Individual contributions in student-led collaborative learning were examined Two independent analytical methods were used independently and jointly Individual contributions to socially shared metacognitive regulation varied High performing groups adopted flexible, multiple content-focused roles Low performing group played performance-oriented roles and regulated procedures