degree synonymous to college degree?

While not perfectly synonymous, qualification, credential, and certification are all words that can be used in place of "college degree" depending on the context. However, they don't always carry the same weight or imply the same level of education. A "degree" specifically refers to an academic award conferred by a college or university.