What qualifies as absent father? There's the classical sense of an absent father which is one that is not present physically, but their are a whole host of other instances of absent fathers whether it's due to work, death, alcoholism, divorce and many more. The commonality and the shared experience is what binds the people who grew up with an absent or distant father.