IND

FALK, BOBBIE G

98% Democratic · 2% unclassifiedDerived from contributionsZIP cluster 852622025–2026Exact 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$8.8K

Number of transactions4

Recipient committees4

Transaction date rangeMay 12, 2025through Dec 12, 2025

Compliance review · No open linked indicators

Automated review indicators, not findings of a violation. Exact reported records are linked; identity is not independently verified. Reported lobbyist-bundling disclosures are not counted as issues.

Latest cycle-wide scan: Sep 12, 2026 · Index refreshed: Sep 12, 2026. Coverage is limited to loaded records and implemented checks.

Scan coverage and freshness

Receipt eligibility: last successful scan Sep 12, 2026 · latest scheduled check skipped (Sep 12, 2026).
Integrity: last successful scan Sep 7, 2026 · indexed scan status completed.
Fundraising patterns: last successful scan Sep 7, 2026 · indexed scan status completed.

No open indicators are linked in the published index. This is not a compliance clearance.

Across the cycle, some findings could not be linked safely to entities; ambiguous identities are withheld.

Reported identity evidence

Raw context retained from FEC Schedule A rows

Reported names linked: FALK, BOBBIE G
Reported ZIPs seen: 85262
Locations seen: SCOTTSDALE AZ
Occupation and employer: NOT EMPLOYED NOT EMPLOYEDCategory: Unemployed
What is linked: Exact filed name + first five ZIP digits within this cycle

Category: Unemployed

Reported employment categories, not company industries.

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: NOT EMPLOYED
Employment status: Not employed
Occupation family: Unknown
Seniority / title: Unknown
Interpreted label: Not employed

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

Democratic destinationsDerived from contributions$8,750100% of displayed positive totals4 transactions · 4 recipient committees

Recipient committee type

Type of political committee receiving the contribution

Candidate campaign$1,2502 transactions · 2 recipient committees

Hybrid PAC$2,5001 transactions · 1 recipient committees

Joint fundraising committee$5,0001 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 4 of 4 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 · $8.8K out

Contributions by recipient committee

4 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$8,7504 reported transactions

C00848317 · Joint fundraising committeeGALLEGO VICTORY FUND97% Democratic-aligned activity · 3% unclassifiedInferred from activityFEC registration · 2026 cycleRegistered location: WASHINGTONDC

Candidate campaign receiving transfers
GALLEGO, RUBENDemocraticFEC reported
U.S. Senate · Arizona · Statewide
Election 2030 · Incumbent · Current candidate
Receiving campaign: GALLEGO FOR ARIZONA
Candidate details & sources
FEC candidate ID: S4AZ00139 · 2025–2026 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$5,0001 reported transactions

C00488387 · Hybrid PACTRI-STATE MAXED-OUT WOMEN98% Democratic-aligned activity · 2% unclassifiedInferred from activityFEC registration · 2026 cycleRegistered location: WASHINGTONDC

Candidate campaign receiving transfers
BENNETT, REBECCADemocraticFEC reported
U.S. House · New Jersey · District 7
Election 2026 · Challenger · Current candidate
Receiving campaign: REBECCA BENNETT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NJ07201 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BIRD, SHANNON KATHLEENDemocraticFEC reported
U.S. House · Colorado · District 8
Election 2026 · Challenger · Current candidate
Receiving campaign: SHANNON BIRD FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6CO08047 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BOHANNAN, CHRISTINADemocraticFEC reported
U.S. House · Iowa · District 1
Election 2026 · Challenger · Current candidate
Receiving campaign: CHRISTINA BOHANNAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2IA02111 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BRINK,, BRIDGETDemocraticFEC reported
U.S. House · Michigan · District 7
Election 2026 · Challenger · Current candidate
Receiving campaign: BRINK FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6MI07256 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BUDZINSKI, NIKKIDemocraticFEC reported
U.S. House · Illinois · District 13
Election 2026 · Incumbent · Current candidate
Receiving campaign: NIKKI FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2IL13153 · 2025–2026 reporting cycle

Show 51 more candidate connections (56 total)

Candidate campaign receiving transfers
BYNUM, JANELLEDemocraticFEC reported
U.S. House · Oregon · District 5
Election 2026 · Incumbent · Current candidate
Receiving campaign: JANELLE BYNUM FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4OR05304 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
COGNETTI, PAIGEDemocraticFEC reported
U.S. House · Pennsylvania · District 8
Election 2026 · Challenger · Current candidate
Receiving campaign: PAIGE FOR PA
Candidate details & sources
FEC candidate ID: H6PA08293 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
COOKE, REBECCADemocraticFEC reported
U.S. House · Wisconsin · District 3
Election 2024 · Challenger · Prior-cycle candidate
Receiving campaign: COOKE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2WI03130 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
COOKE, REBECCADemocraticFEC reported
U.S. House · Wisconsin · District 3
Election 2026 · Challenger · Current candidate
Receiving campaign: COOKE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4WI03169 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
COOPER, ROYDemocraticFEC reported
U.S. Senate · North Carolina · Statewide
Election 2026 · Open seat · Current candidate
Receiving campaign: COOPER FOR NORTH CAROLINA
Candidate details & sources
FEC candidate ID: S6NC00407 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
CROCKETT, JASMINEDemocraticFEC reported
U.S. House · Texas · District 30
Election 2026 · Incumbent · Current candidate
Receiving campaign: JASMINE FOR US
Candidate details & sources
FEC candidate ID: H2TX30178 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
DEGETTE, DIANA LDemocraticFEC reported
U.S. House · Colorado · District 1
Election 2026 · Incumbent · Current candidate
Receiving campaign: DIANA DEGETTE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6CO01141 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
DELANEY, APRIL MCCLAINDemocraticFEC reported
U.S. House · Maryland · District 6
Election 2026 · Incumbent · Current candidate
Receiving campaign: APRIL MCCLAIN DELANEY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4MD06340 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
DELAURO, ROSA LDemocraticFEC reported
U.S. House · Connecticut · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF ROSA DELAURO
Candidate details & sources
FEC candidate ID: H0CT03072 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
EDWARDS, AMANDADemocraticFEC reported
U.S. House · Texas · District 18
Election 2026 · Challenger · Current candidate
Receiving campaign: AMANDA EDWARDS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4TX18138 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
ESPAILLAT, ADRIANODemocraticFEC reported
U.S. House · New York · District 13
Election 2026 · Incumbent · Current candidate
Receiving campaign: ADRIANO ESPAILLAT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2NY13096 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
FLETCHER, ELIZABETHDemocraticFEC reported
U.S. House · Texas · District 7
Election 2026 · Incumbent · Current candidate
Receiving campaign: ELIZABETH PANNILL FLETCHER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8TX07140 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
FRANKEL, LOIS J.DemocraticFEC reported
U.S. House · Florida · District 23
Election 2026 · Incumbent · Current candidate
Receiving campaign: LOIS FRANKEL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2FL14053 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GALAN-WOODS, MARLENEDemocraticFEC reported
U.S. House · Arizona · District 1
Election 2026 · Current candidate
Receiving campaign: MARLENE FOR CONGRESS 2026
Candidate details & sources
FEC candidate ID: H4AZ01228 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GILLEN, LAURADemocraticFEC reported
U.S. House · New York · District 4
Election 2026 · Challenger · Current candidate
Receiving campaign: GILLEN FOR NY
Candidate details & sources
FEC candidate ID: H2NY04244 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GLUESENKAMP PEREZ, MARIEDemocraticFEC reported
U.S. House · Washington · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: MARIE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2WA03217 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GOLDMAN, DANIELDemocraticFEC reported
U.S. House · New York · District 10
Election 2026 · Incumbent · Current candidate
Receiving campaign: DAN GOLDMAN FOR NEW YORK
Candidate details & sources
FEC candidate ID: H2NY10308 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GOODLANDER, MAGGIEDemocraticFEC reported
U.S. House · New Hampshire · District 2
Election 2026 · Incumbent · Current candidate
Receiving campaign: MAGGIE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4NH02399 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HASSAN, MARGARET WOODDemocraticFEC reported
U.S. Senate · New Hampshire · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: MAGGIE FOR NH
Candidate details & sources
FEC candidate ID: S6NH00091 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
JASLOW, ALLISONDemocraticFEC reported
U.S. House · North Carolina · District 3
Election 2026 · Challenger · Current candidate
Receiving campaign: ALLISON JASLOW FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NC03211 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
JOHNSON, JULIEDemocraticFEC reported
U.S. House · Texas · District 33
Election 2026 · Open seat · Current candidate
Receiving campaign: JULIE JOHNSON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4TX32089 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
KAPTUR, MARCY HON. M.C.DemocraticFEC reported
U.S. House · Ohio · District 9
Election 2026 · Incumbent · Current candidate
Receiving campaign: KAPTUR FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2OH09031 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
KILLIN, JESSICA WILLOWDemocraticFEC reported
U.S. House · Colorado · District 5
Election 2026 · Challenger · Current candidate
Receiving campaign: KILLIN FOR COLORADO
Candidate details & sources
FEC candidate ID: H6CO05324 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LEE, SUSIEDemocraticFEC reported
U.S. House · Nevada · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: SUSIE LEE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NV04020 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LEGER FERNANDEZ, TERESADemocraticFEC reported
U.S. House · New Mexico · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: TERESA FOR ALL
Candidate details & sources
FEC candidate ID: H0NM03102 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LEVIN, MIKEDemocraticFEC reported
U.S. House · California · District 49
Election 2026 · Incumbent · Current candidate
Receiving campaign: MIKE LEVIN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8CA49058 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LURIA, ELAINEDemocraticFEC reported
U.S. House · Virginia · District 2
Election 2026 · Challenger · Current candidate
Receiving campaign: ELAINE LURIA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6VA02198 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MCDONALD RIVET, KRISTENDemocraticFEC reported
U.S. House · Michigan · District 8
Election 2026 · Incumbent · Current candidate
Receiving campaign: KRISTEN FOR MICHIGAN
Candidate details & sources
FEC candidate ID: H4MI08218 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MENDOZA, JOANNADemocraticFEC reported
U.S. House · Arizona · District 6
Election 2026 · Challenger · Current candidate
Receiving campaign: MENDOZA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6AZ06099 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MENG, GRACEDemocraticFEC reported
U.S. House · New York · District 6
Election 2026 · Incumbent · Current candidate
Receiving campaign: GRACE FOR NEW YORK
Candidate details & sources
FEC candidate ID: H2NY06116 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MILLS, JANET TRAFTONDemocraticFEC reported
U.S. Senate · Maine · Statewide
Election 2026 · Challenger · Current candidate
Receiving campaign: MILLS FOR MAINE
Candidate details & sources
FEC candidate ID: S6ME00407 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
PELTOLA, MARYDemocraticFEC reported
U.S. Senate · Alaska · Statewide
Election 2026 · Challenger · Current candidate
Receiving campaign: ALASKANS FOR MARY
Candidate details & sources
FEC candidate ID: S6AK00276 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
PETTERSEN, BRITTANY LOUISEDemocraticFEC reported
U.S. House · Colorado · District 7
Election 2026 · Incumbent · Current candidate
Receiving campaign: BRITTANY PETTERSEN FOR COLORADO
Candidate details & sources
FEC candidate ID: H8CO07045 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
POU, NELIDADemocraticFEC reported
U.S. House · New Jersey · District 9
Election 2026 · Incumbent · Current candidate
Receiving campaign: NELLIE POU FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4NJ09194 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
POWELL, DENISEDemocraticFEC reported
U.S. House · Nebraska · District 2
Election 2026 · Open seat · Current candidate
Receiving campaign: DENISE POWELL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NE02174 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
RASKIN, JAMIEDemocraticFEC reported
U.S. House · Maryland · District 8
Election 2026 · Incumbent · Current candidate
Receiving campaign: JAMIE RASKIN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6MD08457 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
RYAN, PATRICKDemocraticFEC reported
U.S. House · New York · District 18
Election 2026 · Incumbent · Current candidate
Receiving campaign: PAT RYAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8NY19223 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SALINAS, ANDREADemocraticFEC reported
U.S. House · Oregon · District 6
Election 2026 · Incumbent · Current candidate
Receiving campaign: ANDREA SALINAS FOR OREGON
Candidate details & sources
FEC candidate ID: H2OR06066 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SCHOLTEN, HILLARYDemocraticFEC reported
U.S. House · Michigan · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: SCHOLTEN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0MI03316 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SLOTKIN, ELISSADemocraticFEC reported
U.S. Senate · Michigan · Statewide
Election 2030 · Incumbent · Current candidate
Receiving campaign: ELISSA SLOTKIN FOR MICHIGAN
Candidate details & sources
FEC candidate ID: S4MI00470 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
STELSON, JANELLEDemocraticFEC reported
U.S. House · Pennsylvania · District 10
Election 2026 · Challenger · Current candidate
Receiving campaign: FRIENDS OF JANELLE STELSON
Candidate details & sources
FEC candidate ID: H4PA10104 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
STEVENS, HALEYDemocraticFEC reported
U.S. Senate · Michigan · Statewide
Election 2026 · Open seat · Current candidate
Receiving campaign: HALEY STEVENS FOR SENATE
Candidate details & sources
FEC candidate ID: S6MI00426 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
STRATTON, JULIANADemocraticFEC reported
U.S. Senate · Illinois · Statewide
Election 2026 · Open seat · Current candidate
Receiving campaign: JULIANA FOR ILLINOIS
Candidate details & sources
FEC candidate ID: S6IL00458 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SUOZZI, THOMASDemocraticFEC reported
U.S. House · New York · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: SUOZZI FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NY03247 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SYKES, EMILIADemocraticFEC reported
U.S. House · Ohio · District 13
Election 2026 · Incumbent · Current candidate
Receiving campaign: EMILIA SYKES FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2OH13264 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
TITUS, DINADemocraticFEC reported
U.S. House · Nevada · District 1
Election 2026 · Incumbent · Current candidate
Receiving campaign: TITUS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8NV03036 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
TRONE GARRIOTT, SARAHDemocraticFEC reported
U.S. House · Iowa · District 3
Election 2026 · Challenger · Current candidate
Receiving campaign: SARAH FOR IOWA
Candidate details & sources
FEC candidate ID: H6IA03268 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
VINDMAN, ALEXANDERDemocraticFEC reported
U.S. Senate · Florida · Statewide
Election 2026 · Challenger · Current candidate
Receiving campaign: ALEX VINDMAN FOR FLORIDA
Candidate details & sources
FEC candidate ID: S6FL00855 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
WASSERMAN SCHULTZ, DEBBIEDemocraticFEC reported
U.S. House · Florida · District 20
Election 2026 · Incumbent · Current candidate
Receiving campaign: DEBBIE WASSERMAN SCHULTZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4FL20023 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
WON, JULIE JAEHEEDemocraticFEC reported
U.S. House · New York · District 7
Election 2026 · Open seat · Current candidate
Receiving campaign: WON 2026
Candidate details & sources
FEC candidate ID: H6NY07248 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
ZALESNE, KINNEYDemocraticFEC reported
U.S. House · District of Columbia · At-large
Election 2026 · Open seat · Current candidate
Receiving campaign: KINNEY FOR DC
Candidate details & sources
FEC candidate ID: H6DC00170 · 2025–2026 reporting cycle

Reported total$2,5001 reported transactions

C00898775 · Candidate campaignMARLENE FOR CONGRESS 2026DemocraticFEC reportedFEC registration · 2026 cycleRegistered location: SCOTTSDALEAZConnected organization: NONE

Principal candidate campaign
GALAN-WOODS, MARLENEDemocraticFEC reported
U.S. House · Arizona · District 1
Election 2026 · Current candidate
Candidate details & sources
FEC candidate ID: H4AZ01228 · 2025–2026 reporting cycle

Reported total$1,0001 reported transactions

C00696526 · Candidate campaignMARK KELLY FOR SENATEDemocraticFEC reportedFEC registration · 2026 cycleRegistered location: PHOENIXAZConnected organization: MARK KELLY VICTORY FUND

Principal candidate campaign
KELLY, MARKDemocraticFEC reported
U.S. Senate · Arizona · Statewide
Election 2028 · Incumbent · Current candidate
Candidate details & sources
FEC candidate ID: S0AZ00350 · 2025–2026 reporting cycle

Reported total$2501 reported transactions

Source & identity status

Trace every claim back to the public record

Source agencyFederal Election Commission

Grouping keyExact name + ZIP

Cycle2025–2026

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.