Described herein are oral abuse deterrent pharmaceutical compositions, methods for making the same, and methods for treating pain by administering the pharmaceutical composition to a subject in need thereof. In particular, an oral abuse deterrent pharmaceutical composition comprising a soft capsule and a controlled release matrix comprising oxycodone are described.