Listed at 5 ft 7 in (1.70 m), 145 lb., Armstrong batted and threw right-handed.
She was affectionately nicknamed Skipper.
A hard fastball pitcher, Armstrong was one of the top starters in the AAGPBL for two years before jumping to a rival professional league.