Here's why:
* Skillful describes someone who has a high level of skill in a particular activity.
* Dexterous refers to the quality of being skillful, particularly in using the hands.
While "skillful" is a more general term, "dexterous" focuses on the ability to perform something with skill, making it the abstract adjective for skillful.