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Healthcare

Predictive Analytics for Healthcare Network

Regional Healthcare Network16 weeks

The Challenge

Reactive care leading to poor outcomes

  • High 30-day readmission rates affecting quality scores
  • No early warning system for at-risk patients
  • Fragmented data across multiple EHR systems
  • Limited resources for preventive interventions

Our Solution

Predictive models identifying at-risk patients 72 hours in advance

  • Unified data pipeline integrating 3 EHR systems
  • LSTM neural network trained on 2M+ patient encounters
  • Real-time risk scoring integrated into clinical workflows
  • GDPR + HIPAA-compliant infrastructure with end-to-end encryption

The Impact

Measurable improvement in patient outcomes

23%

Readmission Reduction

72 hrs

Early Detection

+40%

Care Team Efficiency

340%

ROI in Year 1

Technologies Used

PythonTensorFlowFHIRAWS HealthLakeSnowflake

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