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U.S. House of Representatives

Rep. Rick Larsen

Democrat · Representative, WA-2

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

No test fits; open questions on event timing (abnormal returns), behavior after scrutiny.

Trades disclosed
93
Nov 25, 2020 to Oct 8, 2026
Companies traded
64
Disclosed value
$93.1K–$1.4M
Sum of reported ranges
Filed after 45 days
3
Median filing lag 12 days

Scorecard

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

T4Event timing (abnormal returns)Across 83 priced trades, purchases and sales moved 0.58% in the trade's direction relative to the market over the next month on average.Open question

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) = 0.0058; 90% KP interval [-0.0381, 0.0498]; t_BMP = 0.66, r-bar = 0.099, t_KP = 0.21, Patell Z = 0.67, Corrado Z = 0.52. Dollar-weighted identified set [-0.0734, 0.0869]. Calendar-time alpha -9.85%/yr (NW t = -0.71, 423 days).

Evidence
Statistical
Mean signed 21-day CAR
+0.58% [−3.81%, +4.98%] 90%
p-value
0.762
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+0.58%
All computed statistics (16)
n83
theta0.0058
ci[-0.0381, 0.0498]
p0.4175
t_kp0.2089
rbar0.0988
se_cs0.0083
se_kp0.0264
t_cs0.6989
t_bmp0.6638
patell_z0.6717
corrado_z0.5224
dollar_weighted_bounds[-0.0734, 0.0869]
calendar_time[object Object]
calendar_alpha_ci[-0.0013, 5.21e-4]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.11%
Horizon 63 daysOpen question−1.71%
Excluding largest batch dateOpen question+0.43%
Self-owned accounts onlyOpen question+0.58%
Dollar-weighted (bounds)Open question+8.69%
Calendar-time alpha (annualized)−9.85%
T10Behavior after scrutinyAfter scrutiny on 2023-06-20, trading ran at 1.37 times its earlier rate.Open question

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
After scrutiny on 2023-06-20, trading ran at 1.37 times its earlier rate. Change point 2020-11-26 (p = 0.236).

Evidence
Statistical
Rate ratio after/before
1.37 [0.94, 2.01] 90%
0Estimate
This member1.37
All computed statistics (8)
changepoint2020-11-26
changepoint_LR6.4705
changepoint_p0.2360
tradeday_rate_before1
tradeday_rate_after0.0144
scrutiny_date2023-06-20
rate_ratio1.3661
rate_ratio_ci[0.9365, 2.0124]
T1Trade size100% of 91 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 1.000, 90% Wilson [0.971, 1.000]. 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
100.0% [97.1%, 100.0%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member100.0%
All computed statistics (9)
n91
lowest_band_share1
lowest_band_ci[0.9711, 1]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked2
event_linked_outliers0
T2Breadth and concentration63 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 0.018 (identified set [0.016, 0.137]); trade-count HHI 0.018 vs. 95th percentile 0.015 of 91 random draws from all congressional trades (p = 0.004). Normalized sector entropy 0.86 [0.84, 0.93]. Top three issuers (ABT, ALL, ESS) carry at least 1% of dollar volume.

Evidence
Statistical
Effective number of issuers
54 [7, 63] 90%
0Estimate
This member54
All computed statistics (13)
n91
issuers63
hhi_mid0.0185
hhi_bounds[0.0159, 0.1365]
n_eff54.1242
hhi_count0.0185
peer_benchmark_p950.0153
peer_benchmark_p0.0040
sector_entropy0.8582
sector_entropy_ci[0.8386, 0.9286]
top3_share_lower0.0073
top3[ABT, ALL, ESS]
top3_tied_to_eventsfalse
T3Cadence and event proximity61% of trading days were batches of three or more companies; 0% of trades look routine; 2.2% of trades came within five trading days before a large company-specific move (chance alone: 6.1%).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 14/23, Wilson [0.44, 0.76]; index of dispersion 6.02 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.022 vs. circular-shift null mean 0.061, p = 0.960.

Evidence
Statistical
Batch-day share
60.9% [43.9%, 75.6%] 90%
p-value
0.960
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member60.9%
All computed statistics (14)
n91
trade_days23
batch_share_trades0.8571
batch_day_share0.6087
batch_day_ci[0.4385, 0.7560]
dispersion_index6.0215
dispersion_p0
routine_share0
proximity_share0.0220
proximity_null_mean0.0615
proximity_null_p950.1209
proximity_p0.9600
proximity_nonroutine0.0220
proximity_routine0
T7Disclosure timeliness0 of 87 trades (0.0%) were disclosed late; median lag 10 days. Another 28 were over 45 days from the trade but filed within 30 days of the stated notification date.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, 0.030]; 90th percentile lag 694 days; longest 912 days.

Evidence
Descriptive
Late share
0.0% [0.0%, 3.0%] 90%
Robust to variants
No, reading changes under some variants
0Estimate
This member0.0%
All computed statistics (15)
n87
amendment_rows_excluded6
late0
late_from_trade28
excused_by_notification28
late_share0
late_ci[0, 0.0302]
median_lag10
p90_lag694
max_lag912
filings12
late_filings0
late_priced1
timely_priced82
late_priced_dates1
Robustness variantReadingEstimate
Late from the trade date alone, ignoring notification datesOpen question32.2%
T8Committee overlap13% of the member's mapped trading by dollar value was in industries their committees oversee, against 8% 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 HSPW; jurisdiction sectors Air Freight & Logistics, Cargo Ground Transportation, Construction & Engineering, Construction Machinery & Heavy Transportation Equipment, Construction Materials, Environmental & Facilities Services, Hotels, Resorts & Cruise Lines, Passenger Airlines, Passenger Ground Transportation, Rail Transportation, Water Utilities. Dollar share 0.128 (identified set [0.010, 0.687], bootstrap 0.056-0.224); benchmarks S&P 500 0.075, congressional peers 0.032.

Evidence
Descriptive
Jurisdiction excess share
5.3% [-1.9%, 14.9%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member5.3%
All computed statistics (15)
n86
in_jurisdiction_trades11
share0.1279
share_bounds[0.0097, 0.6873]
share_ci[0.0560, 0.2240]
benchmark_sp5000.0752
benchmark_peers0.0317
excess0.0527
excess_ci[-0.0193, 0.1487]
committees[HSPW]
jurisdiction_sectors[Air Freight & Logistics, Cargo Ground Transportation, Construction & Engineering, Construction Machinery & Heavy Transportation Equipment, Construction Materials, Environmental & Facilities Services, Hotels, Resorts & Cruise Lines, Passenger Airlines, Passenger Ground Transportation, Rail Transportation, 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 73% 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 0.0058, 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)
raw0.0058
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.7313
members_compared134
lower95-0.0058
T13Co-trading with other members15% of trades had another member trading the same stock the same way within a week (chance alone: 12%).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 0.154; circular-shift null mean 0.117, 95th pct 0.165, p = 0.220. Co-traded signed CAR 0.0112, p = 0.328.

Evidence
Statistical
Co-traded share
15.4%
p-value
0.328
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n91
cotraded_share0.1538
null_mean0.1171
null_p950.1648
excess_p0.2200
cotraded_share_wo_top0.1429
excess_p_wo_top0.3000
cotraded_car0.0112
cotraded_car_ci[-0.0575, 0.0798]
cotraded_car_p0.3279
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit14.3%
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
T5Direction before market-wide shocksNo market-wide shocks or documented events fell within five trading days after the member's trades.Not assessed

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
No market-wide shocks or documented events fell within five trading days after the member's trades.

Evidence
Descriptive
Margin δ
10 points above a coin flip
All computed statistics (1)
n_episodes0
T6Control and independenceTrading arrangement: not documented; trading during absence ran at 0.00 times the normal rate.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
Trading arrangement: not documented; trading during absence ran at 0.00 times the normal rate.

Evidence
Statistical
Absence rate ratio
0.00 [0.00, 12.78] 90%
0Estimate
This member0.00
All computed statistics (6)
rate_ratio0
rate_ratio_ci[0, 12.7848]
rate_ratio_batchdays0
rate_ratio_batchdays_ci[0, 53.1409]
absence_days4
trades_in_absence0
T9Policy-topic overlap8 priced trades fell in affected industries in the 30 days before the member's committee events and 75 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
8 priced trades fell in affected industries in the 30 days before the member's committee events and 75 did not; at least 10 of each are needed to compare them.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (3)
n8
n_other75
events1488
T12Anticipation of large stock moves11 trades were followed within two weeks by a large company-specific move; 4 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 0.36, Clopper-Pearson [0.14, 0.65], exact one-sided p = 0.887; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
36.4% [13.5%, 65.0%] 90%
p-value
0.887
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member36.4%
All computed statistics (6)
n11
hits4
hit_rate0.3636
ci[0.1351, 0.6502]
priced87
share_followed0.1264
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 trips6 round trips but fewer than three priced.Not assessed

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
6 round trips but fewer than three priced.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (2)
round_trips6
share_in_round_trips0.1319
Disclosed trades per monthPurchasesSales
202120222023202420252026

Largest positions traded

CompanyTradesDisclosed value
ALL Allstate Corporation3$3,003 to $45K
ESS Essex Property Trust, Inc.3$3,003 to $45K
ABT Abbott Laboratories3$3,003 to $45K
BMY Bristol-Myers Squibb Company2$2,002 to $30K
UNP Union Pacific Corporation2$2,002 to $30K
EOG EOG Resources, Inc.2$2,002 to $30K
PXD Pioneer Natural Resources Company2$2,002 to $30K
TJX TJX Companies, Inc.2$2,002 to $30K

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
93 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Oct 8, 2026ADI Analog Devices, Inc. - Common StockPurchase$1,001 to $15Kself4 d−0.6%Filing
Oct 8, 2026FDX FedEx Corporation Common StockCommitteeSale$1,001 to $15Kself4 d−0.5%Filing
Oct 8, 2026HD Home Depot, Inc.Sale$1,001 to $15Kself4 d−5.0%Filing
Oct 8, 2026WSM Williams-Sonoma, Inc. Common StockPurchase$1,001 to $15Kself4 d+5.5%Filing
Jul 8, 2026ABT Abbott Laboratories Common StockSale$1,001 to $15Kself4 d+4.9%Filing
Jul 8, 2026APH Amphenol Corporation Common StockPurchase$1,001 to $15Kself4 d−2.9%Filing
Jul 8, 2026MCK McKesson Corporation Common StockPurchase$1,001 to $15Kself4 d−2.9%Filing
Jul 8, 2026SPGI S&P Global Inc. Common StockSale$1,001 to $15Kself4 d−3.2%Filing
Apr 7, 2026AXP American Express Company Common StockSale$1,001 to $15Kself8 d+0.3%Filing
Apr 7, 2026AWK American Water Works Company, Inc. Common StockCommitteeSale$1,001 to $15Kself8 d+0.1%Filing
Apr 7, 2026BR Broadridge Financial Solutions, Inc. Common StockSale$1,001 to $15Kself8 d+2.4%Filing
Apr 7, 2026CARR Carrier Global Corporation Common StockPurchase$1,001 to $15Kself8 d+10.8%Filing
Apr 7, 2026CASY Caseys General Stores, Inc. - Common StockPurchase$1,001 to $15Kself8 d−2.3%Filing
Apr 7, 2026NEE NextEra Energy, Inc. Common StockPurchase$1,001 to $15Kself8 d−5.2%Filing
Apr 7, 2026PAYX Paychex, Inc. - Common StockSale$1,001 to $15Kself8 d+4.7%Filing
Apr 7, 2026SNDA Sonida Senior Living, Inc. Common StockSale$1,001 to $15Kjoint8 d−0.9%Filing
Apr 7, 2026WAB Westinghouse Air Brake Technologies Corporation Common StockCommitteePurchase$1,001 to $15Kself8 d−0.8%Filing
Mar 31, 2026 CNL Healthcare Properties Inc (widely held)Exchange$1,001 to $15Kjoint15 d–Filing
Mar 31, 2026SNDA Sonida Senior Living, Inc. Common StockExchange$1,001 to $15Kjoint15 d–Filing
Jan 7, 2026DRI Darden Restaurants, Inc. Common StockPurchase$1,001 to $15Kself7 d+4.9%Filing
Jan 7, 2026ESS Essex Property Trust, Inc. Common StockSale$1,001 to $15Kself7 d−1.0%Filing
Jan 7, 2026META Meta Platforms, Inc. - Class A Common StockPurchase$1,001 to $15Kself7 d−5.0%Filing
Jan 7, 2026MDLZ Mondelez International, Inc. - Class A Common StockSale$1,001 to $15Kself7 d−10.7%Filing
Jan 7, 2026VRSK Verisk Analytics, Inc. - Common StockSale$1,001 to $15Kself7 d−2.5%Filing
Jan 7, 2026WM Waste Management, Inc. Common StockCommitteePurchase$1,001 to $15Kself7 d+1.1%Filing
Oct 6, 2025ABT Abbott Laboratories Common StockPurchase$1,001 to $15Kself10 d−1.8%Filing
Oct 6, 2025AEP American Electric Power Company, Inc.Purchase$1,001 to $15Kself10 d+0.7%Filing
Oct 6, 2025CL Colgate-Palmolive Company Common StockSale$1,001 to $15Kself10 d+0.2%Filing
Oct 6, 2025ODFL Old Dominion Freight Line, Inc. - Common StockCommitteeSale$1,001 to $15Kself10 d+2.4%Filing
Oct 6, 2025WMT Walmart Inc. Common StockPurchase$1,001 to $15Kself10 d−0.0%Filing
Oct 6, 2025ZTS Zoetis Inc. Class A Common StockSale$1,001 to $15Kself10 d+0.9%Filing
Apr 9, 2025AXP American Express Company Common StockPurchase$1,001 to $15Kself6 d+0.6%Filing
Apr 9, 2025NEE NextEra Energy, Inc. Common StockSale$1,001 to $15Kself6 d+2.3%Filing
Jan 7, 2025GOOGL Alphabet Inc. - Class A Common StockPurchase$1,001 to $15Kself7 d−0.6%Filing
Jan 7, 2025BAH Booz Allen Hamilton Holding Corporation Common StockSale$1,001 to $15Kself7 d−4.6%Filing
Jan 7, 2025BR Broadridge Financial Solutions, Inc. Common StockPurchase$1,001 to $15Kself7 d+0.4%Filing
Jan 7, 2025CTAS Cintas Corporation - Common StockPurchase$1,001 to $15Kself7 d+2.6%Filing
Jan 7, 2025CMCSA Comcast Corporation - Class A Common StockSale$1,001 to $15Kself7 d+1.2%Filing
Jan 7, 2025GD General Dynamics Corporation Common StockSale$1,001 to $15Kself7 d−2.1%Filing
Jan 7, 2025UNH UnitedHealth Group Incorporated Common StockSale$1,001 to $15Kself7 d−5.2%Filing
Jan 7, 2025VRSK Verisk Analytics, Inc. - Common StockPurchase$1,001 to $15Kself7 d−0.3%Filing
Jul 2, 2024GS Goldman Sachs Group, Inc.Purchase$1,001 to $15Kself15 d+0.1%Filing
Jul 2, 2024HIG Hartford Financial Services Group, Inc.Sale$1,001 to $15Kself15 d+1.4%Filing
Jul 2, 2024ODFL Old Dominion Freight Line, Inc. - Common StockCommitteePurchase$1,001 to $15Kself15 d−2.3%Filing
Jul 2, 2024WM Waste Management, Inc. Common StockCommitteeSale$1,001 to $15Kself15 d−0.1%Filing
Apr 4, 2024FDX FedEx Corporation Common StockCommitteePurchase$1,001 to $15Kself6 d−1.9%Filing
Apr 4, 2024UPS United Parcel Service, Inc. Common StockCommitteeSale$1,001 to $15Kself6 d+0.8%Filing
Jan 9, 2024BMY Bristol-Myers Squibb CompanySale$1,001 to $15Kself10 d+1.6%Filing
Jan 9, 2024CL Colgate-Palmolive CompanyPurchase$1,001 to $15Kself10 d+0.3%Filing
Jan 9, 2024HSY The Hershey CompanySale$1,001 to $15Kself10 d+0.3%Filing