 1-prob, floor(N_stratum*prob) units will be sampled and with probability prob, ceiling(N_stratum*prob) units will be sampled. prob must be a real number between 0 and 1 inclusive. (optional)
prob_unit	Must of be of length N. tapply(prob_unit, strata, unique) will be passed to strata_prob.
n	Use for a design in which the scalar n describes the fixed number of units to sample in each stratum. This number does not vary across strata.
n_unit	Must be of length N. tapply(m_unit, strata, unique) will be passed to strata_n.
strata_n	Use for a design in which the numeric vector strata_n describes the number of units to sample within each stratum.
strata_prob	Use for a design in which strata_prob describes the probability of being sampled within each stratum. Differs from prob in that the probability of being sampled can vary across strata.
check_inputs	logical. Defaults to TRUE.

Value

A vector length N indicating the probability of being sampled.

Examples

strata <- rep(c("A", "B","C"), times = c(50, 100, 200))
probs <- strata_rs_probabilities(strata = strata)
table(strata, probs)

probs <- strata_rs_probabilities(strata = strata, prob = .2)
table(strata, probs)

probs <- strata_rs_probabilities(strata = strata, strata_prob = c(.1, .2, .3))
table(strata, probs)

probs <- strata_rs_probabilities(strata = strata, strata_n = c(10, 40, 70))
table(strata, probs)

DeclareDesign/randomizr documentation built on Jan. 31, 2024, 4:01 a.m.