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This is what a governed analytics engagement looks like end-to-end. Select an industry to walk through real findings, board reports, and governance workflows.
Reliability Score
81
31 → 81(+50 pts)
Is our reported readmission rate of 13.3% accurate?
BayesIQ's audit surfaced 3 findings and enabled targeted remediation that improved the reliability score from 31 to 81.
Board approved CMS compliance filing based on overstated readmission rate — potential $500K+ penalty exposure
Reported
13.0%
readmission rate · 2025-12
Audited
12.3%
Overstated 5.7%
Decision Exposure
Board approved CMS compliance filing based on overstated readmission rate — potential $500K+ penalty exposure
Reported readmission_rate for 2025-12 is 13.0%, but recomputed value from raw events is 12.3%. Discrepancy of +5.7%.
BayesIQ Data Reliability Audit
Hospital
Audit Period: December 2025
Reliability Score
Good — some issues need attention
Illustrative example — representative of BayesIQ audit deliverables
BayesIQ audits a healthcare organization's patient data infrastructure across readmission tracking, patient identity matching, and outcome reporting. The audit identifies 3 material discrepancies — including 50 near-duplicate patient records inflating aggregations and null patient IDs breaking downstream filters — directly affecting board-reported readmission metrics. After targeted remediation, the reliability score improves from 31 to 81 and the readmission rate discrepancy narrows from 5.7% to within acceptable tolerance.
Key Metrics: Reported vs Audited
| Metric | Period | Reported | Audited | Delta |
|---|---|---|---|---|
| readmission_rate | 2025-12 | 13.0% | 12.3% | overstated 5.7% |
Top Findings
readmission_rate misreported for 2025-12 (off by +5.7%)
Board approved CMS compliance filing based on overstated readmission rate — potential $500K+ penalty exposure
Near-duplicate rows detected
50 duplicate patient records inflating readmission counts, distorting quality metrics reported to CMS
50 rows affected
Null values in required column: patient_id
25 records missing patient_id — these patients are invisible to outcome tracking and compliance reporting
25 rows affected
Recommended Actions
- 1
Investigate duplicate records. Add dedup logic keyed on non-key fields.
Owner: Data Engineering|Effort: Mediumhigh - 2
Fix null values in required column 'patient_id' at the source.
Owner: Data Engineering|Effort: Mediumhigh - 3
Investigate root cause of readmission_rate discrepancy for 2025-12. Check for duplicate events, missing data, or filter logic differences.
Owner: Data Engineering|Effort: Smallmedium
Deliverables
Book a Healthcare Data Diagnostic
A focused $7,500 engagement. We audit your hospital data, score your metrics, and deliver a remediation roadmap in 2 weeks.
Book a diagnosticMonthly Metric Reliability Program
Ongoing monitoring, governed corrections, and executive-ready reporting. Starting at $2,500/month.
Learn more