The story
From the stereotype of a student who prefers to drink alcohol rather than study and attend lectures; rhymes with thinking man in terms like thinking man's crumpet.
Etymology from Wiktionary, CC BY-SA 4.0.
drinking man's degree
Today it means: A lower second class honours or 2.2 degree. Full definition →