In May 2010, Bliss became dean of students, athletic director and head men's basketball coach at Allen Academy, a college preparatory school in Bryan, Texas.
Almost immediately Bliss became embroiled in controversy. On November 28, 2010 it was reported by multiple news outlets in Bryan that Bliss received a two-year suspension from coaching basketball and a one-year suspension from school administration at Allen Academy by the Texas Association of Private and Parochial Schools (TAPPS), the largest athletic governing body of private schools in Texas. The suspension came less than a month after the start of his first season as head boys' basketball coach and less than three months after joining the school in an administrative role.