As a freshman at Saint Louis in 2015–16, Bishop played in 27 games with 16 starting assignments, averaging 8.9 points, 2.0 rebounds and 2.3 assists in 20.8 minutes per game. A three-time A-10 Rookie of the Week honoree during the 2015–16 season, the first Billiken since 2009 to claim this honor. Bishop led the Billikens in scoring and assists in conference games, becoming the first Billiken freshman to lead his team in those categories since SLU joined the A-10 in 2005–06. His free-throw percentage was sixth all-time in SLU history and the top mark by a freshman in SLU annals. He recorded three 20-plus games as a freshman, scoring 21 points against Duquesne on January 13, a career-high 23 points against Davidson on January 20, and 20 points against George Mason on February 17, a contest where he hit the game-winning basket in overtime. He subsequently earned A-10 All-Rookie Team honors at the season's end. As a sophomore at Saint Louis in 2016–17, Bishop played only in 9 games with 9 starting assignments. Nine games into the season, he suffered an ankle injury and was awarded a medical redshirt. At the time of his injury, Bishop was leading the Billikens in scoring and assists, he averaged 11.6 points and 4.7 assists per game. He poured in a career-high 27 points on 11-of-23 shooting against BYU in Las Vegas and led the Billikens in scoring against Kansas State with 11 points and Wichita State with 12 points. As a redshirt sophomore at Saint Louis in 2017–18, Bishop did not compete due to personal reasons. Bishop transferred to Norfolk State University for his 2018–19 redshirt junior year. He sat out the season due to NCAA rules as a Division I transfer. In his senior season, he was named to the First Team All-Mid-Eastern Athletic Conference, the first player for Norfolk since 2017. He also made his way onto the National Association of Basketball Coaches All-District 15 second team, and the BOXTOROW HBCU Division I All-America second team. In addition, he earned a spot on the College Sports Information Directors Division I Academic All-District 3 team, the first basketball player in NSU history to earn academic all-district accolades. Bishop competed in and started all 31 games; averaged 15.6 points and 3.5 rebounds per game. For the year, he totaled 483 points, 109 rebounds, 69 assists, 32 steals and four blocks. Bishop set the school record for 3-pointers and 3-point attempts, breaking the previous marks of 92 and 237, respectively. Ranked first in the MEAC in 3-point field goals, second in free throw percentage, fourth in scoring, fifth in 3-point field goal percentage, seventh in minutes, and 15th in assists. In MEAC games only, led the league in 3-point field goals and free throw percentage and stood second in scoring, fourth in 3-point field goal percentage, ninth in minutes, and 14th in steals. Bishop ranked 11th in the nation in 3-point field goals and 31st in 3-point field goal percentage. After just one season, he ended the year ranked ninth in NSU career records in 3-point field goal percentage and 19th in 3-pointers. He declared for the 2020 NBA draft.
Professional career
On July 21, 2020, Bishop signed with Phoenix Hagen of the German ProA league.
