IND

STEBBINGS, GLENN

18% Democratic / 82% RepublicanDerived from contributionsZIP cluster 902782023–2024Exact name + ZIP5

Reported identity cluster · not a verified person-level entity.

Contribution summary

Latest amendment per committee transaction ID · memo rows excluded from net

Reported transaction total$9.5K

Number of transactions19

Recipient committees1

Transaction date rangeFeb 15, 2023through Nov 15, 2024

Reported identity evidence

Raw context retained from FEC Schedule A rows

Reported names linked: STEBBINGS, GLENN
Reported ZIPs seen: 90278
Locations seen: REDONDO BEACH CA
Occupation and employer: PRESIDENT & CEO LOGISTIQ INSURANCE SOLUTIONSPRESIDENT & CEO LOGISTIQ INSURNACE SOLUTIONS
What is linked: Exact filed name + first five ZIP digits within this cycle

Industry: Not yet classified

Industry not yet classified for LOGISTIQ INSURANCE SOLUTIONS · LOGISTIQ INSURNACE SOLUTIONS.

Reported occupation interpretations

Employment status, occupation family, and title describe historical reported occupation text, not current employment. Different values can come from different receipts or linked names. Employer industries remain separate.

Reported occupation: PRESIDENT & CEO
Employment status: Employed
Occupation family: General management
Seniority / title: C-suite / president
Interpreted label: General management · C-suite / president

GovMoneyGraph occupation model v1 · Accepted interpretations only. These labels do not establish income, wealth, or a compliance finding.

Loading reported occupation interpretations…

How these records are matched

A conservative grouping of federal contribution rows with this exact filed name and five-digit ZIP. ZIP+4 extensions are retained as evidence but ignored for matching. This is a reported identity cluster, not yet a verified person-level entity.

Contributions by recipient party and committee type

Recipient party from FEC registration, linked candidates, or affirmative support activity

Recipient party affiliation

Contributions grouped by each recipient’s reported party or inferred alignment

Mixed-party destinationsDerived from contributions$9,500100% of displayed positive totals19 transactions · 1 recipient committees

Recipient committee type

Type of political committee receiving the contribution

PAC$9,50019 transactions · 1 recipient committees

Party totals describe recipients, not the contributor’s party registration or beliefs. FEC-reported and linked-candidate parties take precedence over inferred activity. Opposition to a candidate does not count as support for another party. Open a recipient to inspect its classification evidence and separate support and opposition disclosures.

Money network

Contributor-to-committee connections sized by absolute reported transaction total

Connected entity party

Connections per side

Showing 0 of 0 loaded matching connections on the left and 1 of 1 on the right, up to 10 per side by absolute amount. This is not the full transaction history. Party filters include mixed-party contributions or activity. Full connection amounts are shown, not just the selected party’s share. Party labels use reported party information or inferred contributions/activity—not an individual’s party registration.

Democratic Republican Mixed-party contributions Other / independent Not classifiedLine width = absolute amountShown totals: $0 in · $9.5K out

Contributions by recipient committee

1 recipient committees · largest reported totals first · expand an arrow for transactions

Reported totals sum current non-memo transactions, including reported refund entries, and can include both a conduit’s and a recipient’s report of the same contribution. These are not verified net contributions after refunds. Expand a recipient to inspect transaction types, reporting sides and source records.

Full contribution ledger · 10 rows per pageAll contributions

Reported total$9,50019 reported transactions

C00335091 · PACTRANSPORTATION INTERMEDIARIES ASSOCIATION'S TIAPACMixed activity · 18% Democratic / 82% RepublicanInferred from activityFEC registration · 2024 cycleRegistered location: ALEXANDRIAVAConnected organization: TRANSPORTATION INTERMEDIARIES ASSOCIATION

Candidate campaign receiving transfers
ALLRED, COLINDemocraticFEC reported
U.S. House · Texas · District 32
Election 2024 · Incumbent · Current candidate
Receiving campaign: COLIN ALLRED FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8TX32098 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BAUGH, SCOTTRepublicanFEC reported
U.S. House · California · District 47
Election 2024 · Open seat · Current candidate
Receiving campaign: SCOTT BAUGH FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6CA48245 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BEAN, AARON P.RepublicanFEC reported
U.S. House · Florida · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: AARON BEAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2FL04211 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BOST, MICHAELRepublicanFEC reported
U.S. House · Illinois · District 12
Election 2024 · Incumbent · Current candidate
Receiving campaign: MIKE BOST FOR CONGRESS COMMITTEE
Candidate details & sources
FEC candidate ID: H4IL12060 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BRESNAHAN, ROBRepublicanFEC reported
U.S. House · Pennsylvania · District 8
Election 2024 · Challenger · Current candidate
Receiving campaign: ROB FOR PA
Candidate details & sources
FEC candidate ID: H4PA08124 · 2023–2024 reporting cycle

Show 57 more candidate connections (62 total)

Candidate campaign receiving transfers
BUCKHOUT, LAURIERepublicanFEC reported
U.S. House · North Carolina · District 1
Election 2024 · Challenger · Current candidate
Receiving campaign: LAURIE BUCKHOUT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4NC01137 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BURCHETT, TIMRepublicanFEC reported
U.S. House · Tennessee · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: BURCHETT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8TN02119 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BURLISON, ERICRepublicanFEC reported
U.S. House · Missouri · District 7
Election 2024 · Incumbent · Current candidate
Receiving campaign: ERIC BURLISON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2MO07143 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CAMMACK, KATRepublicanFEC reported
U.S. House · Florida · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: KAT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0FL03175 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CARTER, EARL LEROYRepublicanFEC reported
U.S. House · Georgia · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: BUDDY CARTER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4GA01039 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CASSIDY, WILLIAM M.RepublicanFEC reported
U.S. Senate · Louisiana · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: BILL CASSIDY FOR US SENATE
Candidate details & sources
FEC candidate ID: S4LA00107 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CHAVEZ-DEREMER, LORIRepublicanFEC reported
U.S. House · Oregon · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: LORI CHAVEZ-DEREMER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2OR05209 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
COLLINS, MICHAEL A JRRepublicanFEC reported
U.S. House · Georgia · District 10
Election 2024 · Incumbent · Current candidate
Receiving campaign: COLLINS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4GA10071 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CRUZ, RAFAEL EDWARD TEDRepublicanFEC reported
U.S. Senate · Texas · Statewide
Election 2024 · Incumbent · Current candidate
Receiving campaign: TED CRUZ FOR SENATE
Candidate details & sources
FEC candidate ID: S2TX00312 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
DESPOSITO, ANTHONY PRepublicanFEC reported
U.S. House · New York · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: DESPOSITO FOR NEW YORK
Candidate details & sources
FEC candidate ID: H2NY04277 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
DIAZ-BALART, MARIORepublicanFEC reported
U.S. House · Florida · District 26
Election 2024 · Incumbent · Current candidate
Receiving campaign: MARIO DIAZ-BALART FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2FL25018 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
DONALDS, BYRONRepublicanFEC reported
U.S. House · Florida · District 19
Election 2024 · Incumbent · Current candidate
Receiving campaign: BYRON DONALDS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2FL14186 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
ERNST, JONI KRepublicanFEC reported
U.S. Senate · Iowa · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: JONI FOR IOWA
Candidate details & sources
FEC candidate ID: S4IA00129 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
EZELL, WALTER MICHAELRepublicanFEC reported
U.S. House · Mississippi · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: COMMITTEE TO ELECT MIKE EZELL
Candidate details & sources
FEC candidate ID: H2MS04258 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
FERGUSON, ANDERSON DREW IVRepublicanFEC reported
U.S. House · Georgia · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: DREW FERGUSON FOR CONGRESS INC.
Candidate details & sources
FEC candidate ID: H6GA03113 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
FISCHER, DEBRA S.RepublicanFEC reported
U.S. Senate · Nebraska · Statewide
Election 2024 · Incumbent · Current candidate
Receiving campaign: DEB FISCHER FOR US SENATE
Candidate details & sources
FEC candidate ID: S2NE00094 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GIMENEZ, CARLOSRepublicanFEC reported
U.S. House · Florida · District 28
Election 2024 · Incumbent · Current candidate
Receiving campaign: CARLOS GIMENEZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0FL26036 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GOODEN, LANCERepublicanFEC reported
U.S. House · Texas · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: LANCE GOODEN FOR CONGRESS COMMITTEE
Candidate details & sources
FEC candidate ID: H8TX05144 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GOTTHEIMER, JOSHDemocraticFEC reported
U.S. House · New Jersey · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: JOSH GOTTHEIMER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NJ05171 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GRAVES, GARRETRepublicanFEC reported
U.S. House · Louisiana · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: GARRET GRAVES FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4LA06153 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GRAVES, SAMUEL B. JR.RepublicanFEC reported
U.S. House · Missouri · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: GRAVES FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0MO06073 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GREEN, MARK DR.RepublicanFEC reported
U.S. House · Tennessee · District 7
Election 2024 · Incumbent · Current candidate
Receiving campaign: MARK GREEN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8TN07076 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GUTHRIE, S. BRETT HON.RepublicanFEC reported
U.S. House · Kentucky · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: GUTHRIE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8KY02031 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
HERTEL, CURTIS JR.DemocraticFEC reported
U.S. House · Michigan · District 7
Election 2024 · Open seat · Current candidate
Receiving campaign: HERTEL FOR MICHIGAN
Candidate details & sources
FEC candidate ID: H4MI07210 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
HOYLE, VALERIEDemocraticFEC reported
U.S. House · Oregon · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: VAL HOYLE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2OR04095 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
JAMES, JOHNRepublicanFEC reported
U.S. House · Michigan · District 10
Election 2024 · Incumbent · Current candidate
Receiving campaign: JOHN JAMES FOR CONGRESS, INC.
Candidate details & sources
FEC candidate ID: H2MI10150 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KEAN, THOMAS H JRRepublicanFEC reported
U.S. Senate · New Jersey · Statewide
Election 2006 · Challenger · Prior-cycle candidate
Receiving campaign: ELECTION FUND OF TOM KEAN
Candidate details & sources
FEC candidate ID: S6NJ00271 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KEAN, THOMAS H. JR.RepublicanFEC reported
U.S. House · New Jersey · District 7
Election 2024 · Incumbent · Current candidate
Receiving campaign: KEAN FOR CONGRESS INC
Candidate details & sources
FEC candidate ID: H0NJ07261 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KILEY, KEVINRepublicanFEC reported
U.S. House · California · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: KEVIN KILEY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2CA03157 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
LARSEN, RICKDemocraticFEC reported
U.S. House · Washington · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: CITIZENS TO ELECT RICK LARSEN
Candidate details & sources
FEC candidate ID: H0WA02080 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
LAWLER, MICHAEL VINCENTRepublicanFEC reported
U.S. House · New York · District 17
Election 2024 · Incumbent · Current candidate
Receiving campaign: LAWLER FOR CONGRESS, INC.
Candidate details & sources
FEC candidate ID: H2NY17162 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
LEE, LAURELRepublicanFEC reported
U.S. House · Florida · District 15
Election 2024 · Incumbent · Current candidate
Receiving campaign: LAUREL LEE FOR CONGRESS, INC.
Candidate details & sources
FEC candidate ID: H2FL15241 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
LUTTRELL, MORGAN JOERepublicanFEC reported
U.S. House · Texas · District 8
Election 2024 · Incumbent · Current candidate
Receiving campaign: TEXANS FOR MORGAN LUTTRELL
Candidate details & sources
FEC candidate ID: H2TX08182 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MALLIOTAKIS, NICOLERepublicanFEC reported
U.S. House · New York · District 11
Election 2024 · Incumbent · Current candidate
Receiving campaign: NICOLE FOR NEW YORK
Candidate details & sources
FEC candidate ID: H0NY11078 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MANN, TRACEY ROBERTRepublicanFEC reported
U.S. House · Kansas · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: MANN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0KS01123 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MESSMER, MARK MR.RepublicanFEC reported
U.S. House · Indiana · District 8
Election 2024 · Open seat · Current candidate
Receiving campaign: MESSMER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4IN08249 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MEUSER, DANIELRepublicanFEC reported
U.S. House · Pennsylvania · District 9
Election 2024 · Incumbent · Current candidate
Receiving campaign: MEUSER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8PA10147 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MILLER-MEEKS, MARIANNETTE JANERepublicanFEC reported
U.S. House · Iowa · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: MILLER-MEEKS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8IA02043 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MOLINARO, MARCUS J.RepublicanFEC reported
U.S. House · New York · District 19
Election 2024 · Incumbent · Current candidate
Receiving campaign: MARC FOR US INC.
Candidate details & sources
FEC candidate ID: H2NY19127 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MORAN, JERRYRepublicanFEC reported
U.S. Senate · Kansas · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: MORAN FOR KANSAS
Candidate details & sources
FEC candidate ID: S0KS00091 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MOULTON, SETHDemocraticFEC reported
U.S. House · Massachusetts · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: MOULTON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4MA06090 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
NICKEL, WILEYDemocraticFEC reported
U.S. Senate · North Carolina · Statewide
Election 2026 · Current candidate
Receiving campaign: WILEY NICKEL FOR NORTH CAROLINA
Candidate details & sources
FEC candidate ID: S6NC00340 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
PAULINA LUNA, ANNARepublicanFEC reported
U.S. House · Florida · District 13
Election 2024 · Incumbent · Current candidate
Receiving campaign: ANNA PAULINA LUNA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0FL13158 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
PELTOLA, MARYDemocraticFEC reported
U.S. House · Alaska · At-large
Election 2024 · Incumbent · Current candidate
Receiving campaign: MARY PELTOLA FOR ALASKA
Candidate details & sources
FEC candidate ID: H2AK01158 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
PRESCOTT, RUSSELLRepublicanFEC reported
U.S. House · New Hampshire · District 1
Election 2024 · Challenger · Current candidate
Receiving campaign: PRESCOTT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2NH01304 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
QUIGLEY, MIKEDemocraticFEC reported
U.S. House · Illinois · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: QUIGLEY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0IL05096 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
RESCHENTHALER, GUY MR.RepublicanFEC reported
U.S. House · Pennsylvania · District 14
Election 2024 · Incumbent · Current candidate
Receiving campaign: GUY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8PA18199 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
ROGERS, MICHAELRepublicanFEC reported
U.S. House · Alabama · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: MIKE ROGERS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2AL03032 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
ROSENDALE, MATT MR.RepublicanFEC reported
U.S. House · Montana · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: MATT ROSENDALE FOR MONTANA
Candidate details & sources
FEC candidate ID: H4MT00050 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
ROUZER, DAVIDRepublicanFEC reported
U.S. House · North Carolina · District 7
Election 2024 · Incumbent · Current candidate
Receiving campaign: DAVID ROUZER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2NC07096 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
STANTON, GREGDemocraticFEC reported
U.S. House · Arizona · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: STANTON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8AZ09040 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
STEEL, MICHELLERepublicanFEC reported
U.S. House · California · District 45
Election 2024 · Incumbent · Current candidate
Receiving campaign: MICHELLE STEEL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0CA48198 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
THOMPSON, BENNIE G.DemocraticFEC reported
U.S. House · Mississippi · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF BENNIE THOMPSON
Candidate details & sources
FEC candidate ID: H4MS02068 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WEBSTER, DANIELRepublicanFEC reported
U.S. House · Florida · District 11
Election 2024 · Incumbent · Current candidate
Receiving campaign: DANIEL WEBSTER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0FL08208 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WESTERMAN, BRUCERepublicanFEC reported
U.S. House · Arkansas · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: WESTERMAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4AR04048 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WILLIAMS, NIKEMA N.DemocraticFEC reported
U.S. House · Georgia · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: NIKEMA FOR CONGRESS, INC
Candidate details & sources
FEC candidate ID: H0GA05301 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WITTMAN, ROBERT J. MR.RepublicanFEC reported
U.S. House · Virginia · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: ROB WITTMAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8VA01147 · 2023–2024 reporting cycle

These campaigns received reported contributions or transfers from this committee during the selected cycle. This is not a complete participant list or an allocation of any individual donor's gift; other recipients may include parties and PACs.

Reported total$9,50019 reported transactions

Source & identity status

Trace every claim back to the public record

Source agencyFederal Election Commission

Grouping keyExact name + ZIP

Cycle2023–2024

Search official FEC records

The FEC publishes names and addresses as reported, but does not assign a persistent ID to each individual contributor. GovMoneyGraph links variants here only when employer and location or occupation evidence corroborates compatible names; conflicting middle initials remain separate. These heuristic clusters stay reviewable until promoted into the persistent entity graph through the labeled gold-set process.