PERM IntelligencePERMDenial patterns All fiscal yearsScreening clusters with at least 25 cases
PERM Denial Analysis
Which states, employers, and job families are carrying the highest PERM denial risk?
Show users where PERM denial pressure is concentrated without burying them in low-sample noise.
Step 1
Aggregate first, then filter with the 25+ case threshold
All-years mode combines denial clusters across fiscal years before the threshold is applied, so users see real historical hotspots instead of fragmented yearly slices.
Step 2
Read rate and volume together
A denial hotspot matters most when both the denial rate and the underlying case count are elevated.
Step 3
Attorney clusters are missing for this slice
The UI needs to say when attorney-level denial intelligence is incomplete so users do not assume the risk picture is fully populated.
Public U.S. government datasets