Here are some mistakes to avoid: 1. Don't overmix the batter. 2. Forgetting to grease the muffin pans or tins. 3. Overfilling the cups with muffin batter. 4. Leaving the baked muffins in the pan for too long. 5. Not paying attention to the baking time -- either over or under baking.