Introduction | The mediation formula | Mediation analysis via natural effect models | Dealing with different types of variables | Effect modification of natural effects | Tools for calculating and visualizing causal effect estimates | Population-average natural effects | Intermediate confounding: A joint mediation approach | Weighting or imputing? | Concluding remarks | ​