I give my best guess based on nothing going wrong. I then tell the person asking for the estimate that things will go wrong (usually external dependencies like

I give my best guess based on nothing going wrong. I then tell the person asking for the estimate that things will go wrong (usually external dependencies like getting access to the customer network or having the design delivered on time with no changes to it) and that this will double my initial estimate.