Rolling Stone's Jody Rosen gave "Loser Like Me" a four-star rating out of five, and felt its message related well to the show's theme.
Rolling Stone's Jody Rosen gav "Loser Like Me" en fire-stjernet rating ud af fem, og følte dens budskab relaterede godt til showets tema.