Bailey became the highest-ranked recruit in
Rutgers program history. After missing the first two games due to injury, he made his college basketball debut on November 15, 2024, scoring 17 points and adding six rebounds, two steals, and one block in a win over
Monmouth. On November 20, he recorded his first career
double-double with 23 points and 10 rebounds against
Merrimack. Bailey earned
Big Ten Freshman of the Week honors (alongside
Braden Smith and
Kasparas Jakucionis) following his career-high 39-point performance against
Indiana on January 2, 2025. On January 19, he was named Big Ten Freshman of the Week for the second time after leading the team to a 2–0 week and topping the scoring charts with two double-doubles: 20 points and 10 rebounds against
UCLA, and 24 points with 11 rebounds against
Nebraska. At the conclusion of his freshman year, Bailey declared for the
2025 NBA Draft on April 23, foregoing his remaining college eligibility. He finished his collegiate career having earned Third-Team All-Big Ten and Big Ten All-Freshman Team honors. ==Professional career==