Veteran's Preference

I am a veteran but was dishonorably discharged. Do I still qualify for Veterans’ Preference?

I was deemed “highly qualified” for nearly every position I applied for, and yet it seems veterans were selected over me. Is there any way I can increase my qualifications or ranking so that I can compete with veterans in the advanced selection process?