A residual plot is a graphical representation used to assess the goodness of fit in a regression model by plotting residuals on the y-axis against the independent variable or predicted values on the x-axis. It helps identify patterns that suggest non-linearity, unequal error variances, or outliers, which indicate that the model may not be appropriate for the data.