Green’s Dictionary of Slang

baking powder man n.

[the response to his boasting: ‘What blew you up?’]

(US black) a bluffer, a ‘know-it-all’.

1933

L. Bogan ‘Baking Powder Blues’ 🎵 I’ve got to win tonight and buy this bakin’ powder man some shoes.