Grease muffin baking tins or line with paper liners. Combine brown sugar, flour and pecans.
In another bowl, beat the softened butter and eggs until smooth. Combine both mixtures and stir until combined.
Pour the dough into the molds, 3/4 full. Bake in an oven preheated to 350F for 20-25 minutes.