Marginal effects

See also Logistic regression

Tutorials

• New methods of interpretation using marginal effects for nonlinear models by Scott Long

Vs. Odds ratio

• Logistic Regression: Why We Cannot Do What We Think We Can Do, and What We Can Do About It
• Using Predictions and Marginal Effects to Compare Groups in Regression Models for Binary Outcomes
• Best Practices for Estimating, Interpreting, and Presenting Nonlinear Interaction Effects

Methods

• A General Framework for Comparing Predictions and Marginal Effects across Models

Software and libraries

• R: Margins - Interpreting Regression Results using Average Marginal Effects with R’s margins
• Zelig
• ggeffects: Create Tidy Data Frames of Marginal Effects for ‘ggplot’ from Model Outputs
• brms: marginal_effects: Display Marginal Effects of Predictors