Risk Scoring Dashboard
Predictive analytics dashboard for monitoring patient risk levels, identifying at-risk patients, and managing predictive alerts.Overview
The Risk Scoring Dashboard provides healthcare providers with AI-powered risk assessment tools. It displays patient risk scores, trends, and predictive alerts to help identify patients who may need intervention. The system uses multiple risk factors to calculate overall risk scores and predict potential health events.Features
Statistics Overview
Seven key metrics displayed as interactive cards:- Total Patients: Overall patient count
- Low Risk: Patients with low risk scores (green)
- Moderate Risk: Patients with moderate risk (yellow)
- High Risk: Patients with high risk (orange)
- Critical Risk: Patients requiring immediate attention (red)
- Improving: Patients with improving trends
- Declining: Patients with worsening trends
Risk Distribution Chart
- Bar chart showing patient distribution by risk level
- Percentage breakdown
- Interactive filtering by clicking bars
- Visual comparison of risk categories
Risk Overview Gauge
- Circular gauge showing average risk score
- Color-coded based on overall population health
- Active alerts count
- Today’s alerts count
Patient Risk Table
- Sortable patient list with risk scores
- Visual risk score bars
- Risk level badges
- Trend indicators (improving/declining)
- Search and filter capabilities
- Quick actions (View, Details)
Predictive Alerts Panel
- Real-time predictive alerts
- Severity indicators (Info, Warning, Urgent)
- Time to threshold predictions
- Confidence scores
- Acknowledge/Dismiss actions
- Patient navigation links
Quick Actions
- Review Critical Patients shortcut
- Configure Thresholds link
- Refresh data button
- Settings navigation
Patient Details Modal
- Risk factors breakdown
- Individual factor scores
- Factor trends
- Current vs. normal values
- Factor weights
Use Cases
UC-RS-001: Review High-Risk Patients
Actor: Healthcare ProviderDescription: Provider reviews patients with elevated risk scores. Flow:
- Provider navigates to Risk Scoring Dashboard
- Views statistics cards for risk distribution
- Clicks “Critical” or “High” filter
- Reviews filtered patient list
- Clicks on patient for details
- Reviews risk factors breakdown
- Takes appropriate action
UC-RS-002: Respond to Predictive Alert
Actor: Healthcare ProviderDescription: Provider responds to a predictive alert about patient deterioration. Flow:
- Provider sees urgent alert in panel
- Reviews alert details and confidence
- Clicks “View Patient”
- Reviews patient’s full profile
- Takes clinical action
- Returns to acknowledge alert
- Alert status updates
UC-RS-003: Monitor Risk Trends
Actor: Healthcare ProviderDescription: Provider monitors population risk trends over time. Flow:
- Provider views risk distribution chart
- Notes changes in distribution
- Identifies increasing high-risk count
- Drills down to specific patients
- Investigates common factors
- Adjusts care protocols
UC-RS-004: Configure Risk Thresholds
Actor: Healthcare AdministratorDescription: Administrator adjusts risk scoring thresholds. Flow:
- Administrator clicks “Configure”
- Navigates to Risk Settings
- Adjusts threshold values
- Modifies factor weights
- Saves configuration
- Risk scores recalculate
User Stories
US-RS-001
As a healthcare providerI want to see patient risk scores at a glance
So that I can prioritize high-risk patients Acceptance Criteria:
- Risk scores are prominently displayed
- Color coding indicates severity
- Sorting by risk score is available
- Critical patients are highlighted
US-RS-002
As a healthcare providerI want to receive predictive alerts
So that I can intervene before patient deterioration Acceptance Criteria:
- Alerts show predicted events
- Confidence scores are displayed
- Time to threshold is shown
- Alerts can be acknowledged
US-RS-003
As a healthcare providerI want to see risk factor breakdown
So that I can understand what’s driving risk Acceptance Criteria:
- Individual factors are listed
- Factor scores are shown
- Factor trends are indicated
- Normal ranges are displayed
US-RS-004
As a healthcare providerI want to filter patients by risk level
So that I can focus on specific populations Acceptance Criteria:
- Filter by risk level available
- Multiple levels can be selected
- Search by patient name works
- Sort options are available
US-RS-005
As a healthcare administratorI want to configure risk thresholds
So that I can customize for our population Acceptance Criteria:
- Threshold values are editable
- Factor weights can be adjusted
- Changes apply to calculations
- Audit trail is maintained
Component Dependencies
Data Flow
Risk Scoring Model
Risk Levels
| Level | Score Range | Color | Action Required |
|---|---|---|---|
| Low | 0-25 | Green | Routine monitoring |
| Moderate | 26-50 | Yellow | Enhanced monitoring |
| High | 51-75 | Orange | Active intervention |
| Critical | 76-100 | Red | Immediate attention |
Risk Factors
- Clinical indicators (vitals, labs)
- Medication adherence
- Appointment compliance
- Social determinants
- Historical patterns
Technical Notes
- Risk scores calculated by ML model
- Scores refresh on configurable interval
- Predictive alerts use time-series analysis
- Factor weights are organization-configurable
- Historical risk data retained for trending
- Real-time updates via WebSocket