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AAR SUPPLY CHAIN, INC

UEI TWJNLZXJ39F1 · OTHER AIRCRAFT PARTS AND AUXILIARY EQUIPMENT MANUFACTURING

Primary agency: Department of Defense

Composite

0.463

↓ 0.006 vs prior day

Percentile

99.5th

among flagged today

Lifetime $

$340.4M

across all federal awards

Awards

1,968

lifetime count

Detectors fired today:Benford's LawModification GrowthIsolation Forest

Scored July 29, 2026 · DoD

The brief

Three detectors flagged AAR Supply Chain. Benford's Law analysis found the leading digits of award amounts deviate significantly from expected frequency, with digit 1 appearing in only 19 percent of transactions versus the expected 30 percent. Modification growth on contract SPE4AX24D9401 expanded at a rate nearly 30 times faster than peers in the same industry classification. An Isolation Forest multivariate analysis identified the entity as a statistical outlier based on its combination of high dollar volume, concentrated agency relationships, and frequent contract modifications.

The Benford test produced a KS statistic of 0.110 with p-value 3.3e-21 across 1,968 transactions totaling 340 million dollars lifetime. The modification growth ratio reached 913.6 compared to a NAICS average of 31.0, yielding a z-score of 6.6 standard deviations above peer behavior. The Isolation Forest anomaly score was 0.934 on a 0-to-1 scale, reflecting extreme multivariate distance from typical entities.

These statistical signals warrant scrutiny but do not prove misconduct. Benford deviations can reflect legitimate business practices in specialized manufacturing. The entity's concentration with a single agency and high modification frequency may reflect long-term prime contractor status rather than fraud. The peer group for aircraft parts manufacturing is relatively small, potentially amplifying apparent anomalies. Industry context and contract documentation should be reviewed to determine whether these patterns reflect normal operations or genuine risk.

Auto-generated by AI · Methodology →

Detector breakdown

Benford's Law

Score 1.000

Looks for unnatural patterns in the first digit of award amounts. Real-world dollar amounts follow a predictable distribution where the digit "1" appears in ~30% of values. Deviations can indicate manipulation or manufactured numbers.

Finding for this entity

KS statistic
0.1103
p-value
3.33 × 10^-21
Transactions
1,968
How to read Benford's Law

Modification Growth

Score 0.990

Detects parent contracts whose modifications grew much faster than peer contracts in the same NAICS code. Extreme growth can mean scope creep, inadequate competition, or post-award gaming.

Finding for this entity

Contract
SPE4AX24D9401
Growth ratio
913.6×
Peer average
31.0×
Z-score
6.60
How to read Modification Growth

Isolation Forest (Multivariate Outlier)

Score 0.934

Machine learning method that finds contractors whose overall profile — agency mix, sole-source rate, NAICS spread, modification frequency — is statistically unlike anyone else's.

Finding for this entity

Anomaly score (raw)
-0.763
Contamination
0.05
How to read Isolation Forest

Score over time

0.000.250.50May 28, 2026Jul 29, 2026

Composite over 3 days · rank 34 today (was #43 on May 28, 2026)

Flagged contracts

Contracts that triggered one or more detectors above.

Award IDAmountDateCompetitionTriggeredSource
SPE4AX24D9401Modification GrowthUSAspending →

View all contracts for AAR SUPPLY CHAIN, INC on USAspending.gov →