INTERACTIVE PORTFOLIO DEMO
The revenue cycle lab.
Follow the data from a headline metric to a question worth asking.
240 invented claim records. Fictional payers. No patient or employer data. This demonstrates reporting logic; it does not represent realized business results.
Outstanding balance by age
Age in calendar days from submission to the snapshot date.
Oldest open claims
Top 8 by age · identifiers are fictional| Claim | Payer | Status | Age | Balance |
|---|
Metric definitions and limitations
Denial percentage = currently denied claims divided by all filtered claims. Outstanding = billed − paid − contractual adjustments, floored at zero. Aging = elapsed calendar days from submission. Over-90-day A/R share = outstanding dollars on claims older than 90 days divided by all outstanding dollars. The fixed snapshot is September 1, 2026. This sample has no real payer policies, recoupments, secondary insurance, appeal deadlines, or first-pass adjudication history.
WHY THIS VIEW
A dashboard is a starting point.
The next step is to investigate the underlying records, confirm the cause, and agree on an action with the responsible team. A high balance is a signal to explore—not a finding on its own.