Frances Gifford as Secretary and Roger Gray as Window Washer are cast members in studio records/casting call lists, but they did not appear or were not identifiable in the movie.
The $100,000 that B.J. Nolan needs for his housing development would be equivalent to $1,860,528 in 2021.
The last of five films pairing Miriam Hopkins and Joel McCrea. The other four films were The Richest Girl in the World (1934), These Three (1936), Splendor (1935), and Barbary Coast (1935). Woman Chases Man (1937) was the last picture Hopkins made for Samuel Goldwyn.