Following his graduation, the Los Angeles Dodgers signed Goossen for a six-figure bonus.
After starting the 1970 season as the now Milwaukee Brewers' first baseman, Goossen's production tailed off badly, and he was sent to AAA Portland after hitting only .255 with one home run over the first 21 games.