When the Red Raiders began their head-coaching search in 2021, McGuire didn't have as stacked a résumé as his competition. As ESPN reported, he was 'a true underdog candidate.' At the time, McGuire had spent the majority of his coaching career at Cedar Hill High School in Texas, where he had notched three state championships. He also spent a few years as an assistant coach at Baylor.