He currently plays for Kelty Hearts, wearing the number 14 shirt. He plays primarily as a Midfield.

Across 25 appearances in the Scottish League One 2025-2026, J. Graham registered 1 goals and 0 assists, while completing 0 key passes out of 0 total passes with a passing accuracy of -.