This talk describes joint work with Sanford Weisberg that appears in a recent paper: J. Fox and S. Weisberg, "Visualizing Fit and Lack of Fit in Complex Regression Models with Predictor Effect Plots and Partial Residuals," Journal of Statistical Software, 87(9): 1-27.