They Learned About Women is a musical where Jerry Burke and Jack Glennon are both baseball players who perform a vaudeville act. Jack attracts the attention of money-hungry Daisy, who splits up his engagement with sweet Mary and his friendship with Jerry. Eventually, Jerry’s income is not enough for Daisy, and she leaves him. Jack, whose team is playing in the World Series.