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Guidance: How to validate local state context
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This tool does not predict payer actions. It highlights statistical variance patterns that may warrant clearer documentation.
Volume figures are aggregate counts, not individual claim predictions.
PA state intelligence
Understand Medicaid patterns in Pennsylvania
See pass-month coverage (68/84), policy watchpoints, and border code signals so teams can prioritize documentation work with context.
These metrics measure statistical consistency, not clinical appropriateness.
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State: PAPass months: 68/84Policy events: 0High DQ signals: 6
Data quality coverage
81.0%
68/84 pass months
Aggregate paid volume
$27,883,040,678
From the current aggregate release.
Negative paid rate
0.0%
Monthly average context
Missing servicing NPI rate
16.6%
Reporting-behavior context
Data quality readiness tier
Guarded
Lower pass-month coverage means trend interpretation should stay observational-only.
Pass-month rate: 81.0% (68/84).
Documentation pressure tier
Elevated
Higher reversal and/or servicing-blank rates indicate stronger documentation-friction pressure.
Avg negative paid rate: 0.0% · Avg servicing blank rate: 16.6%.
Policy comparison tier
No events
Policy comparison event rows were not emitted for this state in the current release.
Event count: 0 · Quality warnings: 0.
Payer-mix context
This state currently falls in the medium dependency band.
The payer-mix profile includes 396 providers.
Total observed Medicaid paid is $1,680,487,457 across 9,325,011 claims.
The average observed span is 33.1 months.
Proxy from Medicaid-only billing intensity; non-Medicaid payer denominators are not observed.
Policy comparison context
This release tracks 0 policy events in this state.
The latest effective month is N/A.
Comparison quality rate is N/A .
Estimated payment change is N/A .
The current release flags 0 quality warnings.
The latest QA status is N/A.
Top boundary differential code signals
These comparisons are sorted by highest average absolute paid-per-claim differential.
| Code | Avg abs paid/claim diff % | Max abs paid/claim diff % | Comparisons | Dominant inconsistency band | DQ sensitivity | Code pathway |
|---|---|---|---|---|---|---|
| 71010 | 200.0% | 200.0% | 1 | High review priority | high | Open code profile |
| 71020 | 200.0% | 200.0% | 2 | High review priority | high | Open code profile |
| 2026F | 200.0% | 200.0% | 3 | High review priority | high | Open code profile |
| 0100U | 200.0% | 200.0% | 2 | Review recommended | high | Open code profile |
| G9512 | 200.0% | 200.0% | 13 | Review recommended | high | Open code profile |
| J0295 | 200.0% | 200.0% | 45 | High review priority | high | Open code profile |
Metadata and limitations
- The release data package was generated 2026-03-21T18:33:23.950Z.
- The state source mapping for this view is npi_map.
- Aggregate state-level context from T-MSIS provider-code-month inputs; no patient-level claims are present.
- Boundary differential values are proxy comparisons and do not represent bilateral 30-mile provider geolocation attribution.
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Page updated: 2026-02-16