Primary-care appointments, safe patient segments, payer mix, and billing follow-through
Industry
Primary Care
Company size
One clinic, 8 provider and care-team roles
Modeled scale
About 18K appointments and 15K visit billing records
Core promise
Appointment access, no-shows, provider utilization, visit mix, payer mix, and billing follow-through
Malverin Family Clinic is a fictional single-site primary-care practice created for synthetic BI demos. The kit is designed to feel operationally realistic without including real patients, providers, payers, clinical codes, notes, prescriptions, or other sensitive healthcare identifiers. The clinic serves a fictional suburban catchment across North, South, East, West, and Central service zones, and the outer zones lose the most appointments to travel. Buyers can move from appointment access and no-show pressure into provider utilization, visit mix, payer mix, and billing follow-through.
These are the operating questions this kit is optimized to answer first.
Appointment demand rises around winter illness and late-summer preventive scheduling.
Specialty and panel focus set who sees whom, so visit mix, lead time, and load differ by clinician.
Each segment books the care and carries the coverage its name implies, and fragile panels no-show about three times as often.
No-show and cancellation vary by booking channel, reminder status, lead-time band, patient segment, payer type, and service zone.
Completed billable appointments drill into billing records, with capture status keeping pending-lag and missed-charge visits visible.
Payers differ on allowed amounts, denial risk, and contracted turnaround, and again on how far past that contract they actually pay.