Assess the learner's ability to analyze how adaptive learning algorithms influence instructional design decisions and measurable learning outcomes in continuing professional education (CPE). Scope includes algorithm types and data inputs, personalization strategies, design trade-offs (scalability, equity, cost), evaluation metrics and research methods, implementation constraints, and ethical/privacy considerations; expect application to case scenarios, interpretation of learning analytics, and justified design recommendations for diverse professional learners.