The stargazer package is a powerful tool for presenting the results of multiple regression models in a clear and standardized manner. It creates LaTeX or HTML tables that display the coefficients, R-squared values, and other relevant statistics.
Using stargazer
To enhance your model comparison and reporting, utilize the stargazer package:
Installation and Loading:
Install the stargazer package and load it into your R environment.
install.packages("stargazer")
library(stargazer)
Generate Regression Tables
Use the stargazer() function to create regression summary tables for multiple models. You can specify which models to include in the table.
stargazer(model1, model2, model3, type = "html")
Customization
Customize the appearance and content of your regression tables with various options available in stargazer. You can change table titles, add notes, and select which statistics to display.
stargazer(model1, model2, type = "html",
title = "Regression Model Comparison",
notes = "Table notes and descriptions.")
In Module 4, you delved into the world of multiple regression, sharpen your programming skills, and learn to use the car and stargazer packages for advanced modeling and diagnostics. These essential skills will equip you to tackle complex data analysis tasks and communicate your results effectively.