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U.S. House of Representatives

Rep. John H. Rutherford

Republican · Representative, FL-5

Appropriations
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on disclosure timeliness, behavior after scrutiny.

Trades disclosed
348
Jul 10, 2017 to Apr 28, 2023
Companies traded
176
Disclosed value
$871.3K–$6.5M
Sum of reported ranges
Filed after 45 days
9
Median filing lag 34 days

Scorecard

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

T7Disclosure timeliness151 of 343 trades (44.0%) were disclosed late; median lag 34 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 0.440, Wilson [0.397, 0.485]; 90th percentile lag 405 days; longest 406 days. Late-minus-timely signed CAR 0.0101, p = 0.188.

Evidence
Statistical
Late share
44.0% [39.7%, 48.5%] 90%
p-value
0.188
Holm-adjusted p
1.000
BH q-value
0.493
0Estimate
This member44.0%
All computed statistics (18)
n343
amendment_rows_excluded5
late151
late_from_trade151
excused_by_notification0
late_share0.4402
late_ci[0.3968, 0.4846]
median_lag34
p90_lag405
max_lag406
filings23
late_filings7
late_priced128
timely_priced165
late_priced_dates33
late_minus_timely_car0.0101
late_minus_timely_ci[-0.0050, 0.0376]
late_minus_timely_p0.1880
T10Behavior after scrutinyAfter scrutiny on 2021-09-29, trading ran at 4.97 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 2021-09-29, trading ran at 4.97 times its earlier rate. Change point 2021-03-02 (p = 0.042).

Evidence
Statistical
Rate ratio after/before
4.97 [4.08, 6.02] 90%
0Estimate
This member4.97
All computed statistics (8)
changepoint2021-03-02
changepoint_LR10.3909
changepoint_p0.0420
tradeday_rate_before0.0758
tradeday_rate_after0.0253
scrutiny_date2021-09-29
rate_ratio4.9668
rate_ratio_ci[4.0850, 6.0244]
T1Trade size99% of 334 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 0.994, 90% Wilson [0.982, 0.998]. 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
99.4% [98.2%, 99.8%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member99.4%
All computed statistics (9)
n334
lowest_band_share0.9940
lowest_band_ci[0.9821, 0.9980]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked25
event_linked_outliers0
T2Breadth and concentration169 different companies; the effective number of equally sized positions is 136 and trading spans 97% 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 0.007 (identified set [0.006, 0.054]); trade-count HHI 0.007 vs. 95th percentile 0.006 of 334 random draws from all congressional trades (p = 0.018). Normalized sector entropy 0.97 [0.96, 0.98]. Top three issuers (NCLH, CE, BMY) carry at least 1% of dollar volume.

Evidence
Statistical
Effective number of issuers
136 [18, 169] 90%
0Estimate
This member136
All computed statistics (13)
n334
issuers169
hhi_mid0.0073
hhi_bounds[0.0059, 0.0542]
n_eff136.4511
hhi_count0.0069
peer_benchmark_p950.0064
peer_benchmark_p0.0180
sector_entropy0.9685
sector_entropy_ci[0.9640, 0.9815]
top3_share_lower0.0073
top3[NCLH, CE, BMY]
top3_tied_to_eventsfalse
T3Cadence and event proximity18% of trading days were batches of three or more companies; 0% of trades look routine; 7.5% of trades came within five trading days before a large company-specific move (chance alone: 5.8%).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 14/80, Wilson [0.12, 0.26]; index of dispersion 36.96 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.075 vs. circular-shift null mean 0.058, p = 0.204.

Evidence
Statistical
Batch-day share
17.5% [11.6%, 25.5%] 90%
p-value
0.204
Holm-adjusted p
1.000
BH q-value
0.648
0Estimate
This member17.5%
All computed statistics (14)
n334
trade_days80
batch_share_trades0.7455
batch_day_share0.1750
batch_day_ci[0.1161, 0.2552]
dispersion_index36.9629
dispersion_p0
routine_share0
proximity_share0.0748
proximity_null_mean0.0576
proximity_null_p950.1198
proximity_p0.2040
proximity_nonroutine0.0748
proximity_routine0
T5Direction before market-wide shocksBefore 12 large market moves, the member's net trading pointed the right way 5 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 0.42, Clopper-Pearson 90% [0.18, 0.68]; exact one-sided p = 0.806; magnitude-weighted sign-flip p = 0.509. 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
41.7% [18.1%, 68.5%] 90%
p-value
0.806
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member41.7%
All computed statistics (7)
n_episodes12
hits5
hit_rate0.4167
ci[0.1810, 0.6848]
p_exact0.8062
p_magnitude0.5092
episodes[[object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object]]
T8Committee overlap0% of the member's mapped trading by dollar value was in industries their committees oversee, against 0% 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 HSAP; jurisdiction sectors none. Dollar share 0.000 (identified set [0.000, 0.000], bootstrap 0.000-0.000); benchmarks S&P 500 0.000, congressional peers 0.000.

Evidence
Descriptive
Jurisdiction excess share
0.0% [0.0%, 0.0%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member0.0%
All computed statistics (11)
n224
in_jurisdiction_trades0
share0
share_bounds[0, 0]
share_ci[0, 0]
benchmark_sp5000
benchmark_peers0
excess0
excess_ci[0, 0]
committees[HSAP]
jurisdiction_sectors[]
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 55% 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 -0.0004, 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-3.89e-4
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.5522
members_compared134
lower95-0.0058
T13Co-trading with other members4% of trades had another member trading the same stock the same way within a week (chance alone: 6%).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 0.036; circular-shift null mean 0.061, 95th pct 0.090, p = 0.970. Co-traded signed CAR -0.0156, p = 0.731.

Evidence
Statistical
Co-traded share
3.6%
p-value
0.731
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n334
cotraded_share0.0359
null_mean0.0608
null_p950.0901
excess_p0.9700
cotraded_share_wo_top0.0299
excess_p_wo_top0.9900
cotraded_car-0.0156
cotraded_car_ci[-0.0761, 0.0449]
cotraded_car_p0.7314
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit3.0%
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 293 priced trades, purchases and sales moved 0.04% 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) = -0.0004; 90% KP interval [-0.0403, 0.0395]; t_BMP = -0.82, r-bar = 0.085, t_KP = -0.15, Patell Z = -0.98, Corrado Z = -0.71. Dollar-weighted identified set [-0.0685, 0.0818]. Calendar-time alpha 28.37%/yr (NW t = 2.07, 847 days).

Evidence
Statistical
Mean signed 21-day CAR
−0.04% [−4.03%, +3.95%] 90%
p-value
0.561
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−0.04%
All computed statistics (16)
n293
theta-3.89e-4
ci[-0.0403, 0.0395]
p0.5612
t_kp-0.1541
rbar0.0851
se_cs0.0045
se_kp0.0242
t_cs-0.0855
t_bmp-0.8192
patell_z-0.9800
corrado_z-0.7051
dollar_weighted_bounds[-0.0685, 0.0818]
calendar_time[object Object]
calendar_alpha_ci[2.30e-4, 0.0020]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.25%
Horizon 63 daysOpen question+0.18%
Excluding largest batch dateOpen question+0.42%
Self-owned accounts onlyOpen question−0.04%
Dollar-weighted (bounds)Open question+8.18%
Calendar-time alpha (annualized)+28.37%
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, 1.00] 90%
0Estimate
This member0.00
All computed statistics (6)
rate_ratio0
rate_ratio_ci[0, 0.9990]
rate_ratio_batchdays0
rate_ratio_batchdays_ci[0, 4.2725]
absence_days11
trades_in_absence0
T9Policy-topic overlapNo legislative events tied to this member's committees.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
No legislative events tied to this member's committees.

Evidence
Descriptive
Margin δ
0.5% per trade
T12Anticipation of large stock moves53 trades were followed within two weeks by a large company-specific move; 26 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 0.49, Clopper-Pearson [0.37, 0.61], exact one-sided p = 0.608; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
49.1% [37.1%, 61.1%] 90%
p-value
0.608
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member49.1%
All computed statistics (6)
n53
hits26
hit_rate0.4906
ci[0.3709, 0.6110]
priced293
share_followed0.1809
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 trips25 buy-and-sell round trips within six months; in the month after opening, those positions moved -1.46% 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) -0.0146 [-0.0613, 0.0322], t_KP = -0.79, over 21 priced openings. Realized market-adjusted return to the closing trade averaged -3.19% (win rate 38%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
−1.46% [−6.13%, +3.22%] 90%
p-value
0.780
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−1.46%
All computed statistics (9)
round_trips25
share_in_round_trips0.1497
priced21
realized_mean-0.0319
realized_win_rate0.3810
opening_car-0.0146
ci[-0.0613, 0.0322]
p0.7797
openings_priced21

Documented episodes

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

Market move on 2017-08-17
–
9 trade(s) in the prior five trading days
-1.56%

S&P 500 (SPY) daily move (Aug 17, 2017)

Right way.

Market move on 2018-02-02
–
3 trade(s) in the prior five trading days
-2.18%

S&P 500 (SPY) daily move (Feb 2, 2018)

Wrong way.

Market move on 2018-02-05
–
3 trade(s) in the prior five trading days
-4.18%

S&P 500 (SPY) daily move (Feb 5, 2018)

Wrong way.

Market move on 2018-03-22
–
1 trade(s) in the prior five trading days
-2.5%

S&P 500 (SPY) daily move (Mar 22, 2018)

Wrong way.

Market move on 2018-03-23
–
1 trade(s) in the prior five trading days
-2.13%

S&P 500 (SPY) daily move (Mar 23, 2018)

Wrong way.

Market move on 2018-03-26
–
1 trade(s) in the prior five trading days
+2.74%

S&P 500 (SPY) daily move (Mar 26, 2018)

Right way.

Market move on 2018-12-04
–
3 trade(s) in the prior five trading days
-3.24%

S&P 500 (SPY) daily move (Dec 4, 2018)

Wrong way.

Market move on 2020-02-25
–
1 trade(s) in the prior five trading days
-3.03%

S&P 500 (SPY) daily move (Feb 25, 2020)

Right way.

Market move on 2020-02-27
–
1 trade(s) in the prior five trading days
-4.49%

S&P 500 (SPY) daily move (Feb 27, 2020)

Right way.

Market move on 2020-03-02
–
1 trade(s) in the prior five trading days
+4.33%

S&P 500 (SPY) daily move (Mar 2, 2020)

Wrong way.

Market move on 2020-03-24
–
3 trade(s) in the prior five trading days
+9.06%

S&P 500 (SPY) daily move (Mar 24, 2020)

Right way.

Market move on 2022-03-09
–
1 trade(s) in the prior five trading days
+2.68%

S&P 500 (SPY) daily move (Mar 9, 2022)

Wrong way.

Disclosed trades per monthPurchasesSales
2017201820192020202120222023

Largest positions traded

CompanyTradesDisclosed value
Fidelity Govt MMKT Daily Money Class @ 15$401K to $1M
Jefferson National One Year Fixed Account1$100K to $250K
RHHBY Roche Holdings Ag Basel American Depositary Shares5$5,005 to $75K
BMY Bristol-Myers Squibb Company5$5,005 to $75K
NCLH Norwegian Cruise Line Holdings Ltd. Ordinary Shares2$16K to $65K
BCE BCE, Inc.4$4,004 to $60K
DTEGY Deutsche Telekom Ag4$4,004 to $60K
MGDDY Michelin Compagnie Generale des Etablissements Michelin Unsponsored ADR representing Nom Shares4$4,004 to $60K

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
348 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Apr 28, 2023 Sunshine Group Partners, 4% InterestPurchase$1,001 to $15Kself27 d–Filing
Mar 23, 2022DOW Dow Inc.Sale$1,001 to $15Kself27 d+1.2%Filing
Mar 16, 2022TGOPY 3i Group Plc Unsponsored ADRSale$1,001 to $15Kself34 d−0.6%Filing
Mar 16, 2022VOLVY AB Volvo Class B American Depositary ReceiptsSale$1,001 to $15Kself34 d–Filing
Mar 16, 2022ABBV AbbVie Inc.Sale$1,001 to $15Kself34 d+0.1%Filing
Mar 16, 2022MO Altria Group, Inc.Sale$1,001 to $15Kself34 d−2.7%Filing
Mar 16, 2022AJG Arthur J. Gallagher & Co.Sale$1,001 to $15Kself34 d+1.3%Filing
Mar 16, 2022ASX ASE Technology Holding Co., Ltd. American Depositary SharesSale$1,001 to $15Kself34 d+3.9%Filing
Mar 16, 2022BCE BCE, Inc.Sale$1,001 to $15Kself34 d+0.8%Filing
Mar 16, 2022BLK BlackRock, Inc.Sale$1,001 to $15Kself34 d+1.9%Filing
Mar 16, 2022BNPQY BNP Paribas American Depositary SharesSale$1,001 to $15Kself34 d+7.1%Filing
Mar 16, 2022BMY Bristol-Myers Squibb CompanySale$1,001 to $15Kself34 d−1.7%Filing
Mar 16, 2022BTI British American Tobacco Industries, p.l.c. Common Stock ADRSale$1,001 to $15Kself34 d−2.4%Filing
Mar 16, 2022BTVCY Britvic plc Sponsored ADRSale$1,001 to $15Kself34 d–Filing
Mar 16, 2022AVGO Broadcom Inc.Sale$1,001 to $15Kself34 d+3.9%Filing
Mar 16, 2022CAT Caterpillar, Inc.Sale$1,001 to $15Kself34 d−1.6%Filing
Mar 16, 2022CE Celanese Corporation Celanese CorporationSale$15K to $50Kself34 d+2.6%Filing
Mar 16, 2022CVX Chevron CorporationSale$1,001 to $15Kself34 d−3.1%Filing
Mar 16, 2022CODYY Compagnie de Saint Gobain Unsponsored ADRSale$1,001 to $15Kself34 d+6.6%Filing
Mar 16, 2022CCI Crown Castle International Corp.Sale$1,001 to $15Kself34 d+1.5%Filing
Mar 16, 2022CVS CVS Health CorporationSale$1,001 to $15Kself34 d+2.6%Filing
Mar 16, 2022DPSGY Deutsche Post AG Sponsored ADRSale$1,001 to $15Kself34 d–Filing
Mar 16, 2022DTEGY Deutsche Telekom AGSale$1,001 to $15Kself34 d+3.3%Filing
Mar 16, 2022DNHBY DNB ASA SPONSORED ADR Representing 10Sale$1,001 to $15Kself34 d–Filing
Mar 16, 2022EMN Eastman Chemical CompanySale$1,001 to $15Kself34 d+0.0%Filing
Mar 16, 2022ENLAY Enel Societa Per Azioni Unsponsored ADRSale$1,001 to $15Kself34 d+4.4%Filing
Mar 16, 2022EVRG Evergy, Inc.Sale$1,001 to $15Kself34 d+0.2%Filing
Mar 16, 2022XOM Exxon Mobil CorporationSale$1,001 to $15Kself34 d−5.4%Filing
Mar 16, 2022FITB Fifth Third BancorpSale$1,001 to $15Kself34 d+6.5%Filing
Mar 16, 2022FNF FNF Group of Fidelity National Financial, Inc.Sale$1,001 to $15Kself34 d+2.8%Filing
Mar 16, 2022GD General Dynamics CorporationSale$1,001 to $15Kself34 d−3.4%Filing
Mar 16, 2022PEAK Healthpeak Properties, Inc.Sale$1,001 to $15Kself34 d–Filing
Mar 16, 2022HD Home Depot, Inc.Sale$1,001 to $15Kself34 d+6.5%Filing
Mar 16, 2022HPQ HP Inc.Sale$1,001 to $15Kself34 d−2.7%Filing
Mar 16, 2022IBDRY Iberdrola Sa Sponsored ADRSale$1,001 to $15Kself34 d+4.3%Filing
Mar 16, 2022INTC Intel CorporationSale$1,001 to $15Kself34 d−2.0%Filing
Mar 16, 2022JNJ Johnson & JohnsonSale$1,001 to $15Kself34 d+0.8%Filing
Mar 16, 2022KEY KeyCorpSale$1,001 to $15Kself34 d+6.1%Filing
Mar 16, 2022KMI Kinder Morgan, Inc.Sale$1,001 to $15Kself34 d−3.2%Filing
Mar 16, 2022MCD McDonald's CorporationSale$1,001 to $15Kself34 d+2.4%Filing
Mar 16, 2022MDT Medtronic plc. Ordinary SharesSale$1,001 to $15Kself34 d+2.1%Filing
Mar 16, 2022MRK Merck & Company, Inc. Common StockSale$1,001 to $15Kself34 d−1.4%Filing
Mar 16, 2022MET MetLife, Inc.Sale$1,001 to $15Kself34 d−0.6%Filing
Mar 16, 2022MGDDY Michelin Compagnie Generale des Etablissements Michelin Unsponsored ADR representing Nom SharesSale$1,001 to $15Kself34 d+4.2%Filing
Mar 16, 2022MDLZ Mondelez International, Inc. - Class ASale$1,001 to $15Kself34 d+2.9%Filing
Mar 16, 2022MURGY Muenchener Re Group AG Unsponsored ADRSale$1,001 to $15Kself34 d+3.5%Filing
Mar 16, 2022NSRGY Nestle SA Sponsored ADR representing Registered Shares Series BSale$1,001 to $15Kself34 d−1.8%Filing
Mar 16, 2022NTT Nippon Telegraph and Telephone CorporationSale$1,001 to $15Kself34 d–Filing
Mar 16, 2022NNGPF NN Group NV Ordinary SharesSale$1,001 to $15Kself34 d+1.6%Filing
Mar 16, 2022NVS Novartis AGSale$1,001 to $15Kself34 d−0.4%Filing