Often called an "armchair" analyst/psychologist/whatever the relevant term would be... - someone who has no qualification, but enjoys speculating and analysing anyway, typically from their armchair in front of the TV, or their keyboard in front of the computer.
See also: Monday Morning Quarterback. It's easy to know what to do after something has happened (like, on Monday morning), but much harder in the moment (like, Sunday afternoon).