Watching games/film definitely will show you stuff that the boxscore doesn't. Another recent example was a game in which Percy Harvin had 3 TDs called back on penalties. His stats didn't look great, but anyone watching the game knew that he busted out several big plays.

PS. Calvin Johnson is the player who was tackled at the 1.