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Daily network digest

Wednesday, October 15, 2025

Directed information-flow networks for this session, covering US equities, Cryptocurrency, Foreign exchange. Each class is estimated independently over a trailing one-year window; the tables below rank the assets carrying the most influence within their own network.

Jump to: US equities · Cryptocurrency · Foreign exchange

US equities

BXSL was the most central name, carrying 2.65× the influence of an average node across 1493 stocks.

stocks
1493
Density
0.169
Clustering
0.418
Diameter
2

Most central

Ranked by PageRank within the session's directed network. “vs average” shows influence relative to a node with no advantage — 1.00× would mean perfectly ordinary.

Symbol#PageRank vs averageReceives fromSends toStrongest outgoing
BXSL 1 0.00177 2.65× 32.0% 15.5% COR, KFY, BR, FELE, APG
CCEP 2 0.00177 2.64× 25.8% 16.8% BRK.A, CSQ, ENB, TROW, IFS
SCHW 3 0.00176 2.62× 30.6% 15.8% EVRG, VRSK, FHI, JCI, WTM
STE 4 0.00170 2.53× 28.0% 12.5% AB, J, BSY, AMCR, IDXX
EPRT 5 0.00169 2.52× 31.4% 13.8% PPL, LIN, RITM, CLH, ROL
RPRX 6 0.00165 2.47× 28.6% 19.4% LH, RITM, BOX, RHP, FSV
ADC 7 0.00164 2.45× 23.3% 7.8% SYY, BLK, TRMB, SON, VICI
FELE 8 0.00163 2.43× 25.1% 11.3% NLY, EXPO, MFC, LW, BRC
TD 9 0.00160 2.39× 23.1% 13.0% WPC, AVB, GBDC, TGNA, ENB
HIG 10 0.00160 2.38× 28.8% 11.1% MKTX, SCHW, OGE, BRC, DLB

Rising influence vs 2025-10-09

SymbolPageRank PreviousChange
HD 0.001560.00010 +0.00146
ESLT 0.001520.00010 +0.00141
ACIW 0.001380.00010 +0.00128
BTSG 0.001340.00010 +0.00124
PSN 0.001340.00010 +0.00124

Falling influence

SymbolPageRank PreviousChange
ULTA 0.000100.00141 -0.00131
DOCS 0.000100.00138 -0.00128
PODD 0.000100.00135 -0.00125
ANET 0.000100.00134 -0.00124
INTU 0.000100.00130 -0.00120

Cryptocurrency

MNGOUSD was the most central name, carrying 6.71× the influence of an average node across 398 assets.

assets
398
Density
0.111
Clustering
0.360
Diameter
2

Most central

Ranked by PageRank within the session's directed network. “vs average” shows influence relative to a node with no advantage — 1.00× would mean perfectly ordinary.

Symbol#PageRank vs averageReceives fromSends toStrongest outgoing
MNGOUSD 1 0.01686 6.71× 63.5% 32.7% BTRSTUSD, GNOUSD, GLMUSD, CGLDUSD, ZRXUSD
PROUSD 2 0.01519 6.04× 61.7% 21.4% PNKUSD, REPUSD, LCXUSD, ASMUSD, BANDUSD
BRICKUSD 3 0.01508 6.00× 58.9% 13.9% AAVEUSD, TRACUSD, LTCBTC, OXYUSD, XDCUSD
TRXUSD 4 0.01263 5.03× 46.1% 11.8% NYMUSD, MUSEUSD, RADUSD, REPV2USD, PROUSD
GARIUSD 5 0.01194 4.75× 52.6% 25.7% INVUSD, MOONUSD, IOTXUSD, BITUSD, ASTUSD
REPV2USD 6 0.01107 4.41× 48.1% 12.3% BRICKUSD, PNKUSD, TAOUSD, MATICUSD, MNGOUSD
TOKEUSD 7 0.01018 4.05× 42.8% 28.2% SOLUSD, AXLUSD, BADGERUSD, GARIUSD, CROUSD
LCXUSD 8 0.01013 4.03× 42.8% 14.9% REPV2USD, TOKEUSD, KEYUSD, LSKUSD, PLUUSD
BTRSTUSD 9 0.01005 4.00× 40.8% 10.8% WBTCUSD, BTCUSD, MNTUSD, MNGOUSD, TRXUSD
LTCBTC 10 0.00991 3.94× 34.5% 19.4% KEEPUSD, AERGOUSD, XRPBTC, TUSD, MLNUSD

Rising influence vs 2025-10-14

SymbolPageRank PreviousChange
PROUSD 0.015190.00227 +0.01291
MNGOUSD 0.016860.00880 +0.00806
LCXUSD 0.010130.00228 +0.00785
TOKEUSD 0.010180.00333 +0.00685
PSTAKEUSD 0.009790.00367 +0.00612

Falling influence

SymbolPageRank PreviousChange
ROOKUSD 0.009610.02004 -0.01044
CQTUSD 0.003930.01155 -0.00761
TEERUSD 0.003640.01062 -0.00698
KAVAUSD 0.004190.01071 -0.00652
XAUTUSD 0.003790.00943 -0.00564

Foreign exchange

DOPUSD was the most central name, carrying 9.37× the influence of an average node across 857 pairs.

pairs
857
Density
0.085
Clustering
0.386
Diameter

Most central

Ranked by PageRank within the session's directed network. “vs average” shows influence relative to a node with no advantage — 1.00× would mean perfectly ordinary.

Symbol#PageRank vs averageReceives fromSends toStrongest outgoing
DOPUSD 1 0.01093 9.37× 3.9% 1.1% RSDGBP, JPYRSD, CHFRSD, GBPRSD, GHSUSD
GBPXPF 2 0.00912 7.81× 7.6% 7.0% XAGCNY, GBPMYR, MYRGBP, USDTWD, TWDCHF
CNYHKD 3 0.00683 5.85× 1.4% 0.1% EURMYR
CNYINR 4 0.00658 5.64× 16.0% 0.2% GBPXPF, ARSEUR
CNYSGD 5 0.00655 5.61× 17.9% 2.1% GBPXPF, ZARPKR, BRLHKD, PKRZAR, DKKPKR
CADARS 6 0.00651 5.58× 23.7% 4.2% GBPXPF, RUBZAR, XAGJPY, CHFRUB, XAGKRW
SGDARS 7 0.00648 5.56× 20.2% 4.1% GBPXPF, CHFRUB, RUBZAR, AUDTHB, XAGKRW
ARSSGD 8 0.00646 5.54× 23.8% 4.4% GBPXPF, XAGJPY, XAGGBP, XAGKRW, RUBCAD
EURMYR 9 0.00640 5.48× 0.2% 0.6% EURHTG, EURUZS, EURZMW, EURGHS, GHSEUR
ARSCAD 10 0.00635 5.44× 23.4% 4.0% GBPXPF, CHFRUB, XAGJPY, ZARRUB, RUBZAR

Rising influence vs 2025-10-14

SymbolPageRank PreviousChange
GBPXPF 0.009120.00038 +0.00874
EURMYR 0.006400.00019 +0.00620
DOPUSD 0.010930.00555 +0.00539
SGDARS 0.006480.00159 +0.00489
ARSSGD 0.006460.00158 +0.00489

Falling influence

SymbolPageRank PreviousChange
ARSEUR 0.005700.02267 -0.01697
AUDBRL 0.001610.00958 -0.00797
USDCLP 0.000520.00684 -0.00632
KRWBRL 0.001700.00701 -0.00531
CADBRL 0.001290.00650 -0.00521

How these numbers are produced

Transfer entropy measures how much knowing one asset's past reduces uncertainty about another's future, beyond what that asset's own past already explains. Unlike correlation it is directional, so an edge from A to B means A's moves carry information about B's next move — not merely that they move together.

Each night we estimate transfer entropy across three universes — roughly 1,500 US common stocks, 350 cryptocurrencies and 550 currency pairs — over a trailing one-year window, conditioning on a broad market series so that shared market-wide movement is discounted rather than counted as a link. Edges surviving the significance filter form that session's directed network, from which the centrality figures on this page are computed. Coverage differs by class: crypto reaches back to January 2024, equities to August 2025, so older digests may cover fewer classes.

PageRank ranks an asset by how much influence flows into it from other influential assets. In-degree and out-degree are the share of the network sending information to it and receiving information from it. Betweenness captures how often an asset sits on the shortest path between two others.

The volatility watch score is a model estimate of the probability that an asset sees elevated volatility in the coming sessions. It is a research output, not a forecast of price direction, and nothing on this page is investment advice.