Facility drill-down
Move from county view to facility detail to inspect reimbursement lag, stock status, and high-risk alerts.
Health Financing Real-Time Dashboard
Operational monitoring for service continuity
Project E ยท Interactive Dashboard
Real-time health financing dashboard.
A Shiny-style monitoring concept that combines KPI tracking, facility comparison, and early warning signals for stockout or reimbursement risk.
What the dashboard monitors
- reimbursement lag by facility
- medicine stockout exposure
- household payment burden
- facility-level risk flags for intervention prioritization
Stockout forecasting
Estimate near-term medicine stockout risk using historical lag and current consumption signals.
Executive KPI strip
Show the handful of metrics decision-makers actually need each week rather than overwhelming them with charts.
Alerting logic
Escalate facilities that cross thresholds for payment delays, stock risk, or continuity-of-care danger.
Project files
- app.R for the Shiny dashboard shell
- data_prep.R for synthetic KPI preparation
- data/facility_kpis.csv as the demo data source
- README.md explaining the dashboard concept
Why it matters
This project shows product thinking, not just analysis. The point is not to create another static report. It is to show how operational data, simple forecasting, and drill-down design can support faster decisions.