Project Summary: Healthcare Patient Risk & Telemetry Insights This analysis covers a dataset of 1...Project Summary: Healthcare Patient Risk & Telemetry Insights This analysis covers a dataset of 1...
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Lebogang Mohau
• Aug 28
Project Summary: Healthcare Patient Risk & Telemetry Insights
This analysis covers a dataset of 15 patient admissions, evaluating the links between clinical primary conditions, financial billing, AI risk stratification, and wearable IoT device sync performance.
Key Financial & Operational Highlights
Total Billed Revenue: $188,852.00 across all recorded patient admissions.
Average Cost Per Admission: $12,590.13 across all 15 cases (or $15,737.67 when excluding pending or unbilled accounts).
Unbilled / Pending Accounts: 3 out of 15 records (20%) show $0 billed amounts due to pending claims or missing telemetry data audits (Patients P-1005, P-1010, and P-1015).
Highest Revenue Drivers: Heart Failure ($62,900.00 total across 2 patients) and Diabetes Type 2 ($53,600.00 total across 3 patients) account for 61.7% of total revenue. A single Acute Kidney Injury case represents the highest individual charge at $45,600.75.
Primary Condition & Revenue Breakdown
Hypertension: 4 Patients | $15,751.00 Total Revenue | $3,937.75 Average | Low Risk (75%)
Diabetes Type 2: 3 Patients | $53,600.00 Total Revenue | $17,866.67 Average | High / Medium Risk
Heart Failure: 2 Patients | $62,900.00 Total Revenue | $31,450.00 Average | Critical Risk (100%)
Asthma: 2 Patients | $3,100.25 Total Revenue | $1,550.13 Average | Low / Medium Risk
Acute Kidney Injury: 1 Patient | $45,600.75 Total Revenue | $45,600.75 Average | High Risk (Sepsis Protocol)
Arrhythmia: 1 Patient | $0.00 Total Revenue (Pending) | $0.00 Average | High Risk (Cardiac Event)
Pneumonia: 1 Patient | $6,700.00 Total Revenue | $6,700.00 Average | Medium Risk
Healthy Checkup: 1 Patient | $1,200.00 Total Revenue | $1,200.00 Average | Low Risk
AI Risk Stratification & Clinical Alerts
Low Risk: 6 Patients (40.0%) | Standard hypertension, routine asthma, and checkup cases.
Medium Risk: 3 Patients (20.0%) | Stable monitoring for pneumonia and managed conditions.
High Risk: 4 Patients (26.7%) | Directly tied to urgent clinical triggers including Anomalous Spike (P-1002), Sepsis Protocol (P-1006), and Cardiac Event (P-1015).
Critical Risk: 2 Patients (13.3%) | Heart failure cases (P-1003 and P-1011) requiring immediate ICU transfer and continuous cardiology telemetry.
Wearable Tech / Telemetry Performance
Sync Success Rate: 13 out of 15 devices (86.7%) successfully synced Heart Rate Variability (HRV) and sleep efficiency scores.
Device Failures: 2 devices (13.3%) faced connection issues. Patient P-1002 experienced a Partial Sync that hid metrics during an AI spike flag, while Patient P-1005 was completely Offline.
Actionable Recommendations for the Team
Standardize ICU Alerts: Establish immediate transfer protocols for heart failure patients presenting with HRV levels under 20ms.
Resolve Pending Claims: Audit the 3 zero-dollar/pending accounts to prevent revenue leakage.
Telemetry Checkpoints: Implement a pre-discharge checklist ensuring wearable sync verification before sending high-risk cardiovascular or diabetic patients home.
Data AnalysisData VisualizationMicrosoft Excel
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