AINS graduate course

AINS6101 · Predictive Analytics in Population Health

Specialization pilot · 2026–27

Description

Cohort analytics, survival and risk models, and fairness considerations for population-level decision support contexts.

Course shells on the Castalia LMS are provisioned per license; this link opens the LMS to explore the guest demo or landing experience.

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Syllabus outline

  1. Modules 1–2 · Data

    • Claims and EHR feature stores (intro)
    • Temporal splits
    • Missingness strategies

  2. Modules 3–4 · Methods

    • Risk scoring
    • Calibration in the wild
    • Clustering cohorts

  3. Modules 5–6 · Ethics

    • Bias auditing
    • Transparency to clinicians
    • Evaluation ethics