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rregressionstargazertidymodelsmodelsummary

Academic regression tables in the tidymodels workflow?

Is there any way to create a stargazer::stargazer() style (or something close to it) coef table using a broom::tidy() object? I have tried gt() but it doesn't seem tailored for publication-ready LaTeX/Rmd tables.

Solution

  • The modelsummary package is compatible with broom. It produces highly-customizable stargazer-style regression tables (and more!), which can be saved to many formats such as HTML, LaTeX, or Word. (Disclaimer: I am the maintainer.)

    You can summarize models side-by-side as in stargazer by storing them in a list. Under the hood, modelsummary will use broom to extract coefficients and such:

    library(modelsummary)
mod <- list(
    lm(mpg ~ hp, data = mtcars),
    lm(mpg ~ hp + drat, data = mtcars))

modelsummary(mod)

    enter image description here

    If you want to work from raw broom::tidy object, you can also do it by creating a named list of class modelsummary_list. This second option allows you to use the default broom output, or to modify the broom output manually, or to create your own.

    Example:

    mod <- list(
    tidy = broom::tidy(mod),
    glance = broom::glance(mod))
class(mod) <- c("modelsummary_list", class(mod))

modelsummary(mod)

    enter image description here