Influence Scores

Network-based influence metrics for federal donors and candidates.

Influence scores combine multiple network centrality measures to identify the most connected and impactful actors in the campaign finance network. Weighted Degree is the total dollar amount of connections. Degree is the number of unique connections. PageRank measures importance based on the quality of connections (similar to Google's algorithm). Influence Score is a composite of all three.

Period 2026 Cycle (Jan 2025 – present)
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Top Donors by Influence

Donors ranked by a composite influence score combining total contribution amounts, number of candidate connections, and network centrality (PageRank).

DonorInfluenceWeighted DegreeDegreePageRank
ACTBLUE 0.1329 $0.00 0 0.6643
FRIENDS OF RAJA FOR CONGRESS 0.1272 $0.00 0 0.636
ROBIN KELLY FOR CONGRESS 0.0111 $0.00 0 0.0555
ACTBLUE 0.0097 $0.00 0 0.0485
TEAM LAHOOD 0.0077 $0.00 0 0.0383
WINRED 0.0058 $0.00 0 0.0291
EVANS, JEANNIE 0.0033 $0.00 0 0.0164
WINRED 0.0031 $0.00 0 0.0155
ACTBLUE 0.003 $0.00 0 0.015
DAVIS, JENNIFER 0.0028 $0.00 0 0.0138
BEAN, MELISSA 0.0025 $0.00 0 0.0124
AMERICAN ISRAEL PUBLIC AFFAIRS COMMITTEE POLITICAL ACTION COMMITTEE 0.0021 $0.00 0 0.0104
UNITEMIZED, CONTRIBUTIONS 0.0019 $0.00 0 0.0093
CAREY LAHOOD FITZPATRICK MALLIOTAKIS VICTORY FUND 0.0017 $0.00 0 0.0085
TULLY, DAN 0.0016 $0.00 0 0.0079
PNC BANK 0.0015 $0.00 0 0.0074
TRACY, DON 0.0014 $0.00 0 0.007
LIFTOFF CAMPAIGNS LLC 0.0014 $0.00 0 0.0071
AMERICAN ISRAEL PUBLIC AFFAIRS COMMITTEE PAC 0.0014 $0.00 0 0.0069
BROWN, YUMEKA 0.0013 $0.00 0 0.0064
KHOT, NEIL 0.0012 $0.00 0 0.0059
CITIBANK 0.0012 $0.00 0 0.0062
BUILDING AND REVITALIZING AMERICAN DEMOCRACY FUND 0.0012 $0.00 0 0.006
FRIEDMAN, JASON 0.0012 $0.00 0 0.006
POLAN, SAM 0.001 $0.00 0 0.005

Top Candidates by Influence

Candidates ranked by influence score. Higher scores indicate candidates with more donors, larger total contributions, and connections to influential donors.

CandidateInfluenceWeighted DegreeDegreePageRank
KRISHNAMOORTHI, S 0.2 $0.00 0 1.0
AHMED, JUNAID 0.0488 $0.00 0 0.2438
LAHOOD, DARIN MCKAY 0.0275 $0.00 0 0.1374
KHOT, NEIL 0.0231 $0.00 0 0.1155
FRIEDMAN, JASON 0.023 $0.00 0 0.1149
COHEN, JEFF 0.0183 $0.00 0 0.0917
KELLY, ROBIN 0.0173 $0.00 0 0.0866
STRATTON, JULIANA 0.0156 $0.00 0 0.0778
SCHNEIDER, BRADLEY S. 0.0145 $0.00 0 0.0727
UNDERWOOD, LAUREN 0.0101 $0.00 0 0.0505
BUDZINSKI, NIKKI 0.0095 $0.00 0 0.0473
AMIWALA, BUSHRA 0.0095 $0.00 0 0.0477
BISS, DANIEL 0.0087 $0.00 0 0.0436
SORENSEN, ERIC 0.0066 $0.00 0 0.0328
RAMIREZ, DELIA 0.0063 $0.00 0 0.0313
HUYNH, KHAI-HOAN 0.0054 $0.00 0 0.027
EVANS, JEANNIE 0.0051 $0.00 0 0.0254
MILLER, MARY 0.005 $0.00 0 0.0252
CASTEN, SEAN 0.0047 $0.00 0 0.0237
BEAN, MELISSA LUBURICH 0.0045 $0.00 0 0.0224
FOSTER, G. WILLIAM (BILL) 0.0043 $0.00 0 0.0214
DAVIS, JENNIFER 0.0039 $0.00 0 0.0194
BROWN, YUMEKA S 0.0034 $0.00 0 0.017
BOST, MICHAEL 0.0033 $0.00 0 0.0164
POLAN, SAM 0.0032 $0.00 0 0.0158