Advanced Statistical Models

Columbia Data Analytics: Advanced Statistical Models - Meta-Analysis. Icon of linked circles.

Advanced Statistical Models

Proprietary algorithms applied with sophisticated techniques to extract actionable knowledge and insights from data

Columbia Data Analytics: Advanced Statistical Models - Meta-Analysis. Icon of linked circles.

META-ANALYSIS

Service: Advanced Programming. Image of a computer screen and sign.

AI / MACHINE LEARNING ALGORITHMS

Columbia Data Analytics: Advanced Statistical Models - Clustering. Icon of scatter plot with triangle and circle clustered points.

CLUSTERING

Columbia Data Analytics: Advanced Statistical Models - Unique Insights. Icon of representing creativity coming out of someone's head.

ECONOMIC
MODELING

Advanced statistical and analytical methods

  • Selection bias models (propensity score matching, instrumental variables approach, etc.)
  • Complex and hierarchical model fitting
  • Clustering, classification, and prediction
  • Survival analysis
  • Longitudinal analysis
  • Multivariate analysis
  • Network and tree analysis
  • Supervised machine learning

Experts in a wide range of complex healthcare studies

  • Data Source Evaluation to Support Defined Use Cases
  • External Comparator Arm Studies
  • Clinical Trial Analysis (standard, adaptive, pragmatic)
  • Observational Study Design and Analysis (case-control, cohort, complex survey, registry, electronic health record (EHR), real world)
  • Microsimulation
  • Post-Marketing Studies
  • Healthcare Policy Impact and Access to Care
  • Systematic Literature Review
  • Rare Disease and Advanced Therapies

Why Choose CDA?