Factual error: Adam is outside playing tennis at school. The episode takes place "February 1980 something" and the students are all in shorts and the trees and grass are all lush and green. This wouldn't be the case in February in the suburbs of Philadelphia.
Factual error: Adam narrates that it is "April 5th, 1980-something" and is going to see the new Michael Keaton "Batman" movie with his Grandpa, but "Batman" was released in June 1989, not in April.
The Day After the Day After - S4-E22
Factual error: This episode takes place around Mother's Day, which is in May, but everybody just saw the TV movie "The Day After", which aired November 20, 1983, six months after Mother's Day.
Factual error: In the parking lot at Live Aid, the logo of the PAC 12 conference is visible on a sign in the background; an athletic conference that's made up of schools in the western U.S. and did not exist during that time period. (00:04:54)