Rep. J. French Hill
Republican · Representative, AR-2
No test fits; open questions on trade size, breadth and concentration, disclosure timeliness.
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
All computed statistics (9)
| n | 62 |
| lowest_band_share | 0.2742 |
| lowest_band_ci | [0.1919, 0.3753] |
| share_over_50k | 0.1935 |
| max_z | 0 |
| size_gap | 0 |
| size_gap_p | 1 |
| event_linked | 1 |
| event_linked_outliers | 0 |
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%
All computed statistics (13)
| n | 62 |
| issuers | 44 |
| hhi_mid | 0.0460 |
| hhi_bounds | [0.0284, 0.0852] |
| n_eff | 21.7204 |
| hhi_count | 0.0302 |
| peer_benchmark_p95 | 0.0213 |
| peer_benchmark_p | 0.0020 |
| sector_entropy | 0.5160 |
| sector_entropy_ci | [0.3489, 0.6908] |
| top3_share_lower | 0.1020 |
| top3 | [MKL, BX, PFE] |
| top3_tied_to_events | false |
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%
All computed statistics (15)
| n | 67 |
| amendment_rows_excluded | 0 |
| late | 1 |
| late_from_trade | 1 |
| excused_by_notification | 0 |
| late_share | 0.0149 |
| late_ci | [0.0033, 0.0642] |
| median_lag | 30 |
| p90_lag | 42 |
| max_lag | 103 |
| filings | 14 |
| late_filings | 1 |
| late_priced | 0 |
| timely_priced | 54 |
| late_priced_dates | 0 |
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
All computed statistics (14)
| n | 62 |
| trade_days | 17 |
| batch_share_trades | 0.7581 |
| batch_day_share | 0.3529 |
| batch_day_ci | [0.1949, 0.5514] |
| dispersion_index | 7.5921 |
| dispersion_p | 0 |
| routine_share | 0 |
| proximity_share | 0.0161 |
| proximity_null_mean | 0.0470 |
| proximity_null_p95 | 0.1129 |
| proximity_p | 0.9140 |
| proximity_nonroutine | 0.0161 |
| proximity_routine | 0 |
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
All computed statistics (15)
| n | 40 |
| in_jurisdiction_trades | 19 |
| share | 0.6168 |
| share_bounds | [0.3688, 0.8109] |
| share_ci | [0.2923, 0.8898] |
| benchmark_sp500 | 0.2594 |
| benchmark_peers | 0.3029 |
| excess | 0.3140 |
| excess_ci | [-0.0106, 0.5870] |
| committees | [HLIG, HSBA] |
| jurisdiction_sectors | [Aerospace & Defense, Financials, IT Consulting & Other Services, Real Estate, Systems Software] |
| regression_error | Error 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
All computed statistics (8)
| raw | -0.0319 |
| posterior_mean | -0.0028 |
| posterior_sd | 0.0015 |
| congress_mean | -0.0028 |
| tau2 | 0 |
| percentile | 0.0821 |
| members_compared | 134 |
| 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)
| n | 62 |
| cotraded_share | 0.0645 |
| null_mean | 0.0784 |
| null_p95 | 0.1452 |
| excess_p | 0.7100 |
| cotraded_share_wo_top | 0.0484 |
| excess_p_wo_top | 0.9000 |
| cotraded_car | -0.0056 |
| cotraded_car_ci | [-0.0734, 0.0622] |
| cotraded_car_p | 0.5233 |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Without M001157, the member with the most trades, in the co-trade index | Does not fit | 4.8% |
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_trips | 0 |
| share_in_round_trips | 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_trades | 0 |
| option_share | 0 |
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
All computed statistics (16)
| n | 54 |
| theta | -0.0319 |
| ci | [-0.0932, 0.0293] |
| p | 0.7948 |
| t_kp | -0.8297 |
| rbar | 0.1631 |
| se_cs | 0.0108 |
| se_kp | 0.0366 |
| 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 variant | Reading | Estimate |
|---|---|---|
| Horizon 5 days | Open question | +0.00% |
| Horizon 63 days | Open question | −7.17% |
| Excluding largest batch date | Open question | −2.13% |
| Self-owned accounts only | Open 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_episodes | 0 |
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%
All computed statistics (6)
| rate_ratio | 0 |
| rate_ratio_ci | [0, 32.3265] |
| rate_ratio_batchdays | 0 |
| rate_ratio_batchdays_ci | [0, 125.8330] |
| absence_days | 4 |
| trades_in_absence | 0 |
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)
| n | 19 |
| n_other | 35 |
| trade_dates | 7 |
| events | 2271 |
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)
| changepoint | 2016-08-31 |
| changepoint_LR | 20.5982 |
| changepoint_p | 0.0020 |
| tradeday_rate_before | 0.0444 |
| tradeday_rate_after | 0.0037 |
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
All computed statistics (6)
| n | 9 |
| hits | 4 |
| hit_rate | 0.4444 |
| ci | [0.1688, 0.7486] |
| priced | 54 |
| share_followed | 0.1667 |
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
All computed statistics (8)
| family_trades | 16 |
| family_share | 0.2581 |
| owner_unknown | 0 |
| family_car | -0.0545 |
| family_ci | [-0.1456, 0.0366] |
| diff | -0.0305 |
| diff_ci | [-0.0718, 0.0149] |
| diff_p | 0.9133 |
Largest positions traded
| Company | Trades | Disclosed value |
|---|---|---|
| BX The Blackstone Group L.P. Common Units Representing Limited Partnership Interests | 2 | $115K to $300K |
| MKL Markel Group Inc. | 3 | $115K to $250K |
| PM Philip Morris International Inc | 1 | $100K to $250K |
| SFNC Simmons First National Corporation - Common Stock | 1 | $100K to $250K |
| PFE Pfizer, Inc. Common Stock | 1 | $100K to $250K |
| FDL First Trust Morningstar ETF | 4 | $60K to $200K |
| VYM Vanguard High Dividend Yield ETF - DNQ | 4 | $60K to $200K |
| FVD First Trust VL Dividend | 3 | $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.
| Trade date | Asset | Type | Amount | Owner | Filed after | 5-day CAR | |
|---|---|---|---|---|---|---|---|
| Dec 31, 2025 | KD Kyndryl Holdings, Inc. Common Stock | Sale | $1,001 to $15K | self | 23 d | −2.3% | Filing |
| Dec 31, 2025 | PFE Pfizer, Inc. Common Stock | Sale | $100K to $250K | self | 23 d | −1.1% | Filing |
| Dec 31, 2025 | SFL SFL Corporation Ltd | Sale | $15K to $50K | self | 23 d | −6.2% | Filing |
| Dec 31, 2025 | SOLV Solventum Corporation Common Stock | Sale | $15K to $50K | self | 23 d | −6.9% | Filing |
| Jun 23, 2025 | T AT&T Inc. | Sale | $1,001 to $15K | spouse | 31 d | −1.3% | Filing |
| Jun 23, 2025 | BX Blackstone Inc. Common StockCommittee | Sale | $100K to $250K | self | 31 d | −3.4% | Filing |
| Jun 23, 2025 | FTRE Fortrea Holdings Inc. - Common Stock | Sale | $1,001 to $15K | spouse | 31 d | +5.1% | Filing |
| Jun 23, 2025 | INTC Intel Corporation - Common Stock | Sale | $15K to $50K | self | 31 d | −1.3% | Filing |
| Jun 23, 2025 | LAZ Lazard, Inc. Common StockCommittee | Sale | $50K to $100K | self | 31 d | −0.6% | Filing |
| Jun 23, 2025 | L Loews Corporation Common StockCommittee | Purchase | $50K to $100K | self | 31 d | −0.9% | Filing |
| Jun 23, 2025 | MKL Markel Group Inc. Common StockCommittee | Purchase | $15K to $50K | spouse | 31 d | −1.7% | Filing |
| Jun 23, 2025 | MKL Markel Group Inc. Common StockCommittee | Purchase | $50K to $100K | self | 31 d | −1.7% | Filing |
| Jun 23, 2025 | RF Regions Financial Corporation Common StockCommittee | Sale | $15K to $50K | self | 31 d | −0.6% | Filing |
| Jun 23, 2025 | SFNC Simmons First National Corporation - Common StockCommittee | Sale | $100K to $250K | self | 31 d | +0.9% | Filing |
| Jun 23, 2025 | SPB Spectrum Brands Holdings, Inc. Common Stock | Sale | $1,001 to $15K | self | 31 d | +0.7% | Filing |
| Jun 23, 2025 | VTS Vitesse Energy, Inc. Common Stock | Sale | $1,001 to $15K | self | 31 d | +4.3% | Filing |
| Jun 23, 2025 | WFC Wells Fargo & Company Common StockCommittee | Sale | $15K to $50K | self | 31 d | −0.5% | Filing |
| Jun 23, 2025 | WTM White Mountains Insurance Group, Ltd. Common StockCommittee | Purchase | $50K to $100K | self | 31 d | −0.2% | Filing |
| Jan 31, 2025 | CVS CVS Health Corporation Common Stock | Sale | $15K to $50K | self | 4 d | +3.2% | Filing |
| Dec 29, 2023 | SCHW Charles Schwab CorporationCommittee | Sale | $50K to $100K | self | 12 d | +0.1% | Filing |
| Dec 29, 2023 | PYPL PayPal Holdings, Inc.Committee | Sale | $15K to $50K | self | 12 d | −1.9% | Filing |
| Nov 22, 2023 | MMM 3M Company | Purchase | $15K to $50K | self | 21 d | +4.4% | Filing |
| Nov 22, 2023 | MO Altria Group, Inc. | Sale | $50K to $100K | self | 21 d | −2.0% | Filing |
| Nov 22, 2023 | FIS Fidelity National Information Services, Inc.Committee | Purchase | $15K to $50K | self | 21 d | +7.7% | Filing |
| Nov 22, 2023 | INTC Intel Corporation | Purchase | $1,001 to $15K | self | 21 d | +1.6% | Filing |
| Nov 22, 2023 | MKL Markel Group Inc.Committee | Purchase | $50K to $100K | self | 21 d | +0.3% | Filing |
| Nov 22, 2023 | PM Philip Morris International Inc | Sale | $100K to $250K | self | 21 d | +0.6% | Filing |
| Nov 22, 2023 | PCH PotlatchDeltic Corporation | Purchase | $15K to $50K | self | 21 d | – | Filing |
| Nov 22, 2023 | PCH PotlatchDeltic Corporation | Purchase | $1,001 to $15K | self | 21 d | – | Filing |
| Nov 22, 2023 | PCH PotlatchDeltic Corporation | Purchase | $1,001 to $15K | spouse | 21 d | – | Filing |
| Nov 22, 2023 | V Visa Inc.Committee | Purchase | $50K to $100K | self | 21 d | +0.8% | Filing |
| Nov 22, 2023 | WBD Warner Bros. Discovery, Inc. - Series A | Purchase | $1,001 to $15K | self | 21 d | – | Filing |
| Feb 23, 2023 | US TREASURY BILL (MATURITY 08/24/2023) | Purchase | $15K to $50K | self | 28 d | – | Filing |
| Feb 14, 2023 | US TREASURY BILL (MATURITY 08/10/2023) | Purchase | $50K to $100K | self | 30 d | – | Filing |
| Dec 1, 2022 | ADFA UA JONESBORO 041186242 | Sale | $15K to $50K | self | 103 d | – | Filing |
| Apr 14, 2021 | SYF Synchrony FinancialCommittee | Sale | $15K to $50K | self | 13 d | +6.3% | Filing |
| Apr 8, 2021 | TSLA Tesla, Inc. | Purchase | $1,001 to $15K | dependent | 19 d | +1.7% | Filing |
| Nov 30, 2020 | T AT&T Inc. | Sale | $1,001 to $15K | dependent | 30 d | −2.1% | Filing |
| Nov 30, 2020 | BRK.B Berkshire Hathaway Inc. NewCommittee | Purchase | $1,001 to $15K | dependent | 30 d | −1.3% | Filing |
| Nov 30, 2020 | XOM Exxon Mobil Corporation | Sale | $1,001 to $15K | spouse | 30 d | −6.7% | Filing |
| Nov 30, 2020 | XOM Exxon Mobil Corporation | Sale | $15K to $50K | spouse | 30 d | −6.7% | Filing |
| Nov 30, 2020 | FVD First Trust VL Dividend | Purchase | $15K to $50K | spouse | 30 d | −0.2% | Filing |
| Nov 30, 2020 | SWN Southwestern Energy Company | Sale | $1,001 to $15K | spouse | 30 d | – | Filing |
| Dec 19, 2019 | AAWW Atlas Air Worldwide Holdings (AAWW) Fロ゙ロἠル SϹϹ゚;: 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 IﷸÖ趰沏 P獏沏꿸 Oγγ㨗廅ﷸ蹑 | Purchase | $15K to $50K | self | 27 d | – | Filing |
| Aug 30, 2016 | FDL First Trust Morningstar ETF | Purchase | $15K to $50K | self | 7 d | +0.2% | Filing |
| Aug 30, 2016 | VYM Vanguard High Dividend Yield ETF - DNQ | Purchase | $15K to $50K | self | 7 d | +0.0% | Filing |
| Jul 29, 2016 | FDL First Trust Morningstar ETF | Purchase | $15K to $50K | self | 39 d | −1.2% | Filing |
| Jul 29, 2016 | VYM Vanguard High Dividend Yield ETF - DNQ | Purchase | $15K to $50K | self | 39 d | −0.7% | Filing |
| Jun 30, 2016 | FDL First Trust Morningstar ETF | Purchase | $15K to $50K | self | 12 d | −0.2% | Filing |
| Jun 30, 2016 | VYM Vanguard High Dividend Yield ETF - DNQ | Purchase | $15K to $50K | self | 12 d | −0.4% | Filing |