The larger down payment makes for a stronger buyer. If you are comparing a person that can barley qualify for a loan and someone who has 20% down, the likelihood that you will close is much higher with the person in a better financial situation. Think about if a small live changing event occurred during the buying process. Can the person with only 3% down afford to pay for what just happened and still close with you?