According to some random infographic¹, over 60% of the mobile gaming demographic is female. This kind of game is absolutely being advertised during the Super Bowl. They're just not on the radar of "hardcore" gamers who tend to look down on console and especially mobile players.
¹https://mediakix.com/blog/mobile-gaming-industry-statistics-...