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projectLSA

Shiny Application for Latent Structure Analysis with a Graphical User Interface

v0.0.8 · Feb 7, 2026 · MIT + file LICENSE

Description

Provides an interactive Shiny-based toolkit for conducting latent structure analyses, including Latent Profile Analysis (LPA), Latent Class Analysis (LCA), Latent Trait Analysis (LTA/IRT), Exploratory Factor Analysis (EFA), Confirmatory Factor Analysis (CFA), and Structural Equation Modeling (SEM). The implementation is grounded in established methodological frameworks: LPA is supported through 'tidyLPA' (Rosenberg et al., 2018) <doi:10.21105/joss.00978>, LCA through 'poLCA' (Linzer & Lewis, 2011) <doi:10.32614/CRAN.package.poLCA> & 'glca' (Kim & Kim, 2024) <doi:10.32614/CRAN.package.glca>, LTA/IRT via 'mirt' (Chalmers, 2012) <doi:10.18637/jss.v048.i06>, and EFA via 'psych' (Revelle, 2025). SEM and CFA functionalities build upon the 'lavaan' framework (Rosseel, 2012) <doi:10.18637/jss.v048.i02>. Users can upload datasets or use built-in examples, fit models, compare fit indices, visualize results, and export outputs without programming.

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CRAN Check Status

1 ERROR
2 NOTE
11 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang NOTE
r-devel-linux-x86_64-fedora-gcc NOTE
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 ERROR
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (14 non-OK)
OK r-devel-linux-x86_64-debian-clang

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OK r-devel-linux-x86_64-debian-gcc

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NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘DT’ ‘colourpicker’ ‘data.table’ ‘dplyr’ ‘ggiraph’ ‘ggplot2’ ‘glca’
  ‘haven’ ‘lavaan’ ‘mclust’ ‘mirt’ ‘plotly’ ‘poLCA’ ‘psych’ ‘purrr’
  ‘readr’ ‘readxl’ ‘rlang’ ‘semPlot’ ‘semptools’ ‘shinyWidgets’ ‘stats’
  ‘stringr’ ‘tibble’ ‘tidyLPA’ ‘tidyr’ ‘tidyverse’ ‘viridisLite’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘DT’ ‘colourpicker’ ‘data.table’ ‘dplyr’ ‘ggiraph’ ‘ggplot2’ ‘glca’
  ‘haven’ ‘lavaan’ ‘mclust’ ‘mirt’ ‘plotly’ ‘poLCA’ ‘psych’ ‘purrr’
  ‘readr’ ‘readxl’ ‘rlang’ ‘semPlot’ ‘semptools’ ‘shinyWidgets’ ‘stats’
  ‘stringr’ ‘tibble’ ‘tidyLPA’ ‘tidyr’ ‘tidyverse’ ‘viridisLite’
  All declared Imports should be used.
OK r-devel-macos-arm64

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OK r-devel-windows-x86_64

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OK r-oldrel-macos-arm64

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OK r-oldrel-macos-x86_64

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ERROR r-oldrel-windows-x86_64

package dependencies

Packages required but not available: 'semPlot', 'semptools'

See section 'The DESCRIPTION file' in the 'Writing R Extensions'
manual.
OK r-patched-linux-x86_64

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OK r-release-linux-x86_64

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OK r-release-macos-arm64

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OK r-release-macos-x86_64

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OK r-release-windows-x86_64

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Check History

ERROR 11 OK · 2 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘DT’ ‘colourpicker’ ‘data.table’ ‘dplyr’ ‘ggiraph’ ‘ggplot2’ ‘glca’
  ‘haven’ ‘lavaan’ ‘mclust’ ‘mirt’ ‘plotly’ ‘poLCA’ ‘psych’ ‘purrr’
  ‘readr’ ‘readxl’ ‘rlang’ ‘semPlot’ ‘semptools’ ‘shinyWidgets’ ‘stats’
  ‘stringr’ ‘tibble’ ‘tidyLPA’ ‘tidyr’ ‘tidyverse’ ‘viridisLite’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘DT’ ‘colourpicker’ ‘data.table’ ‘dplyr’ ‘ggiraph’ ‘ggplot2’ ‘glca’
  ‘haven’ ‘lavaan’ ‘mclust’ ‘mirt’ ‘plotly’ ‘poLCA’ ‘psych’ ‘purrr’
  ‘readr’ ‘readxl’ ‘rlang’ ‘semPlot’ ‘semptools’ ‘shinyWidgets’ ‘stats’
  ‘stringr’ ‘tibble’ ‘tidyLPA’ ‘tidyr’ ‘tidyverse’ ‘viridisLite’
  All declared Imports should be used.
ERROR r-oldrel-windows-x86_64

package dependencies

Packages required but not available: 'semPlot', 'semptools'

See section 'The DESCRIPTION file' in the 'Writing R Extensions'
manual.

Dependency Network

Dependencies Reverse dependencies colourpicker data.table dplyr DT ggiraph ggplot2 glca haven lavaan mclust mirt plotly poLCA psych purrr +13 more dependencies projectLSA

Version History

new 0.0.8 Mar 9, 2026