Arirang Adult Medical Day Care
Consistent Billing
Monthly billing amounts show almost no natural variation (CV < 0.1).
Monthly billing coefficient of variation: 0.0678 (near-zero variation).
Statistical flags are not proof of wrongdoing. Some entities (government agencies, home care programs) may legitimately bill at high rates. Hospitals, government entities, and large care organizations may legitimately bill at higher rates due to patient acuity, overhead costs, or specialized services. Read our methodology.
Red Flags Explained
▼
Each flag represents a statistical test that identified unusual billing patterns. Here's what each flag on this provider means in plain English:
Consistent Billing
Consistent Billing means this provider's monthly billing amounts show almost no natural variation. Real medical practices tend to have some fluctuation in monthly billing, so unnaturally steady billing can indicate automated or fabricated claims.
These flags are statistical indicators only. Many flagged providers have legitimate explanations for their billing patterns. Learn more about our methodology.
Advanced Detection Signals
Additional statistical tests from advanced fraud detection methods
These signals use advanced statistical methods including digit distribution analysis, change-point detection, and market concentration metrics. Learn more.
Total Paid
$29.0M
$29,048,406
Total Claims
342K
Beneficiaries
16K
20.9 claims/patient
Avg Cost/Claim
$85
🔍 Analysis
Provider Overview
Arirang Adult Medical Day Care is a Custodial Care Facility provider based in Columbia, MD. From the 2018–2024 period, this provider received $29.0M in Medicaid payments across 342K claims.
Why This Matters
At $29.0M in Medicaid payments, this provider represents significant public healthcare spending. Understanding where these dollars go helps ensure the program serves those who need it most.