Salem Hospital KATHLEEN FRENCH & ZINING ZHANG

Introduction Provide insurance for uninsured patients? Who are the Heart Failure patients?

Data Understanding 2 years of data: Ethnicity, Gender, Payer Type… dbo.Encountersdbo.Patients

Insurance

CHAID TREE

Cluster Analysis

K-means Model 48.5%

K-means Model Emergency Department: 78.1% Encounter Type 4: 100% Length of Stay: long

Findings

Heart Failure Patient CategoriesNPercent HF % Gender % % % 0.0 Total % Ethnicity % % % % % % % % % % 0 Total % HighCost % % 6.28 Total % PayerGroupCount % % % % 0.0 Total %

Discriminant Model

Neural Network

Findings Best model: Discriminant Characteristics of Heart Failure patients: