We compare the traditional three-correct-in-a-row mastery rule with an adaptive, measurement-informed mastery model using ASSISTments Skill Builder data. The adaptive model produced more consistent decisions overall, especially early in learning, while rule-based mastery varied across skills, templates, and hint use, suggesting a need for context-sensitive formative decision frameworks.