Robust Linear Model?

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I've been asked to analyze some data using a robust linear model. All of the factors are categorical in nature. I'm interested to know what procedures people have used for this area of analysis. I know this is a vague comment, but I'm interested in people's experiences in general, not specific code for a specific problem.