Automated Psychometric Workflows and Reporting Tools

Automates common psychometric workflows for applied researchers, including item descriptives, inter-item correlations, exploratory and confirmatory factor analysis, exploratory structural equation measurement models, reliability, psychometric network analysis, multi-group measurement invariance, and alignment optimization. Decision heuristics are informed by procedures such as parallel analysis (Horn, 1965, ), multivariate normality diagnostics (Mardia, 1970, ), measurement-invariance fit-change rules (Chen, 2007, ), and alignment optimization (Asparouhov and Muthen, 2014, ), among others. Results can be returned as structured R objects and exported as bilingual reports for transparent analytical documentation.


PsychoMatic

PsychoMatic

Psychometric analysis and bilingual reports in R.

PsychoMatic 1.0.1 simplifies descriptives, correlations, factor analysis (EFA, CFA and ESEM), reliability, measurement invariance, IRT/DIF and network analysis. Results are available in the console and as Word or Excel reports.

Installation

Install the development version from GitHub:

install.packages("remotes") # Only needed once.
remotes::install_github("gmoncayoj/PsychoMatic")

For the published CRAN version, use install.packages("PsychoMatic").

Quick start

An ESEM analysis with three factors and geomin rotation:

library(PsychoMatic)

result <- esem_auto(
  data = MY_DATA,
  items = 2:13,
  n_factors = 3,
  rotation = "geomin",
  ordered = FALSE
)

Replace MY_DATA with your data frame and 2:13 with your item columns. This example treats items as continuous; use ordered = TRUE for ordinal items. Set language = "esp" for Spanish output.

Psychometric networks with Word and Excel reports:

network <- network_auto(
  data = MY_DATA,
  items = 2:13,
  seed = 2026,
  report = TRUE,
  format = c("word", "excel"),
  file_name = "Network"
)

Reports are saved in your working directory. Optional dependencies are listed in the network guide.

Documentation

License and support

GPL version 3 or later. Copyright © 2026 José Gamarra-Moncayo. License notice · Report an issue.

Reference manual

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