Predictive Healthcare Dashboard

The objective of this dashboard is to show the prediction of healthcare cost to improve the healthcare outcomes and controlling the healthcare expenses.

Healthcare cost prediction help in

• Enhanced Quality of care
• Helps in lowering the overall healthcare cost
• Facilitating the decision-making process
• Predictive data will help in improving operational efficiency
• Better allocation of appropriate monitory budget

The following Information sources have been used for cost prediction

• Past Treatments, Diagnosis and Medications
• Physical & Subjective evaluation by Physician
• Severity & Span of Morbidity
• Patient Demographics

The AI/ML model used the following methods and methodologies:
Predictive Methods

• Palliative Performance Scale (PPS)
• Charlson Comorbidity Index (CCI)
• LACE Index
• Chronic Disease Score (CDS)

Predictive (AI/ML) Methodologies

• Feature Extraction - Recurrent Neural Networks (RNNs)
• Model Training - Random Forest Regression, Neural Network, Multiple Linear Regression