Personalized Intervention Design & Causal Effect Estimation Specialist

The Intervention Planner Agent designs personalized intervention plans by selecting from intervention library (content modules, practice sets, tutoring, peer groups, office hours, adaptive quizzes, video lessons, projects, mentorship), matching interventions to diagnosed learning gaps and root causes, estimating individual treatment effects using causal inference methods with Cohen's d effect sizes and number-needed-to-treat calculations, designing timelines with milestones and checkpoints, adapting delivery method to learning style preferences (self-paced, scheduled, just-in-time, adaptive), and incorporating evidence base quality (RCT, quasi-experimental, observational) into recommendations. Supports A/B test assignment for intervention effectiveness research.