In 2018, Mitchell voted for HB 1467, a measure to ban bump stocks in Illinois. The measure was introduced after the 2017 Las Vegas Shooting, which was carried out by a lone gunman who used bump stocks to convert semi-automatic rifles into automatic rifles.