Loading pattern matches
The dataset shows recipients holding both VA contracts and VA assistance awards for overlapping purposes — the same UEI paid through two instruments where VA can check for duplication.
Glassbox VA surfaces correlations and observations, not findings of misconduct. Severity is the size of the match (dollars, growth ratio, concentration or firm count), not the likelihood of a problem; evidence strength (0–1) shows how well the data supports the match. Both are a starting point for review, not a verdict.
The match meets the pattern threshold, in the lower size band.
A mid-sized match. Pull the source records and read the listed benign explanations first.
The largest size band for this pattern. Larger matches are listed first; size is not evidence of a problem.
Severity is computed from the detection signal · same recipient_uei with ≥ $100K in VA contracts AND ≥ $100K in VA assistance · overlap measured on shared description keywords between the two instruments' awards (Jaccard ≥ 0.2) or a known purpose pairing (homeless services contracts ↔ 64.024 GPD / 64.033 SSVF grants; pairing-only matches capped at observation because VA runs these programs side by side) · signal = smaller of the two totals $
The dataset shows ANKA BEHAVIORAL HEALTH, INCORPORATED (UEI DK8HM4XPMBJ5) holding $2,779,666 in VA contracts and $2,159,463 in VA assistance awards with overlapping stated purposes (homeless services (64.024 / 64.033 ↔ contract)). Glassbox surfaces the overlap; VA verifies whether the two instruments pay for distinct work.
Why this may be benign · Universities, health systems, states and large nonprofits routinely hold both VA contracts and VA grants for distinct work; overlap is a verification prompt, not evidence of duplication.
Once a match is identified, the dataset suggests these review actions. Glassbox VA does not prescribe outcomes — these are calibrated options for contracting officers, auditors, and program officers, framed as correlations to investigate.
The same organisation can hold a contract and a grant for distinct work. Confirm the two instruments do not pay for the same beds, staff or services.
These are calibrated suggestions, not directives. The dataset shows the pattern; the responsible officials decide the response.
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
The dataset shows WEINGART CENTER ASSOCIATION (UEI L3FBDNB6TPM7) holding $2,006,006 in VA contracts and $8,038,511 in VA assistance awards with overlapping stated purposes (homeless services (64.024 / 64.033 ↔ contract)). Glassbox surfaces the overlap; VA verifies whether the two instruments pay for distinct work.
Why this may be benign · Universities, health systems, states and large nonprofits routinely hold both VA contracts and VA grants for distinct work; overlap is a verification prompt, not evidence of duplication.