CRAN fixes
- The PDF manual now builds without LaTeX errors: the Unicode symbols
>=, <=, -> and
R^2 are written in portable form in the documentation of
boot_cfa_plot_enhanced(),
plot_mediation_chord(),
plot_mediation_donuts() and
plot_path_mediation(). This was the error that caused the
1.2.0 submission to be archived by CRAN.
DESCRIPTION now declares R (>= 4.1.0),
required by the use of the native pipe |> / lambda
\(...) syntax in invertir_items() and
split_data_stratified_clustered().
Improvements
plot_path_cfa() rewritten: latent variables as circles,
observed variables as rectangles, fan-out arrows, black-and-white
default.
Improvements
plot_multi_sem() now supports multi-row panel layouts
via the new nrow and ncol arguments. By
default it keeps the previous behaviour (a single row with one column
per model); when a grid is requested, leftover cells are left blank.
Saved-figure dimensions scale with the grid (width_per per
column, height per row).
Features
Data Preprocessing
filtrar_aberrantes() - Filter aberrant response
patterns using Mahalanobis distance
invertir_items() - Reverse score items
split_data_two() / split_data_three() -
Split data for cross-validation
smote_multiclass() - SMOTE oversampling for imbalanced
multiclass data
Exploratory Factor Analysis
(EFA)
EFA_modern() - Modern EFA with multiple rotation
options
EFA_plot() - Visualize factor loadings
Standardized_solutions() - Extract standardized EFA
solutions
boot_efa() - Bootstrap EFA for stability analysis
efa_with_bootstrap() - EFA with bootstrap
resampling
Confirmatory Factor Analysis
(CFA)
multi_cfa() - Fit multiple CFA models
Standardized_solutions_cfa() - Extract standardized CFA
solutions
boot_cfa() - Bootstrap CFA for stability analysis
boot_cfa_stability() - CFA stability across sample
sizes
Measurement Invariance
easy_invariance() - Measurement invariance analysis
with ordinal data following Wu and Estabrook (2016)
Visualization
Plot_Likert() / Plot_Likert2() - Likert
scale visualizations
boot_cfa_plot() - Bootstrap CFA results
visualization
boot_cfa_density() - Bootstrap distribution density
plots
boot_cfa_raincloud() - Raincloud plot
visualizations
boot_efa_plot() / boot_efa_forest_plot() -
Bootstrap EFA visualizations
plot_cfa_stability() family - CFA stability
visualizations
Reliability
calcula_omega_mcdonald() - McDonald’s omega
coefficient
Utilities
save_to_excel_table() - Export results to Excel
create_groups() - Create item groups for factor
definitions
- Model syntax generators for lavaan