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Conduct numerous exploratory analyses in an instant with a point-and-click interface (a Shiny App on the local machine). Select variables in a data set to categorize them as possible independent, dependent, moderating, or mediating variables. Then run dozens (or hundreds) of analyses with one click to uncover any statistically significant relationships among variables.
This tool also allows conducting simple follow-up analyses (e.g., correlation and regression) with the point-and-click interface.
Any relationship among variables uncovered using this tool should be tested in follow-up studies. This tool is designed only to facilitate exploratory analyses and should NEVER be used for p-hacking (Simmons, Nelson, and Simonsohn, 2011; Ioannidis 2005).
You can install the released version of the package ‘exploratory’ from CRAN with:
install.packages("exploratory")You can also install the development version from exploratory on GitHub with:
install.packages("remotes")
remotes::install_github("jinkim3/exploratory")If you run into errors while using the package, try updating the package to the most recent version available on exploratory on GitHub with:
update_exploratory()Here is an example of using this package.
library(exploratory)
# update the package 'exploratory'
update_exploratory()
# launch the exploratory analysis tool on a local machine
exploratory()These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.