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U.S. House of Representatives

Rep. Bruce Westerman

Republican · Representative, AR-4

Natural ResourcesTransportation and Infrastructure
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

213 disclosed trades; no test found the informed-trading signature.

Trades disclosed
213
Mar 3, 2025 to Apr 21, 2025
Companies traded
100
Disclosed value
$325.2K–$3.5M
Sum of reported ranges
Filed after 45 days
0
Median filing lag 27 days

Scorecard

Select a test to see the estimate, interval, adjusted p-values and robustness checks.

T1Trade size96% of 211 trades were in the lowest disclosure band ($1,001-$15,000); trades just before large company-specific moves were not larger than usual.Does not fit

Question
Are the member's trades unusually large, especially just before news?

Insider signature
Informed trades are large relative to the trader's normal activity, because the profit from an informational edge scales with position size.

Analyst note
Lowest-band share 0.962, 90% Wilson [0.934, 0.979]. Event-linked size gap Delta_z = 0.00 (within-issuer permutation p = 1.000); 0 event-linked trades with z > 3 in bands of $50,001 or more.

Evidence
Statistical
Lowest-band share
96.2% [93.4%, 97.9%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member96.2%
All computed statistics (9)
n211
lowest_band_share0.9621
lowest_band_ci[0.9340, 0.9785]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked22
event_linked_outliers0
T2Breadth and concentration98 different companies; the effective number of equally sized positions is 54 and trading spans 86% of maximum sector diversity.Does not fit

Question
Is trading concentrated in a few companies rather than spread across a diversified portfolio?

Insider signature
Informed trading concentrates in the few issuers tied to the information.

Analyst note
Dollar HHI 0.019 (identified set [0.010, 0.119]); trade-count HHI 0.011 vs. 95th percentile 0.008 of 211 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.86 [0.79, 0.88]. Top three issuers (AAPL, MSFT, NVDA) carry at least 3% of dollar volume.

Evidence
Statistical
Effective number of issuers
54 [8, 98] 90%
0Estimate
This member54
All computed statistics (13)
n211
issuers98
hhi_mid0.0186
hhi_bounds[0.0102, 0.1189]
n_eff53.8281
hhi_count0.0105
peer_benchmark_p950.0083
peer_benchmark_p0.0020
sector_entropy0.8615
sector_entropy_ci[0.7877, 0.8848]
top3_share_lower0.0287
top3[AAPL, MSFT, NVDA]
top3_tied_to_eventsfalse
T3Cadence and event proximity75% of trading days were batches of three or more companies; 45% of trades look routine; 10.4% of trades came within five trading days before a large company-specific move (chance alone: 13.3%).Does not fit

Question
Do trades arrive in routine rebalancing batches, or sporadically just before company news?

Insider signature
Opportunistic trades carry information and routine trades do not.

Analyst note
Batch-day share 6/8, Wilson [0.46, 0.91]; index of dispersion 72.69 (chi-square p = 0); routine share 0.45 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.104 vs. circular-shift null mean 0.133, p = 0.428.

Evidence
Statistical
Batch-day share
75.0% [46.0%, 91.3%] 90%
p-value
0.428
Holm-adjusted p
1.000
BH q-value
0.827
0Estimate
This member75.0%
All computed statistics (14)
n211
trade_days8
batch_share_trades0.9905
batch_day_share0.7500
batch_day_ci[0.4602, 0.9135]
dispersion_index72.6937
dispersion_p0
routine_share0.4550
proximity_share0.1043
proximity_null_mean0.1331
proximity_null_p950.3412
proximity_p0.4280
proximity_nonroutine0.1304
proximity_routine0.0729
T5Direction before market-wide shocksBefore 5 large market moves, the member's net trading pointed the right way 1 times.Does not fit

Question
Before the market's biggest moves, did the member's trades point the right way?

Insider signature
An informed trader's trades just before a market-moving event point in the direction of the coming move.

Analyst note
Hit rate 0.20, Clopper-Pearson 90% [0.01, 0.66]; exact one-sided p = 0.969; magnitude-weighted sign-flip p = 0.685. Episodes: benchmark days beyond three rolling standard deviations with trades in the prior five trading days, plus documented episodes when supplied.

Evidence
Statistical
Hit rate
20.0% [1.0%, 65.7%] 90%
p-value
0.969
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member20.0%
All computed statistics (7)
n_episodes5
hits1
hit_rate0.2000
ci[0.0102, 0.6574]
p_exact0.9688
p_magnitude0.6851
episodes[[object Object], [object Object], [object Object], [object Object], [object Object]]
T7Disclosure timeliness0 of 213 trades (0.0%) were disclosed late; median lag 27 days.Does not fit

Question
Were trades disclosed within the STOCK Act's 45-day limit?

Insider signature
Delayed disclosure can conceal well-timed trades.

Analyst note
Late share 0.000, Wilson [0.000, 0.013]; 90th percentile lag 44 days; longest 44 days.

Evidence
Descriptive
Late share
0.0% [0.0%, 1.3%] 90%
0Estimate
This member0.0%
All computed statistics (15)
n213
amendment_rows_excluded0
late0
late_from_trade0
excused_by_notification0
late_share0
late_ci[0, 0.0125]
median_lag27
p90_lag44
max_lag44
filings2
late_filings0
late_priced0
timely_priced210
late_priced_dates0
T8Committee overlap8% of the member's mapped trading by dollar value was in industries their committees oversee, against 10% for a comparable benchmark.Does not fit

Question
Does the member trade industries their committees oversee, and do those trades do better?

Insider signature
Members may trade on information about industries their committees oversee.

Analyst note
Committees HSII, HSPW; jurisdiction sectors Air Freight & Logistics, Cargo Ground Transportation, Construction & Engineering, Construction Machinery & Heavy Transportation Equipment, Construction Materials, Copper, Environmental & Facilities Services, Gold, Hotels, Resorts & Cruise Lines, Integrated Oil & Gas, Oil & Gas Exploration & Production, Passenger Airlines, Passenger Ground Transportation, Rail Transportation, Timber REITs, Water Utilities. Dollar share 0.078 (identified set [0.007, 0.490], bootstrap 0.024-0.110); benchmarks S&P 500 0.103, congressional peers 0.051.

Evidence
Descriptive
Jurisdiction excess share
-2.5% [-7.9%, 0.7%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member-2.5%
All computed statistics (15)
n170
in_jurisdiction_trades17
share0.0778
share_bounds[0.0066, 0.4902]
share_ci[0.0235, 0.1097]
benchmark_sp5000.1030
benchmark_peers0.0510
excess-0.0252
excess_ci[-0.0794, 0.0067]
committees[HSII, HSPW]
jurisdiction_sectors[Air Freight & Logistics, Cargo Ground Transportation, Construction & Engineering, Construction Machinery & Heavy Transportation Equipment, Construction Materials, Copper, Environmental & Facilities Services, Gold, Hotels, Resorts & Cruise Lines, Integrated Oil & Gas, Oil & Gas Exploration & Production, Passenger Airlines, Passenger Ground Transportation, Rail Transportation, Timber REITs, Water Utilities]
regression_errorError evaluating factor: TypeError: 'module' object is not callable y ~ J + C(sector) + C(month) ^^^^^^^^^
gamma1–
gamma1_ci[–, –]
gamma1_p–
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 49% percentile of 134 members (shrunk estimate -0.28% per trade over a month).Does not fit

Question
After accounting for noise, does the member's trading beat that of other members?

Insider signature
A member with an information edge stands out from the cross-section of congressional traders.

Analyst note
Empirical Bayes: raw -0.0023, posterior -0.0028 (sd 0.0015); Congress mean -0.0028, between-member variance 0.000000.

Evidence
Statistical
Shrunk signed 21-day CAR
−0.28% [−0.53%, −0.03%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−0.28%
All computed statistics (8)
raw-0.0023
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.4925
members_compared134
lower95-0.0058
T13Co-trading with other members28% of trades had another member trading the same stock the same way within a week (chance alone: 32%).Does not fit

Question
Does the member trade the same stock in the same direction as other members at the same time more than chance predicts?

Insider signature
Shared nonpublic information spreads through networks and shows up as clustered trades.

Analyst note
Co-traded share 0.280; circular-shift null mean 0.322, 95th pct 0.427, p = 0.680. Co-traded signed CAR -0.0042, p = 0.675.

Evidence
Statistical
Co-traded share
28.0%
p-value
0.675
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n211
cotraded_share0.2796
null_mean0.3222
null_p950.4265
excess_p0.6800
cotraded_share_wo_top0.2796
excess_p_wo_top0.5400
cotraded_car-0.0042
cotraded_car_ci[-0.0302, 0.0217]
cotraded_car_p0.6748
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit28.0%
T16Options and leverageNo option trades were reported.Does not fit

Question
Does the member use options, and do option trades point the right way?

Insider signature
Informed traders favour options because leverage raises the payoff to private information.

Analyst note
No option trades were reported.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (2)
option_trades0
option_share0
T4Event timing (abnormal returns)Across 210 priced trades, purchases and sales moved 0.23% against the trade's direction relative to the market over the next month on average.Inconclusive (too few trades)

Question
Do purchases rise and sales fall more than the market in the weeks after the trade?

Insider signature
Purchases before price rises and sales before price falls.

Analyst note
Mean signed CAR(1,21) = -0.0023; 90% KP interval [-0.0295, 0.0249]; t_BMP = -0.68, r-bar = 0.047, t_KP = -0.20, Patell Z = -0.63, Corrado Z = -1.45. Dollar-weighted identified set [-0.0610, 0.0676].

Evidence
Statistical
Mean signed 21-day CAR
−0.23% [−2.95%, +2.49%] 90%
p-value
0.579
Holm-adjusted p
1.000
BH q-value
0.983
Margin δ
0.5% per trade over 21 days
Robust to variants
Yes
0δEstimate
This member−0.23%
All computed statistics (16)
n210
theta-0.0023
ci[-0.0295, 0.0249]
p0.5791
t_kp-0.2000
rbar0.0473
se_cs0.0049
se_kp0.0165
t_cs-0.4753
t_bmp-0.6762
patell_z-0.6253
corrado_z-1.4504
dollar_weighted_bounds[-0.0610, 0.0676]
calendar_time–
calendar_alpha_ci[–, –]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.38%
Horizon 63 daysOpen question+0.91%
Excluding largest batch dateOpen question+0.21%
Self-owned accounts onlyOpen question−0.23%
Dollar-weighted (bounds)Open question+6.76%
T6Control and independenceNo documentary record of trading arrangements or absence periods was available.Not assessed

Question
Does the member direct the trades, and does trading change when the member's access to information changes?

Insider signature
The person holding the information directs the trade.

Analyst note
No documentary record of trading arrangements or absence periods was available.

Evidence
Not computed
T9Policy-topic overlap7 priced trades fell in affected industries in the 30 days before the member's committee events and 203 did not; at least 10 of each are needed to compare them.Not assessed

Question
Did trades in stocks affected by the member's legislative work come before votes and move the right way?

Insider signature
Trading on knowledge of legislation before it is public.

Analyst note
7 priced trades fell in affected industries in the 30 days before the member's committee events and 203 did not; at least 10 of each are needed to compare them.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (3)
n7
n_other203
events5247
T10Behavior after scrutinyNo documented scrutiny date; the estimated change point in trading activity is shown for reference.Not assessed

Question
Did trading change after press scrutiny or an ethics inquiry?

Insider signature
A member who trades on information has an incentive to keep control of trading after scrutiny.

Analyst note
No documented scrutiny date; the estimated change point in trading activity is shown for reference. Estimated change point 2025-03-05 (permutation p = 0.392).

Evidence
Descriptive
All computed statistics (5)
changepoint2025-03-05
changepoint_LR3.2500
changepoint_p0.3920
tradeday_rate_before1
tradeday_rate_after0.1765
T12Anticipation of large stock moves42 trades were followed within two weeks by a large company-specific move; 21 were on the profitable side.Inconclusive (too few trades)

Question
When a traded stock made a large unexpected move soon after the trade, was the trade on the right side?

Insider signature
Buying shortly before a large jump or selling shortly before a large drop.

Analyst note
Hit rate 0.50, Clopper-Pearson [0.36, 0.64], exact one-sided p = 0.561; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
50.0% [36.5%, 63.5%] 90%
p-value
0.561
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member50.0%
All computed statistics (6)
n42
hits21
hit_rate0.5000
ci[0.3646, 0.6354]
priced211
share_followed0.1991
T14Family-account tradesNo trades were reported in a spouse's or dependent's name.Not assessed

Question
Do trades in a spouse's or dependent's name do better than the member's own?

Insider signature
Routing informed trades through family accounts.

Analyst note
No trades were reported in a spouse's or dependent's name.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (2)
family_trades0
owner_unknown0
T15Short-swing round trips97 buy-and-sell round trips within six months; in the month after opening, those positions moved +0.10% in the trade's favour relative to the market.Inconclusive (too few trades)

Question
Does the member buy and sell the same stock within six months, and do those round trips beat the market?

Insider signature
Short-horizon round trips capture a temporary informational edge.

Analyst note
Opening-trade signed CAR(1,21) 0.0010 [-0.0299, 0.0320], t_KP = 0.04, over 97 priced openings. Realized market-adjusted return to the closing trade averaged +2.46% (win rate 58%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+0.10% [−2.99%, +3.20%] 90%
p-value
0.485
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+0.10%
All computed statistics (9)
round_trips97
share_in_round_trips0.9194
priced97
realized_mean0.0246
realized_win_rate0.5773
opening_car0.0010
ci[-0.0299, 0.0320]
p0.4849
openings_priced97

Documented episodes

Trades placed near a documented market or policy event, and which way the market moved next.

Market move on 2025-03-10
–
87 trade(s) in the prior five trading days
-2.66%

S&P 500 (SPY) daily move (Mar 10, 2025)

Wrong way.

Market move on 2025-04-03
–
1 trade(s) in the prior five trading days
-4.93%

S&P 500 (SPY) daily move (Apr 3, 2025)

Wrong way.

Market move on 2025-04-04
–
1 trade(s) in the prior five trading days
-5.85%

S&P 500 (SPY) daily move (Apr 4, 2025)

Wrong way.

Market move on 2025-04-09
–
7 trade(s) in the prior five trading days
+10.5%

S&P 500 (SPY) daily move (Apr 9, 2025)

Right way.

Market move on 2025-04-10
–
6 trade(s) in the prior five trading days
-4.38%

S&P 500 (SPY) daily move (Apr 10, 2025)

Wrong way.

Disclosed trades per monthPurchasesSales
2025

Largest positions traded

CompanyTradesDisclosed value
AAPL Apple Inc. - Common Stock3$31K to $115K
MSFT Microsoft Corporation - Common Stock3$31K to $115K
NVDA NVIDIA Corporation - Common Stock2$30K to $100K
GOOGL Alphabet Inc. - Class A Common Stock3$17K to $80K
AMZN Amazon.com, Inc. - Common Stock3$17K to $80K
ASML ASML Holding N.V. - New York Registry Shares3$3,003 to $45K
BP BP p.l.c. Common Stock3$3,003 to $45K
AVGO Broadcom Inc. - Common Stock3$3,003 to $45K

All disclosed trades

Amounts are the ranges reported on the filing. Late filings are those made more than 45 days after the trade.

JSON · CSV
213 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Apr 21, 2025ABT Abbott Laboratories Common StockSale$1,001 to $15Kself21 d+1.4%Filing
Apr 21, 2025ADDYY Adidas AG Sponsored ADRSale$1,001 to $15Kself21 d−5.8%Filing
Apr 21, 2025ADBE Adobe Inc. - Common StockSale$1,001 to $15Kself21 d−0.4%Filing
Apr 21, 2025GOOGL Alphabet Inc. - Class A Common StockSale$1,001 to $15Kself21 d−0.1%Filing
Apr 21, 2025AMZN Amazon.com, Inc. - Common StockSale$1,001 to $15Kself21 d−1.4%Filing
Apr 21, 2025AXP American Express Company Common StockSale$1,001 to $15Kself21 d−1.0%Filing
Apr 21, 2025BUD Anheuser-Busch Inbev SA Sponsored ADRSale$1,001 to $15Kself21 d+2.8%Filing
Apr 21, 2025AAPL Apple Inc. - Common StockSale$15K to $50Kself21 d−1.7%Filing
Apr 21, 2025ASML ASML Holding N.V. - New York Registry SharesSale$1,001 to $15Kself21 d+5.1%Filing
Apr 21, 2025ASAZY Assa Abloy AB Unsponsored ADRSale$1,001 to $15Kself21 d−2.0%Filing
Apr 21, 2025AZN AstraZeneca PLC - American Depositary SharesSale$1,001 to $15Kself21 d−2.8%Filing
Apr 21, 2025BAC Bank of America Corporation Common StockSale$1,001 to $15Kself21 d−1.3%Filing
Apr 21, 2025BCS Barclays PLC Common StockSale$1,001 to $15Kself21 d−1.4%Filing
Apr 21, 2025BHP BHP Group Limited American Depositary SharesSale$1,001 to $15Kself21 d+1.1%Filing
Apr 21, 2025BA Boeing CompanySale$1,001 to $15Kself21 d−8.0%Filing
Apr 21, 2025BSX Boston Scientific Corporation Common StockSale$1,001 to $15Kself21 d−4.1%Filing
Apr 21, 2025BP BP p.l.c. Common StockSale$1,001 to $15Kself21 d−1.5%Filing
Apr 21, 2025AVGO Broadcom Inc. - Common StockSale$1,001 to $15Kself21 d+4.5%Filing
Apr 21, 2025CNQ Canadian Natural Resources Limited Common StockSale$1,001 to $15Kself21 d+0.4%Filing
Apr 21, 2025CAT Caterpillar, Inc. Common StockCommitteeSale$1,001 to $15Kself21 d+0.3%Filing
Apr 21, 2025SCHW Charles Schwab CorporationSale$1,001 to $15Kself21 d−2.0%Filing
Apr 21, 2025CVX Chevron Corporation Common StockCommitteeSale$1,001 to $15Kself21 d−1.9%Filing
Apr 21, 2025C Citigroup, Inc. Common StockSale$1,001 to $15Kself21 d+0.4%Filing
Apr 21, 2025CFRUY Compagnie Financiere Richemont Unsponsored ADRSale$1,001 to $15Kself21 d−3.4%Filing
Apr 21, 2025COP ConocoPhillips Common StockCommitteeSale$1,001 to $15Kself21 d−4.3%Filing
Apr 21, 2025COST Costco Wholesale Corporation - Common StockSale$1,001 to $15Kself21 d+3.2%Filing
Apr 21, 2025CRARY Credit Agricole SA Unsponsored ADRSale$1,001 to $15Kself21 d−3.6%Filing
Apr 21, 2025CCI Crown Castle Inc. Common StockSale$1,001 to $15Kself21 d+0.7%Filing
Apr 21, 2025CSX CSX CorporationCommitteeSale$1,001 to $15Kself21 d+2.4%Filing
Apr 21, 2025CMI Cummins Inc. Common StockCommitteeSale$1,001 to $15Kself21 d−0.7%Filing
Apr 21, 2025DHR Danaher Corporation Common StockSale$1,001 to $15Kself21 d−2.4%Filing
Apr 21, 2025DE Deere & Company Common StockSale$1,001 to $15Kself21 d+0.4%Filing
Apr 21, 2025DB Deutsche Bank AG Common StockSale$1,001 to $15Kself21 d−3.8%Filing
Apr 21, 2025DTEGY Deutsche Telekom AGSale$1,001 to $15Kself21 d+5.5%Filing
Apr 21, 2025DSDVY DSV A/S Unsponsored ADRSale$1,001 to $15Kself21 d−0.8%Filing
Apr 21, 2025EW Edwards Lifesciences Corporation Common StockSale$1,001 to $15Kself21 d−4.7%Filing
Apr 21, 2025LLY Eli Lilly and Company Common StockSale$1,001 to $15Kself21 d−1.9%Filing
Apr 21, 2025EMR Emerson Electric Company Common StockSale$1,001 to $15Kself21 d+0.2%Filing
Apr 21, 2025XOM Exxon Mobil Corporation Common StockCommitteeSale$1,001 to $15Kself21 d−1.7%Filing
Apr 21, 2025FANUY Fanuc Corporation Unsponsored ADRSale$1,001 to $15Kself21 d−2.0%Filing
Apr 21, 2025FCX Freeport-McMoRan, Inc. Common StockCommitteeSale$1,001 to $15Kself21 d−4.7%Filing
Apr 21, 2025GS Goldman Sachs Group, Inc.Sale$1,001 to $15Kself21 d+1.4%Filing
Apr 21, 2025GSK GSK plc American Depositary SharesSale$1,001 to $15Kself21 d−3.2%Filing
Apr 21, 2025HD Home Depot, Inc.Sale$1,001 to $15Kself21 d+2.1%Filing
Apr 21, 2025HKXCY Hong Kong Exchanges & Clearing Ltd Unsponsored ADRSale$1,001 to $15Kself21 d+0.7%Filing
Apr 21, 2025HSBC HSBC Holdings, plc. Common StockSale$1,001 to $15Kself21 d−3.1%Filing
Apr 21, 2025ITW Illinois Tool Works Inc. Common StockSale$1,001 to $15Kself21 d−1.6%Filing
Apr 21, 2025ISNPY Intesa Sanpaolo S.P.A. Sponsored ADRSale$1,001 to $15Kself21 d−4.0%Filing
Apr 21, 2025ISRG Intuitive Surgical, Inc. - Common StockSale$1,001 to $15Kself21 d−1.3%Filing
Apr 21, 2025JNJ Johnson & Johnson Common StockSale$1,001 to $15Kself21 d+0.2%Filing