neg.srmr: Equivalence Tests for SRMR

In negligible: A Collection of Functions for Negligible Effect/Equivalence Testing

Equivalence Tests for SRMR

Description

Function performs one of four equivalence tests for SRMR fit index.

Usage

neg.srmr(
  mod,
  alpha = 0.05,
  eq.bound,
  modif.eq.bound = FALSE,
  ci.method = "MO",
  usrmr = TRUE,
  nboot = 250L,
  round = 3
)

## S3 method for class 'neg.srmr'
print(x, ...)

Arguments

mod	lavaan model object
alpha	desired alpha level (default = .05)
eq.bound	upper bound of equivalence interval for comparison; must be .05 or .10 if modif.eq.bound = TRUE
modif.eq.bound	should the upper bound of the equivalence interval be modified? (default = FALSE)
ci.method	method used to calculate confidence interval; options are "MO" or "yhy.boot"; "MO" corresponds to (1-2alpha) percent CI, "yhy.boot" corresponds to (1-2alpha) percent boot CI (default = "MO")
usrmr	fit index around which equivalence test should be structured (usrmr = TRUE which is the default states that usrmr from Maydeu-Olivares, 2017 will be used, otherwise srmr from fitmeasures() output in lavaan will be used)
nboot	number of bootstrap samples if "yhy.boot" is selected as ci.method (default = 250L)
round	number of digits to round equivalence bound and confidence interval bounds (default = 3)
x	object of class neg.srmr
...	extra arguments

Details

The user specifies the lavaan fitted model object, the desired equivalence bound, the method of confidence interval computation, and whether unbiased SRMR or original SRMR should be used. By default, the function does not modify the equivalence bounds. The user can also choose to instead run an equivalence test using a modified equivalence bound of .05 or .10 multiplied by the average communality of the observed indicators. Alpha level can also be modified.

For information on unbiased SRMR and its confidence interval computation see Maydeu-Olivares, A. (2017). Maximum likelihood estimation of structural equation models for continuous data: Standard errors and goodness of fit. Structural Equation Modeling: A Multidisciplinary Journal, 24(3), 383-394. https://doi.org/10.1080/10705511.2016.1269606

Value

returns a list including the following:

• title1 The title of the SRMR equivalence test. The appropriate title of the test will be displayed depending on the ci.method chosen whether usrmr and modif.eq.bound are TRUE or FALSE.

• srmr_index The SRMR index.

• ci.method The method for confidence interval calculation (direct computation or bootstrap).

• srmr_ci The upper bound of the 1-2*alpha confidence interval for the RMSEA index.

• eq.bound The equivalence bound.

• PD Proportional distance (PD).

• cilpd Lower bound of the 1-alpha CI for the PD.

• ciupd Upper bound of the 1-alpha CI for the PD.

Author(s)

Rob Cribbie [e-mail] and Nataly Beribisky [e-mail]

Examples

d <- lavaan::HolzingerSwineford1939
hs.mod <- 'visual =~ x1 + x2 + x3
textual =~ x4 + x5 + x6
speed =~ x7 + x8 + x9'
fit1 <- lavaan::cfa(hs.mod, data = d)
neg.srmr(mod=fit1,alpha=.05,eq.bound=.08,usrmr = TRUE)

negligible documentation built on Sept. 11, 2024, 9:24 p.m.