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U.S. House of Representatives

Rep. J. French Hill

Republican · Representative, AR-2

IntelligenceFinancial Services
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on trade size, breadth and concentration, disclosure timeliness.

Trades disclosed
67
Dec 23, 2015 to Dec 31, 2025
Companies traded
49
Disclosed value
$1.4M–$4M
Sum of reported ranges
Filed after 45 days
1
Median filing lag 30 days

Scorecard

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

T1Trade size27% of 62 trades were in the lowest disclosure band ($1,001-$15,000); trades just before large company-specific moves were not larger than usual.Open question

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 0.274, 90% Wilson [0.192, 0.375]. 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
27.4% [19.2%, 37.5%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member27.4%
All computed statistics (9)
n62
lowest_band_share0.2742
lowest_band_ci[0.1919, 0.3753]
share_over_50k0.1935
max_z0
size_gap0
size_gap_p1
event_linked1
event_linked_outliers0
T2Breadth and concentration44 different companies; the effective number of equally sized positions is 22 and trading spans 52% of maximum sector diversity.Open question

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 0.046 (identified set [0.028, 0.085]); trade-count HHI 0.030 vs. 95th percentile 0.021 of 62 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.52 [0.35, 0.69]. Top three issuers (MKL, BX, PFE) carry at least 10% of dollar volume.

Evidence
Statistical
Effective number of issuers
22 [12, 35] 90%
0Estimate
This member22
All computed statistics (13)
n62
issuers44
hhi_mid0.0460
hhi_bounds[0.0284, 0.0852]
n_eff21.7204
hhi_count0.0302
peer_benchmark_p950.0213
peer_benchmark_p0.0020
sector_entropy0.5160
sector_entropy_ci[0.3489, 0.6908]
top3_share_lower0.1020
top3[MKL, BX, PFE]
top3_tied_to_eventsfalse
T7Disclosure timeliness1 of 67 trades (1.5%) were disclosed late; median lag 30 days.Open question

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 0.015, Wilson [0.003, 0.064]; 90th percentile lag 42 days; longest 103 days.

Evidence
Descriptive
Late share
1.5% [0.3%, 6.4%] 90%
0Estimate
This member1.5%
All computed statistics (15)
n67
amendment_rows_excluded0
late1
late_from_trade1
excused_by_notification0
late_share0.0149
late_ci[0.0033, 0.0642]
median_lag30
p90_lag42
max_lag103
filings14
late_filings1
late_priced0
timely_priced54
late_priced_dates0
T3Cadence and event proximity35% of trading days were batches of three or more companies; 0% of trades look routine; 1.6% of trades came within five trading days before a large company-specific move (chance alone: 4.7%).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 6/17, Wilson [0.19, 0.55]; index of dispersion 7.59 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.016 vs. circular-shift null mean 0.047, p = 0.914.

Evidence
Statistical
Batch-day share
35.3% [19.5%, 55.1%] 90%
p-value
0.914
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member35.3%
All computed statistics (14)
n62
trade_days17
batch_share_trades0.7581
batch_day_share0.3529
batch_day_ci[0.1949, 0.5514]
dispersion_index7.5921
dispersion_p0
routine_share0
proximity_share0.0161
proximity_null_mean0.0470
proximity_null_p950.1129
proximity_p0.9140
proximity_nonroutine0.0161
proximity_routine0
T8Committee overlap62% of the member's mapped trading by dollar value was in industries their committees oversee, against 30% 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 HLIG, HSBA; jurisdiction sectors Aerospace & Defense, Financials, IT Consulting & Other Services, Real Estate, Systems Software. Dollar share 0.617 (identified set [0.369, 0.811], bootstrap 0.292-0.890); benchmarks S&P 500 0.259, congressional peers 0.303.

Evidence
Descriptive
Jurisdiction excess share
31.4% [-1.1%, 58.7%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member31.4%
All computed statistics (15)
n40
in_jurisdiction_trades19
share0.6168
share_bounds[0.3688, 0.8109]
share_ci[0.2923, 0.8898]
benchmark_sp5000.2594
benchmark_peers0.3029
excess0.3140
excess_ci[-0.0106, 0.5870]
committees[HLIG, HSBA]
jurisdiction_sectors[Aerospace & Defense, Financials, IT Consulting & Other Services, Real Estate, Systems Software]
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 8% 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 -0.0319, 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-0.0319
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.0821
members_compared134
lower95-0.0058
T13Co-trading with other members6% of trades had another member trading the same stock the same way within a week (chance alone: 8%).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 0.065; circular-shift null mean 0.078, 95th pct 0.145, p = 0.710. Co-traded signed CAR -0.0056, p = 0.523.

Evidence
Statistical
Co-traded share
6.5%
p-value
0.523
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n62
cotraded_share0.0645
null_mean0.0784
null_p950.1452
excess_p0.7100
cotraded_share_wo_top0.0484
excess_p_wo_top0.9000
cotraded_car-0.0056
cotraded_car_ci[-0.0734, 0.0622]
cotraded_car_p0.5233
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit4.8%
T15Short-swing round tripsNo purchase and sale of the same stock within six months.Does not fit

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
No purchase and sale of the same stock within six months.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (2)
round_trips0
share_in_round_trips0
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 54 priced trades, purchases and sales moved 3.19% 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) = -0.0319; 90% KP interval [-0.0932, 0.0293]; t_BMP = -2.82, r-bar = 0.163, t_KP = -0.83, Patell Z = -2.60, Corrado Z = -2.02. Dollar-weighted identified set [-0.0624, -0.0097]. Calendar-time alpha -16.39%/yr (NW t = -0.56, 256 days).

Evidence
Statistical
Mean signed 21-day CAR
−3.19% [−9.32%, +2.93%] 90%
p-value
0.795
Holm-adjusted p
1.000
BH q-value
0.983
Margin δ
0.5% per trade over 21 days
Robust to variants
No, reading changes under some variants
0δEstimate
This member−3.19%
All computed statistics (16)
n54
theta-0.0319
ci[-0.0932, 0.0293]
p0.7948
t_kp-0.8297
rbar0.1631
se_cs0.0108
se_kp0.0366
t_cs-2.9659
t_bmp-2.8170
patell_z-2.5977
corrado_z-2.0156
dollar_weighted_bounds[-0.0624, -0.0097]
calendar_time[object Object]
calendar_alpha_ci[-0.0026, 0.0013]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.00%
Horizon 63 daysOpen question−7.17%
Excluding largest batch dateOpen question−2.13%
Self-owned accounts onlyOpen question−2.40%
Dollar-weighted (bounds)Does not fit−0.97%
Calendar-time alpha (annualized)−16.39%
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, 32.33] 90%
0Estimate
This member0.00
All computed statistics (6)
rate_ratio0
rate_ratio_ci[0, 32.3265]
rate_ratio_batchdays0
rate_ratio_batchdays_ci[0, 125.8330]
absence_days4
trades_in_absence0
T9Policy-topic overlap19 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 7 distinct dates; at least 10 dates are needed for a date-clustered comparison.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
19 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 7 distinct dates; at least 10 dates are needed for a date-clustered comparison.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (4)
n19
n_other35
trade_dates7
events2271
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 2016-08-31 (permutation p = 0.002).

Evidence
Descriptive
All computed statistics (5)
changepoint2016-08-31
changepoint_LR20.5982
changepoint_p0.0020
tradeday_rate_before0.0444
tradeday_rate_after0.0037
T12Anticipation of large stock moves9 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 0.44, Clopper-Pearson [0.17, 0.75], exact one-sided p = 0.746; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
44.4% [16.9%, 74.9%] 90%
p-value
0.746
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member44.4%
All computed statistics (6)
n9
hits4
hit_rate0.4444
ci[0.1688, 0.7486]
priced54
share_followed0.1667
T14Family-account trades26% of trades were in family accounts; those moved -5.45% in the trade's favour over a month.Inconclusive (too few trades)

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
Family signed CAR -0.0545 [-0.1456, 0.0366], t_KP = -0.86; family minus self -0.0305 [-0.0718, 0.0149], p = 0.913.

Evidence
Statistical
Family-account signed CAR
−5.45% [−14.56%, +3.66%] 90%
p-value
0.796
Holm-adjusted p
1.000
BH q-value
0.937
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−5.45%
All computed statistics (8)
family_trades16
family_share0.2581
owner_unknown0
family_car-0.0545
family_ci[-0.1456, 0.0366]
diff-0.0305
diff_ci[-0.0718, 0.0149]
diff_p0.9133
Disclosed trades per monthPurchasesSales
2016201720182019202020212022202320242025

Largest positions traded

CompanyTradesDisclosed value
BX The Blackstone Group L.P. Common Units Representing Limited Partnership Interests2$115K to $300K
MKL Markel Group Inc.3$115K to $250K
PM Philip Morris International Inc1$100K to $250K
SFNC Simmons First National Corporation - Common Stock1$100K to $250K
PFE Pfizer, Inc. Common Stock1$100K to $250K
FDL First Trust Morningstar ETF4$60K to $200K
VYM Vanguard High Dividend Yield ETF - DNQ4$60K to $200K
FVD First Trust VL Dividend3$45K to $150K

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
67 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Dec 31, 2025KD Kyndryl Holdings, Inc. Common StockSale$1,001 to $15Kself23 d−2.3%Filing
Dec 31, 2025PFE Pfizer, Inc. Common StockSale$100K to $250Kself23 d−1.1%Filing
Dec 31, 2025SFL SFL Corporation LtdSale$15K to $50Kself23 d−6.2%Filing
Dec 31, 2025SOLV Solventum Corporation Common StockSale$15K to $50Kself23 d−6.9%Filing
Jun 23, 2025T AT&T Inc.Sale$1,001 to $15Kspouse31 d−1.3%Filing
Jun 23, 2025BX Blackstone Inc. Common StockCommitteeSale$100K to $250Kself31 d−3.4%Filing
Jun 23, 2025FTRE Fortrea Holdings Inc. - Common StockSale$1,001 to $15Kspouse31 d+5.1%Filing
Jun 23, 2025INTC Intel Corporation - Common StockSale$15K to $50Kself31 d−1.3%Filing
Jun 23, 2025LAZ Lazard, Inc. Common StockCommitteeSale$50K to $100Kself31 d−0.6%Filing
Jun 23, 2025L Loews Corporation Common StockCommitteePurchase$50K to $100Kself31 d−0.9%Filing
Jun 23, 2025MKL Markel Group Inc. Common StockCommitteePurchase$15K to $50Kspouse31 d−1.7%Filing
Jun 23, 2025MKL Markel Group Inc. Common StockCommitteePurchase$50K to $100Kself31 d−1.7%Filing
Jun 23, 2025RF Regions Financial Corporation Common StockCommitteeSale$15K to $50Kself31 d−0.6%Filing
Jun 23, 2025SFNC Simmons First National Corporation - Common StockCommitteeSale$100K to $250Kself31 d+0.9%Filing
Jun 23, 2025SPB Spectrum Brands Holdings, Inc. Common StockSale$1,001 to $15Kself31 d+0.7%Filing
Jun 23, 2025VTS Vitesse Energy, Inc. Common StockSale$1,001 to $15Kself31 d+4.3%Filing
Jun 23, 2025WFC Wells Fargo & Company Common StockCommitteeSale$15K to $50Kself31 d−0.5%Filing
Jun 23, 2025WTM White Mountains Insurance Group, Ltd. Common StockCommitteePurchase$50K to $100Kself31 d−0.2%Filing
Jan 31, 2025CVS CVS Health Corporation Common StockSale$15K to $50Kself4 d+3.2%Filing
Dec 29, 2023SCHW Charles Schwab CorporationCommitteeSale$50K to $100Kself12 d+0.1%Filing
Dec 29, 2023PYPL PayPal Holdings, Inc.CommitteeSale$15K to $50Kself12 d−1.9%Filing
Nov 22, 2023MMM 3M CompanyPurchase$15K to $50Kself21 d+4.4%Filing
Nov 22, 2023MO Altria Group, Inc.Sale$50K to $100Kself21 d−2.0%Filing
Nov 22, 2023FIS Fidelity National Information Services, Inc.CommitteePurchase$15K to $50Kself21 d+7.7%Filing
Nov 22, 2023INTC Intel CorporationPurchase$1,001 to $15Kself21 d+1.6%Filing
Nov 22, 2023MKL Markel Group Inc.CommitteePurchase$50K to $100Kself21 d+0.3%Filing
Nov 22, 2023PM Philip Morris International IncSale$100K to $250Kself21 d+0.6%Filing
Nov 22, 2023PCH PotlatchDeltic CorporationPurchase$15K to $50Kself21 d–Filing
Nov 22, 2023PCH PotlatchDeltic CorporationPurchase$1,001 to $15Kself21 d–Filing
Nov 22, 2023PCH PotlatchDeltic CorporationPurchase$1,001 to $15Kspouse21 d–Filing
Nov 22, 2023V Visa Inc.CommitteePurchase$50K to $100Kself21 d+0.8%Filing
Nov 22, 2023WBD Warner Bros. Discovery, Inc. - Series APurchase$1,001 to $15Kself21 d–Filing
Feb 23, 2023 US TREASURY BILL (MATURITY 08/24/2023)Purchase$15K to $50Kself28 d–Filing
Feb 14, 2023 US TREASURY BILL (MATURITY 08/10/2023)Purchase$50K to $100Kself30 d–Filing
Dec 1, 2022 ADFA UA JONESBORO 041186242Sale$15K to $50Kself103 d–Filing
Apr 14, 2021SYF Synchrony FinancialCommitteeSale$15K to $50Kself13 d+6.3%Filing
Apr 8, 2021TSLA Tesla, Inc.Purchase$1,001 to $15Kdependent19 d+1.7%Filing
Nov 30, 2020T AT&T Inc.Sale$1,001 to $15Kdependent30 d−2.1%Filing
Nov 30, 2020BRK.B Berkshire Hathaway Inc. NewCommitteePurchase$1,001 to $15Kdependent30 d−1.3%Filing
Nov 30, 2020XOM Exxon Mobil CorporationSale$1,001 to $15Kspouse30 d−6.7%Filing
Nov 30, 2020XOM Exxon Mobil CorporationSale$15K to $50Kspouse30 d−6.7%Filing
Nov 30, 2020FVD First Trust VL DividendPurchase$15K to $50Kspouse30 d−0.2%Filing
Nov 30, 2020SWN Southwestern Energy CompanySale$1,001 to $15Kspouse30 d–Filing
Dec 19, 2019AAWW Atlas Air Worldwide Holdings (AAWW) Fロ゙ロἠル SϹ￿Ϲ゚;: New S゚￿レ貎゙Ƕロἠル Oリ: J French Hill ­ Revocable Trust A蹑蹑㨗Ö C沏趰蹑蹑 D㨗Ö趰沏蹑 J French Hill ­ Revocable Trust Dラ;:獵ロϹロ貎ἠ: Simmons Investment Services / LPL IﷸÖ趰沏 P獏沏꿸 Oγγ㨗廅ﷸ蹑Purchase$15K to $50Kself27 d–Filing
Aug 30, 2016FDL First Trust Morningstar ETFPurchase$15K to $50Kself7 d+0.2%Filing
Aug 30, 2016VYM Vanguard High Dividend Yield ETF - DNQPurchase$15K to $50Kself7 d+0.0%Filing
Jul 29, 2016FDL First Trust Morningstar ETFPurchase$15K to $50Kself39 d−1.2%Filing
Jul 29, 2016VYM Vanguard High Dividend Yield ETF - DNQPurchase$15K to $50Kself39 d−0.7%Filing
Jun 30, 2016FDL First Trust Morningstar ETFPurchase$15K to $50Kself12 d−0.2%Filing
Jun 30, 2016VYM Vanguard High Dividend Yield ETF - DNQPurchase$15K to $50Kself12 d−0.4%Filing