Loading pattern matches
The dataset shows non-government recipients that received substantial VA obligations and then had no VA award action for three years or more — a prompt to confirm closeout and any successor entity.
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 · recipient net obligations ≥ p90 of recipient totals within its primary administration AND ≥ $500K floor · latest action_date < as-of − 36 months, as-of = latest award action ≤ today · awards to individuals and government bodies excluded · severity capped at attention · signal = years without an award action
The dataset shows UNION CITY CONTRACTORS INC. receiving $2,396,574 in net VA obligations across 2 awards (2007-10-17 to 2007-12-21), above the 90th percentile of VHA's recipients, with no VA award action in the 18.7 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
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.
Were final invoices paid, deliverables accepted and unliquidated balances deobligated on the recipient's last awards?
Search SAM.gov for the UEI. A completed program or expired vehicle explains most silence; a vanished entity after large payments is worth a closer look.
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 DUKE REALTY LIMITED PARTNERSHIP receiving $125,239,580 in net VA obligations across 1 award (2008-04-15 to 2008-04-15), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 18.4 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows ENGINEERS, U S ARMY CORPS OF receiving $9,874,700 in net VA obligations across 3 awards (2008-06-12 to 2008-06-12), above the 90th percentile of VHA's recipients, with no VA award action in the 18.2 years to 2026-09-04.
The dataset shows CLR COMPANY, LLC receiving $16,046,735 in net VA obligations across 1 award (2008-06-13 to 2008-06-13), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 18.2 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows MASSARO CORP receiving $38,530,000 in net VA obligations across 1 award (2008-06-19 to 2008-06-19), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 18.2 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows TRILINE receiving $2,483,464 in net VA obligations across 306 awards (2007-10-01 to 2008-06-25), above the 90th percentile of VHA's recipients, with no VA award action in the 18.2 years to 2026-09-04.
The dataset shows SOUTHERN CALIFORNIA EDISON COM receiving $8,850,176 in net VA obligations across 13 awards (2007-10-01 to 2008-07-01), above the 90th percentile of VHA's recipients, with no VA award action in the 18.2 years to 2026-09-04.
The dataset shows KDV-DAVID JOINT VENTURE receiving $2,117,374 in net VA obligations across 1 award (2008-07-01 to 2008-07-01), above the 90th percentile of VHA's recipients, with no VA award action in the 18.2 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows ROCK-SEA LLC receiving $3,723,028 in net VA obligations across 2 awards (2008-05-06 to 2008-07-03), above the 90th percentile of VHA's recipients, with no VA award action in the 18.2 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows RANCHO COURTYARD, LLC receiving $2,141,675 in net VA obligations across 2 awards (2008-06-14 to 2008-07-16), above the 90th percentile of VHA's recipients, with no VA award action in the 18.1 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows BEARINGPOINT, LLC receiving $2,316,929 in net VA obligations across 1 award (2008-08-28 to 2008-08-28), above the 90th percentile of VHA's recipients, with no VA award action in the 18.0 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows INDIANA UNIVERSITY receiving $4,582,311 in net VA obligations across 52 awards (2007-10-01 to 2008-09-01), above the 90th percentile of VHA's recipients, with no VA award action in the 18.0 years to 2026-09-04.
The dataset shows JACOB - RELIABLE ENTERPRISES receiving $2,866,759 in net VA obligations across 4 awards (2007-10-15 to 2008-09-03), above the 90th percentile of VHA's recipients, with no VA award action in the 18.0 years to 2026-09-04.
The dataset shows THE FIRST AMERICAN CORPORATION receiving $34,000,000 in net VA obligations across 1 award (2008-09-11 to 2008-09-11), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 18.0 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows MCKESSON HBOC, INC. receiving $3,558,930,278 in net VA obligations across 1485 awards (2007-10-01 to 2008-09-18), above the 90th percentile of VHA's recipients, with no VA award action in the 18.0 years to 2026-09-04.
The dataset shows HARVEST BUSINESS CENTER LLC receiving $18,297,338 in net VA obligations across 2 awards (2008-04-08 to 2008-09-26), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 17.9 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows NATIONAL SOURCING, INC. receiving $2,508,854 in net VA obligations across 3 awards (2008-02-08 to 2008-09-30), above the 90th percentile of VHA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
The dataset shows PRE CON INDUSTRIES, INC. receiving $2,192,541 in net VA obligations across 1 award (2008-09-30 to 2008-09-30), above the 90th percentile of VHA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows DETROIT EDISON COMPANY, THE (I receiving $7,327,274 in net VA obligations across 5 awards (2007-10-01 to 2008-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
The dataset shows VGA SYSTEMS CORP receiving $7,134,873 in net VA obligations across 5 awards (2007-10-01 to 2008-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
The dataset shows PONTIAC OSTEOPATHIC HOSPITAL receiving $3,792,054 in net VA obligations across 2 awards (2007-10-25 to 2008-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows AMERICAN BRONZE CORPORATION receiving $1,332,225 in net VA obligations across 8 awards (2007-10-01 to 2008-10-01), above the 90th percentile of NCA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
The dataset shows APEX LIMITED, INC. receiving $1,224,401 in net VA obligations across 1 award (2008-01-24 to 2008-10-01), above the 90th percentile of NCA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows LOGICON, INC. receiving $2,339,256 in net VA obligations across 3 awards (2008-10-01 to 2008-10-01), above the 90th percentile of VHA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
The dataset shows AHP OF NEVADA, INC. receiving $2,511,701 in net VA obligations across 10 awards (2007-10-01 to 2008-10-27), above the 90th percentile of VHA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
The dataset shows CORVEL CORPORATION receiving $844,926 in net VA obligations across 3 awards (2008-03-26 to 2008-10-28), above the 90th percentile of VBA's recipients, with no VA award action in the 17.9 years to 2026-09-04.
The dataset shows S.J. CONSTRUCTION, INC. receiving $6,559,620 in net VA obligations across 1 award (2008-10-31 to 2008-10-31), above the 90th percentile of VHA's recipients, with no VA award action in the 17.8 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows THEO DEVELOPMENT INC receiving $2,381,712 in net VA obligations across 3 awards (2007-10-01 to 2008-10-31), above the 90th percentile of VHA's recipients, with no VA award action in the 17.8 years to 2026-09-04.
The dataset shows V & R DRYWALL, INC. receiving $3,797,427 in net VA obligations across 3 awards (2008-05-29 to 2008-11-24), above the 90th percentile of VHA's recipients, with no VA award action in the 17.8 years to 2026-09-04.
The dataset shows COMPUTER ASSOCIATES INTERNATIO receiving $12,653,862 in net VA obligations across 12 awards (2007-10-01 to 2009-01-12), above the 90th percentile of VHA's recipients, with no VA award action in the 17.6 years to 2026-09-04.
The dataset shows CORAL ENERGY RESOURCES, L. P. receiving $3,953,388 in net VA obligations across 10 awards (2007-10-01 to 2009-01-15), above the 90th percentile of VHA's recipients, with no VA award action in the 17.6 years to 2026-09-04.
The dataset shows WATERSIDE ASSOCIATES LP receiving $2,049,057 in net VA obligations across 3 awards (2007-11-05 to 2009-01-20), above the 90th percentile of VHA's recipients, with no VA award action in the 17.6 years to 2026-09-04.
The dataset shows EFFINGHAM ADVANCED AMBULANCE receiving $3,112,110 in net VA obligations across 34 awards (2007-10-03 to 2009-02-03), above the 90th percentile of VHA's recipients, with no VA award action in the 17.6 years to 2026-09-04.
The dataset shows MERCY REGIONAL HEALTH SYSTEMS, INC receiving $2,057,627 in net VA obligations across 17 awards (2007-10-10 to 2009-02-03), above the 90th percentile of VHA's recipients, with no VA award action in the 17.6 years to 2026-09-04.
The dataset shows BAY SYSTEMS CONSULTING, INC receiving $4,878,933 in net VA obligations across 3 awards (2008-02-21 to 2009-02-22), above the 90th percentile of VHA's recipients, with no VA award action in the 17.5 years to 2026-09-04.
The dataset shows CARL ZEISS SURGICAL INCORPORATED receiving $4,869,479 in net VA obligations across 205 awards (2007-10-02 to 2009-03-16), above the 90th percentile of VHA's recipients, with no VA award action in the 17.5 years to 2026-09-04.
The dataset shows HEIDORN DEVELPMENT receiving $4,438,757 in net VA obligations across 8 awards (2007-10-01 to 2009-03-25), above the 90th percentile of VHA's recipients, with no VA award action in the 17.4 years to 2026-09-04.
The dataset shows TRI-STATE MRI PTR receiving $2,556,956 in net VA obligations across 5 awards (2008-01-01 to 2009-03-27), above the 90th percentile of VHA's recipients, with no VA award action in the 17.4 years to 2026-09-04.
The dataset shows INDUSTRIA VETERAN JV receiving $2,054,222 in net VA obligations across 21 awards (2007-11-01 to 2009-04-24), above the 90th percentile of VHA's recipients, with no VA award action in the 17.4 years to 2026-09-04.
The dataset shows VOLUNTEERS OF AMERICA OF FLORIDA receiving $211,700,900 in net VA obligations across 1 award (2007-10-18 to 2009-04-28), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 17.4 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows D M I ENVIROPLUS JOINT VENTURE receiving $2,550,848 in net VA obligations across 19 awards (2007-11-27 to 2009-05-01), above the 90th percentile of VHA's recipients, with no VA award action in the 17.3 years to 2026-09-04.
The dataset shows ST. MARY'S MEDICAL CENTER, INC. receiving $2,726,469 in net VA obligations across 1 award (2009-05-04 to 2009-05-04), above the 90th percentile of VHA's recipients, with no VA award action in the 17.3 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows REDFORD CONSTRUCTION, INC. receiving $2,523,550 in net VA obligations across 3 awards (2008-09-02 to 2009-05-04), above the 90th percentile of VHA's recipients, with no VA award action in the 17.3 years to 2026-09-04.
The dataset shows NEVADA IMAGING CENTERS receiving $5,615,192 in net VA obligations across 4 awards (2007-10-17 to 2009-05-12), above the 90th percentile of VHA's recipients, with no VA award action in the 17.3 years to 2026-09-04.
The dataset shows AMERICAL ENTERPRISES INC. receiving $4,326,295 in net VA obligations across 5 awards (2008-02-08 to 2009-05-19), above the 90th percentile of VHA's recipients, with no VA award action in the 17.3 years to 2026-09-04.
The dataset shows MORGAN JOHNSON ASSOCIATES, LLC receiving $3,252,450 in net VA obligations across 2 awards (2009-01-28 to 2009-05-22), above the 90th percentile of VHA's recipients, with no VA award action in the 17.3 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows GEMSTONE PROPERTIES, A CALIFORNIA LIMITED PARTNERSHIP receiving $2,451,056 in net VA obligations across 21 awards (2007-10-01 to 2009-05-22), above the 90th percentile of VHA's recipients, with no VA award action in the 17.3 years to 2026-09-04.
The dataset shows STANLEY SECURITY SOLUTIONS, INC. receiving $2,212,765 in net VA obligations across 436 awards (2007-10-01 to 2009-06-01), above the 90th percentile of VHA's recipients, with no VA award action in the 17.3 years to 2026-09-04.
The dataset shows KIRBY, FAHRION & ASSOCIATES, INC. receiving $5,354,661 in net VA obligations across 1 award (2007-12-07 to 2009-06-17), above the 90th percentile of VHA's recipients, with no VA award action in the 17.2 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows FLOYD MECHANICAL CORPORATION receiving $5,329,419 in net VA obligations across 27 awards (2007-10-15 to 2009-06-17), above the 90th percentile of VHA's recipients, with no VA award action in the 17.2 years to 2026-09-04.