Engagement Overview
Population-level findings, summarized
Total Claims Analyzed
1,455,400
Across 8 facilities • 2020–2025
Underpayment Identified
$132.4M
Net of reversals & overpayments
Sampling Error Rate
4.7%
vs. extrapolated estimate
Population Coverage
100%
Every claim examined
Core FCA Defense Visual
Population vs. Statistical Sample
How extrapolation from a sample compares to the actual population analysis.
1,455,400 of 1,455,400 examinedOpen analysis
Full Population Analysis100% coverage
$132,415,8401,455,400 claims examined
Sample Extrapolationn = 384
$196,280,000$161.4M – $231.5M (95% CI)
Variance vs. Population
Sampling extrapolation overstates damages by $63,864,160 (48.2%).
+$63.9M
Extrapolation error
Trend Analysis
Underpayment by Quarter
Population-level totals • 2022 – Q3 2024
Outcomes
Claim Outcomes
Total
304,555
Encounters
- Paid Correctly41.2%599,625
- Underpaid38.7%563,240
- Overpaid4.6%66,948
- Disputed15.5%225,587
Audit Trail
Recent Activity
- 12 min ago
Underpayment analysis re-run for Cedar Valley Medical (2024 cohort)
Analytics Engine
- 47 min ago
Benchmark refresh applied to 54,802 reference rows
Data Pipeline
- 2 hr ago
New 835 remits ingested — 24,820 records reconciled
EDI Connector
- 5 hr ago
Population stratification export generated (PDF, 142 pp.)
M. Hennessey
- Yesterday
Population vs. sample snapshot archived to case file PD-2024-1188
M. Hennessey
- 2 days ago
1,455,400 claims reconciled to 835 remit population
Analytics Engine