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U.S. House of Representatives

Rep. Gary J. Palmer

Republican · Representative, AL-6

Oversight and Government ReformEnergy and Commerce
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on disclosure timeliness.

Trades disclosed
261
Feb 5, 2015 to Oct 5, 2018
Companies traded
108
Disclosed value
$275.3K–$4M
Sum of reported ranges
Filed after 45 days
2
Median filing lag 79 days

Scorecard

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

T7Disclosure timeliness207 of 260 trades (79.6%) were disclosed late; median lag 79 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 0.796, Wilson [0.752, 0.834]; 90th percentile lag 543 days; longest 543 days. Late-minus-timely signed CAR -0.0192, p = 0.646.

Evidence
Statistical
Late share
79.6% [75.2%, 83.4%] 90%
p-value
0.646
Holm-adjusted p
1.000
BH q-value
0.753
0Estimate
This member79.6%
All computed statistics (18)
n260
amendment_rows_excluded0
late207
late_from_trade207
excused_by_notification0
late_share0.7962
late_ci[0.7521, 0.8341]
median_lag79
p90_lag543
max_lag543
filings4
late_filings2
late_priced170
timely_priced41
late_priced_dates30
late_minus_timely_car-0.0192
late_minus_timely_ci[-0.0334, 0.0265]
late_minus_timely_p0.6457
T1Trade size100% of 259 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 [0.990, 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% [99.0%, 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)
n259
lowest_band_share1
lowest_band_ci[0.9897, 1]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked9
event_linked_outliers0
T2Breadth and concentration106 different companies; the effective number of equally sized positions is 72 and trading spans 90% 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 0.014 (identified set [0.009, 0.110]); trade-count HHI 0.014 vs. 95th percentile 0.007 of 259 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.90 [0.88, 0.94]. Top three issuers (AAPL, MPC, COF) carry at least 1% of dollar volume.

Evidence
Statistical
Effective number of issuers
72 [9, 106] 90%
0Estimate
This member72
All computed statistics (13)
n259
issuers106
hhi_mid0.0139
hhi_bounds[0.0094, 0.1104]
n_eff71.8982
hhi_count0.0139
peer_benchmark_p950.0073
peer_benchmark_p0.0020
sector_entropy0.9047
sector_entropy_ci[0.8776, 0.9374]
top3_share_lower0.0056
top3[AAPL, MPC, COF]
top3_tied_to_eventsfalse
T3Cadence and event proximity32% of trading days were batches of three or more companies; 20% of trades look routine; 3.5% of trades came within five trading days before a large company-specific move (chance alone: 5.4%).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 12/38, Wilson [0.21, 0.45]; index of dispersion 34.07 (chi-square p = 0); routine share 0.20 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.035 vs. circular-shift null mean 0.054, p = 0.808.

Evidence
Statistical
Batch-day share
31.6% [20.8%, 44.8%] 90%
p-value
0.808
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member31.6%
All computed statistics (14)
n259
trade_days38
batch_share_trades0.8571
batch_day_share0.3158
batch_day_ci[0.2076, 0.4485]
dispersion_index34.0739
dispersion_p0
routine_share0.2008
proximity_share0.0347
proximity_null_mean0.0543
proximity_null_p950.1124
proximity_p0.8080
proximity_nonroutine0.0338
proximity_routine0.0385
T8Committee overlap29% of the member's mapped trading by dollar value was in industries their committees oversee, against 28% 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 HSGO, HSIF; jurisdiction sectors Automobile Manufacturers, Communication Services, Energy, Health Care, Interactive Media & Services, Tobacco, Utilities. Dollar share 0.292 (identified set [0.027, 0.861], bootstrap 0.231-0.355); benchmarks S&P 500 0.275, congressional peers 0.274.

Evidence
Descriptive
Jurisdiction excess share
1.7% [-4.5%, 7.9%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member1.7%
All computed statistics (15)
n212
in_jurisdiction_trades62
share0.2925
share_bounds[0.0268, 0.8610]
share_ci[0.2305, 0.3547]
benchmark_sp5000.2752
benchmark_peers0.2737
excess0.0172
excess_ci[-0.0447, 0.0794]
committees[HSGO, HSIF]
jurisdiction_sectors[Automobile Manufacturers, Communication Services, Energy, Health Care, Interactive Media & Services, Tobacco, 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 47% 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 -0.0027, 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-0.0027
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.4701
members_compared134
lower95-0.0058
T13Co-trading with other members8% of trades had another member trading the same stock the same way within a week (chance alone: 9%).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 0.081; circular-shift null mean 0.094, 95th pct 0.135, p = 0.720. Co-traded signed CAR -0.0002, p = 0.620.

Evidence
Statistical
Co-traded share
8.1%
p-value
0.620
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n259
cotraded_share0.0811
null_mean0.0944
null_p950.1351
excess_p0.7200
cotraded_share_wo_top0.0811
excess_p_wo_top0.4400
cotraded_car-1.65e-4
cotraded_car_ci[-0.0326, 0.0323]
cotraded_car_p0.6202
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit8.1%
T15Short-swing round trips47 buy-and-sell round trips within six months; in the month after opening, those positions moved -1.88% in the trade's favour relative to the market.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
Opening-trade signed CAR(1,21) -0.0188 [-0.0397, 0.0022], t_KP = -1.40, over 39 priced openings. Realized market-adjusted return to the closing trade averaged +0.69% (win rate 56%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
−1.88% [−3.97%, +0.22%] 90%
p-value
0.915
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−1.88%
All computed statistics (9)
round_trips47
share_in_round_trips0.3629
priced39
realized_mean0.0069
realized_win_rate0.5641
opening_car-0.0188
ci[-0.0397, 0.0022]
p0.9148
openings_priced39
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 211 priced trades, purchases and sales moved 0.27% 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) = -0.0027; 90% KP interval [-0.0206, 0.0152]; t_BMP = -0.57, r-bar = 0.026, t_KP = -0.22, Patell Z = -0.55, Corrado Z = -0.21. Dollar-weighted identified set [-0.0689, 0.0584]. Calendar-time alpha 12.34%/yr (NW t = 0.81, 375 days).

Evidence
Statistical
Mean signed 21-day CAR
−0.27% [−2.06%, +1.52%] 90%
p-value
0.587
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−0.27%
All computed statistics (16)
n211
theta-0.0027
ci[-0.0206, 0.0152]
p0.5871
t_kp-0.2204
rbar0.0262
se_cs0.0042
se_kp0.0108
t_cs-0.6446
t_bmp-0.5692
patell_z-0.5487
corrado_z-0.2100
dollar_weighted_bounds[-0.0689, 0.0584]
calendar_time[object Object]
calendar_alpha_ci[-5.11e-4, 0.0015]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.31%
Horizon 63 daysOpen question−1.41%
Excluding largest batch dateOpen question−0.21%
Self-owned accounts onlyOpen question−0.18%
Dollar-weighted (bounds)Open question+5.84%
Calendar-time alpha (annualized)+12.34%
T5Direction before market-wide shocksBefore 2 large market moves, the member's net trading pointed the right way 1 times.Inconclusive (too few trades)

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 0.50, Clopper-Pearson 90% [0.03, 0.97]; exact one-sided p = 0.750; magnitude-weighted sign-flip p = 0.498. 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
50.0% [2.5%, 97.5%] 90%
p-value
0.750
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 (7)
n_episodes2
hits1
hit_rate0.5000
ci[0.0253, 0.9747]
p_exact0.7500
p_magnitude0.4976
episodes[[object Object], [object Object]]
T6Control and independenceTrading arrangement: not documented; trading during absence ran at nan 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 nan times the normal rate.

Evidence
Statistical
All computed statistics (6)
rate_ratio–
rate_ratio_ci[0, –]
rate_ratio_batchdays–
rate_ratio_batchdays_ci[0, –]
absence_days0
trades_in_absence0
T9Policy-topic overlap61 trades in industries the member's committees oversee came in the month before a committee or floor action on a bill; they moved -0.87% in the trade's favour, -0.84% relative to the member's other trades.Inconclusive (too few trades)

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
theta_9 = -0.0087; pre-event minus other trades = -0.0084 [-0.0216, 0.0063], p = 0.88; mean pre-trade drift psi = -0.0056.

Evidence
Statistical
Pre-event minus other trades, signed CAR
−0.84% [−2.16%, +0.63%] 90%
p-value
0.880
Holm-adjusted p
1.000
BH q-value
0.989
Margin δ
0.5% per trade
Robust to variants
No, reading changes under some variants
0δEstimate
This member−0.84%
All computed statistics (13)
n61
n_other150
theta9-0.0087
diff-0.0084
ci[-0.0216, 0.0063]
p0.8800
pre_trade_drift-0.0056
pre_trade_drift_significantfalse
events2882
events_by_kind[object Object]
affected_share_of_priced_trades0.2891
trade_dates16
placebo_reading–
Robustness variantReadingEstimate
Window 15 daysOpen question−0.73%
Window 60 daysDoes not fit−0.84%
Excluding largest batch dateOpen question−0.78%
Placebo: month after events–
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 2018-04-09 (permutation p = 0.204).

Evidence
Descriptive
All computed statistics (5)
changepoint2018-04-09
changepoint_LR6.1932
changepoint_p0.2040
tradeday_rate_before0.0682
tradeday_rate_after0.1538
T12Anticipation of large stock moves30 trades were followed within two weeks by a large company-specific move; 15 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 [0.34, 0.66], exact one-sided p = 0.572; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
50.0% [33.9%, 66.1%] 90%
p-value
0.572
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)
n30
hits15
hit_rate0.5000
ci[0.3389, 0.6611]
priced211
share_followed0.1422
T14Family-account trades49% of trades were in family accounts; those moved -0.37% 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 -0.0037 [-0.0223, 0.0150], t_KP = -0.27; family minus self -0.0018 [-0.0255, 0.0111], p = 0.546.

Evidence
Statistical
Family-account signed CAR
−0.36% [−2.23%, +1.50%] 90%
p-value
0.605
Holm-adjusted p
1.000
BH q-value
0.908
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−0.36%
All computed statistics (8)
family_trades127
family_share0.4903
owner_unknown0
family_car-0.0037
family_ci[-0.0223, 0.0150]
diff-0.0018
diff_ci[-0.0255, 0.0111]
diff_p0.5460

Documented episodes

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

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

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

Wrong way.

Market move on 2018-10-10
–
41 trade(s) in the prior five trading days
-3.17%

S&P 500 (SPY) daily move (Oct 10, 2018)

Right way.

Disclosed trades per monthPurchasesSales
2015201620172018

Largest positions traded

CompanyTradesDisclosed value
AAPL Apple Inc.7$7,007 to $105K
MPC Marathon Petroleum Corporation7$7,007 to $105K
AMGN Amgen Inc.6$6,006 to $90K
COF Capital One Financial Corporation6$6,006 to $90K
CELG Celgene Corporation6$6,006 to $90K
CSCO Cisco Systems, Inc.6$6,006 to $90K
ESRX Express Scripts Holding Company6$6,006 to $90K
MSFT Microsoft Corporation6$6,006 to $90K

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
260 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Oct 5, 2018AMGN Amgen Inc.CommitteeSale$1,001 to $15Kjoint33 d−1.3%Filing
Oct 5, 2018AMGN Amgen Inc.CommitteeSale$1,001 to $15Kspouse33 d−1.3%Filing
Oct 5, 2018AMGN Amgen Inc.CommitteeSale$1,001 to $15Kself33 d−1.3%Filing
Oct 5, 2018AAPL Apple Inc.Sale$1,001 to $15Kjoint33 d−3.2%Filing
Oct 5, 2018AAPL Apple Inc.Sale$1,001 to $15Kspouse33 d−3.2%Filing
Oct 5, 2018AAPL Apple Inc.Sale$1,001 to $15Kself33 d−3.2%Filing
Oct 5, 2018ASND Ascendis Pharma a/S - American Depositary SharesCommitteeSale$1,001 to $15Kself33 d+8.0%Filing
Oct 5, 2018T AT&T Inc.CommitteeSale$1,001 to $15Kself33 d+0.1%Filing
Oct 5, 2018BBY Best Buy Co., Inc.Sale$1,001 to $15Kspouse33 d−3.7%Filing
Oct 5, 2018BIIB Biogen Inc.CommitteeSale$1,001 to $15Kspouse33 d−1.3%Filing
Oct 5, 2018BA Boeing CompanySale$1,001 to $15Kspouse33 d+1.7%Filing
Oct 5, 2018BA Boeing CompanySale$1,001 to $15Kjoint33 d+1.7%Filing
Oct 5, 2018COF Capital One Financial CorporationSale$1,001 to $15Kspouse33 d+0.8%Filing
Oct 5, 2018CELG Celgene CorporationSale$1,001 to $15Kjoint33 d–Filing
Oct 5, 2018CELG Celgene CorporationSale$1,001 to $15Kself33 d–Filing
Oct 5, 2018CTL CenturyLink, Inc.Sale$1,001 to $15Kspouse33 d–Filing
Oct 5, 2018CSCO Cisco Systems, Inc.Sale$1,001 to $15Kself33 d−0.1%Filing
Oct 5, 2018CSCO Cisco Systems, Inc.Sale$1,001 to $15Kjoint33 d−0.1%Filing
Oct 5, 2018CSCO Cisco Systems, Inc.Sale$1,001 to $15Kspouse33 d−0.1%Filing
Oct 5, 2018CMCSA Comcast Corporation - Class ACommitteeSale$1,001 to $15Kjoint33 d−4.4%Filing
Oct 5, 2018COST Costco Wholesale CorporationSale$1,001 to $15Kspouse33 d−6.6%Filing
Oct 5, 2018ESRX Express Scripts Holding CompanySale$1,001 to $15Kjoint33 d–Filing
Oct 5, 2018ESRX Express Scripts Holding CompanySale$1,001 to $15Kself33 d–Filing
Oct 5, 2018ESRX Express Scripts Holding CompanySale$1,001 to $15Kspouse33 d–Filing
Oct 5, 2018GM General Motors CompanyCommitteeSale$1,001 to $15Kspouse33 d+2.0%Filing
Oct 5, 2018KR Kroger CompanySale$1,001 to $15Kspouse33 d+5.5%Filing
Oct 5, 2018LYB Lyondellbasell Industries NV Ordinary Shares Class ASale$1,001 to $15Kspouse33 d+1.4%Filing
Oct 5, 2018MPC Marathon Petroleum CorporationCommitteeSale$1,001 to $15Kspouse33 d+2.1%Filing
Oct 5, 2018MPC Marathon Petroleum CorporationCommitteeSale$1,001 to $15Kself33 d+2.1%Filing
Oct 5, 2018MPC Marathon Petroleum CorporationCommitteeSale$1,001 to $15Kjoint33 d+2.1%Filing
Oct 5, 2018MA Mastercard IncorporatedSale$1,001 to $15Kself33 d−0.3%Filing
Oct 5, 2018MA Mastercard IncorporatedSale$1,001 to $15Kspouse33 d−0.3%Filing
Oct 5, 2018MTD Mettler-Toledo International, Inc.CommitteeSale$1,001 to $15Kself33 d+2.3%Filing
Oct 5, 2018NTRS Northern Trust CorporationSale$1,001 to $15Kself33 d+1.5%Filing
Oct 5, 2018NTRS Northern Trust CorporationSale$1,001 to $15Kspouse33 d+1.5%Filing
Oct 5, 2018SYY Sysco CorporationSale$1,001 to $15Kspouse33 d+2.0%Filing
Oct 5, 2018SYY Sysco CorporationSale$1,001 to $15Kself33 d+2.0%Filing
Oct 5, 2018SYY Sysco CorporationSale$1,001 to $15Kjoint33 d+2.0%Filing
Oct 5, 2018VMW Vmware, Inc. Common Stock, Class ASale$1,001 to $15Kspouse33 d–Filing
Oct 5, 2018VMW Vmware, Inc. Common Stock, Class ASale$1,001 to $15Kself33 d–Filing
Oct 5, 2018WBA Walgreens Boots Alliance, Inc.Sale$1,001 to $15Kself33 d–Filing
Sep 24, 2018NTRS Northern Trust CorporationPurchase$1,001 to $15Kself15 d−2.0%Filing
Sep 24, 2018NTRS Northern Trust CorporationPurchase$1,001 to $15Kspouse15 d−2.0%Filing
Sep 18, 2018ABBV AbbVie Inc.CommitteeSale$1,001 to $15Kspouse21 d−0.8%Filing
Sep 18, 2018AMZN Amazon.com, Inc.Sale$1,001 to $15Kspouse21 d−0.1%Filing
Sep 18, 2018IDTI Integrated Device Technology, Inc.Sale$1,001 to $15Kself21 d–Filing
Sep 18, 2018IDTI Integrated Device Technology, Inc.Sale$1,001 to $15Kspouse21 d–Filing
Sep 18, 2018REGN Regeneron Pharmaceuticals, Inc.CommitteeSale$1,001 to $15Kspouse21 d−0.5%Filing
Sep 17, 2018CTL CenturyLink, Inc.Purchase$1,001 to $15Kspouse22 d–Filing
Sep 10, 2018TJX TJX Companies, Inc.Purchase$1,001 to $15Kspouse29 d−3.4%Filing