Fostering students’ innovative capacities in mathematics is increasingly recognized as both a psychological and educational priority, yet little is known about how mathematics teachers’ innovative pedagogical knowledge and the classroom climate are jointly associated with students’ innovative attitudes, particularly in gender-segregated systems. Guided by the Theory of Planned Behavior (TPB), this study surveyed 300 first-year secondary mathematics students in Saudi Arabia (150 males, 150 female