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odr (version 1.8.3)

plot.power: Plot statistical power curves under a fixed budget across optimal design parameters

Description

This function plots statistical power curves (for main, moderation, and/or mediation effects) under a fixed budget across optimal design parameters.

Usage

# S3 method for power
plot(
  expr = NULL,
  nlim = c(2, 300),
  plim = c(0.01, 0.99),
  Jlim = c(3, 300),
  n = NULL,
  p = NULL,
  J = NULL,
  powerlim = c(0, 1),
  plot.title = NULL,
  m = NULL,
  d = NULL,
  gamma = NULL,
  omega = NULL,
  power = 0.8,
  q = NULL,
  by = c("n", "p", "J"),
  legend = TRUE,
  nlab = "Level-One Sample Size (n)",
  plab = "Proportion (p)",
  Jlab = "Level-Two Sample Size (J)",
  powerlab = "Statistical Power"
)

Arguments

expr

Returned objects from an od function (e.g., od.2m, od.2m.mod).

nlim

The limits of the level-1 sample size (n) for calculating and plotting power curves.

plim

The limits of the proportion to the treated (p) for calculating and plotting power curves.

Jlim

The limits of the level-2 sample size (J) for calculating and plotting power curves.

n

The sample size at level 1 per level-2 unit.

p

The proportion of units in the treatment condition.

J

Level-2 sample size.

powerlim

The power limit for plotting power curves.

plot.title

The title of the plot (e.g., plot.title = "Power Curves"). The default is NULL.

m

Total budget, default is the total costs of sampling 60 sites.

d

Standardized effect size for a main/average effect.

gamma

Standardized effect size for a moderation effect.

omega

The treatment-by-site variance.

power

Statistical power.

q

The number of covariates.

by

Dimensions to plot power curves by the optimal design parameters. The default value is by all optimal design parameters for a type of design. For example, default values are by = "p" for single-level designs, by = c("n", "p") for two-level designs, and by = c("n", "p", "J") for three-level designs.

legend

Logical; present plot legend if TRUE. The default is TRUE.

nlab

Label for the x-axis when the plot is by the optimal design parameter "n".

plab

Label for the x-axis when the plot is by the optimal design parameter "p".

Jlab

Label for the x-axis when the plot is by the optimal design parameter "J".

powerlab

The label for the statistical power.