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Employing the graphical user interface (GUI) of shiny (Chang et al. 2017) framework (Figure 1), EFAshiny provides an integrated platform to perform EFA with a dropdown menu, offering a number of choices to manage, explore, analyze and visualize data. EFAshiny automates these processes by wrappings together several R (Team 2000) packages, such as ggplot2 (Wickham 2016), psych (Revelle 2017), psycho (Makowski 2018), and EGA (Golino and Epskamp 2017), etc. For example, users can point-and-click to obtain graphical display of confidence intervals for factor loadings, which is not available in many commercial software. Moreover, results of analysis are presented on-line as tables and graphs and they can be saved and exported by the user.

EFAshiny: An User-Friendly Shiny Application for Exploratory Factor Analysis