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U.S. House of Representatives

Rep. Ron Estes

Republican · Representative, KS-4

BudgetWays and MeansJoint Economic Committee
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on breadth and concentration, event timing (abnormal returns), disclosure timeliness and more.

Trades disclosed
17
Feb 10, 2022 to Apr 17, 2023
Companies traded
7
Disclosed value
$45K–$325K
Sum of reported ranges
Filed after 45 days
1
Median filing lag 21 days

Scorecard

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

T2Breadth and concentration6 different companies; the effective number of equally sized positions is 3 and trading spans 48% 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 0.377 (identified set [0.167, 0.828]); trade-count HHI 0.167 vs. 95th percentile 0.097 of 12 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.48 [0.27, 0.64]. Top three issuers (HON, CVX, MRVL) carry at least 27% of dollar volume.

Evidence
Statistical
Effective number of issuers
3 [1, 6] 90%
0Estimate
This member3
All computed statistics (13)
n12
issuers6
hhi_mid0.3773
hhi_bounds[0.1667, 0.8280]
n_eff2.6501
hhi_count0.1667
peer_benchmark_p950.0972
peer_benchmark_p0.0020
sector_entropy0.4818
sector_entropy_ci[0.2690, 0.6371]
top3_share_lower0.2742
top3[HON, CVX, MRVL]
top3_tied_to_eventstrue
T4Event timing (abnormal returns)Across 10 priced trades, purchases and sales moved 4.18% 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) = 0.0418; 90% KP interval [-0.0902, 0.1739]; t_BMP = 1.09, r-bar = 0.184, t_KP = 0.60, Patell Z = 1.93, Corrado Z = 1.23. Dollar-weighted identified set [-0.0334, 0.1170]. Calendar-time alpha 18.69%/yr (NW t = 0.36, 109 days).

Evidence
Statistical
Mean signed 21-day CAR
+4.18% [−9.02%, +17.39%] 90%
p-value
0.359
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+4.18%
All computed statistics (16)
n10
theta0.0418
ci[-0.0902, 0.1739]
p0.2802
t_kp0.6046
rbar0.1843
se_cs0.0399
se_kp0.0721
t_cs1.0487
t_bmp1.0916
patell_z1.9340
corrado_z1.2259
dollar_weighted_bounds[-0.0334, 0.1170]
calendar_time[object Object]
calendar_alpha_ci[-0.0030, 0.0045]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.74%
Horizon 63 daysOpen question+5.29%
Excluding largest batch dateNot assessed+2.65%
Self-owned accounts onlyOpen question+4.18%
Dollar-weighted (bounds)Open question+11.70%
Calendar-time alpha (annualized)+18.69%
T7Disclosure timeliness3 of 17 trades (17.6%) were disclosed late; median lag 21 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 0.176, Wilson [0.073, 0.369]; 90th percentile lag 166 days; longest 166 days.

Evidence
Descriptive
Late share
17.6% [7.3%, 36.9%] 90%
0Estimate
This member17.6%
All computed statistics (15)
n17
amendment_rows_excluded0
late3
late_from_trade3
excused_by_notification0
late_share0.1765
late_ci[0.0728, 0.3690]
median_lag21
p90_lag166
max_lag166
filings6
late_filings1
late_priced0
timely_priced10
late_priced_dates0
T12Anticipation of large stock moves3 trades were followed within two weeks by a large company-specific move; 2 were on the profitable side.Open question

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 0.67, Clopper-Pearson [0.14, 0.98], exact one-sided p = 0.500; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
66.7% [13.5%, 98.3%] 90%
p-value
0.500
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member66.7%
All computed statistics (6)
n3
hits2
hit_rate0.6667
ci[0.1353, 0.9830]
priced10
share_followed0.3000
T15Short-swing round trips5 buy-and-sell round trips within six months; in the month after opening, those positions moved +2.72% in the trade's favour relative to the market.Open question

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) 0.0272 [-0.2531, 0.3076], t_KP = 0.25, over 4 priced openings. Realized market-adjusted return to the closing trade averaged +5.52% (win rate 75%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+2.72% [−25.31%, +30.76%] 90%
p-value
0.408
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+2.72%
All computed statistics (9)
round_trips5
share_in_round_trips0.8333
priced4
realized_mean0.0552
realized_win_rate0.7500
opening_car0.0272
ci[-0.2531, 0.3076]
p0.4077
openings_priced4
T1Trade size83% of 12 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 0.833, 90% Wilson [0.601, 0.943]. 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
83.3% [60.1%, 94.3%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member83.3%
All computed statistics (9)
n12
lowest_band_share0.8333
lowest_band_ci[0.6008, 0.9432]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked1
event_linked_outliers0
T3Cadence and event proximity0% of trading days were batches of three or more companies; 0% of trades look routine; 8.3% of trades came within five trading days before a large company-specific move (chance alone: 5.9%).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 0/8, Wilson [0.00, 0.25]; index of dispersion 1.60 (chi-square p = 1.58e-06); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.083 vs. circular-shift null mean 0.059, p = 0.566.

Evidence
Statistical
Batch-day share
0.0% [0.0%, 25.3%] 90%
p-value
0.566
Holm-adjusted p
1.000
BH q-value
0.941
0Estimate
This member0.0%
All computed statistics (14)
n12
trade_days8
batch_share_trades0
batch_day_share0
batch_day_ci[0, 0.2527]
dispersion_index1.6033
dispersion_p2.00e-6
routine_share0
proximity_share0.0833
proximity_null_mean0.0586
proximity_null_p950.1667
proximity_p0.5660
proximity_nonroutine0.0833
proximity_routine0
T8Committee overlap0% of the member's mapped trading by dollar value was in industries their committees oversee, against 14% 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 HSBU, HSWM, JSEC; jurisdiction sectors Distillers & Vintners, Health Care, Life & Health Insurance, Tobacco. Dollar share 0.000 (identified set [0.000, 0.000], bootstrap 0.000-0.000); benchmarks S&P 500 0.139, congressional peers 0.119.

Evidence
Descriptive
Jurisdiction excess share
-13.9% [-13.9%, -13.9%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member-13.9%
All computed statistics (11)
n10
in_jurisdiction_trades0
share0
share_bounds[0, 0]
share_ci[0, 0]
benchmark_sp5000.1386
benchmark_peers0.1194
excess-0.1386
excess_ci[-0.1386, -0.1386]
committees[HSBU, HSWM, JSEC]
jurisdiction_sectors[Distillers & Vintners, Health Care, Life & Health Insurance, Tobacco]
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 97% 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 0.0418, 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)
raw0.0418
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.9701
members_compared134
lower95-0.0058
T13Co-trading with other members17% of trades had another member trading the same stock the same way within a week (chance alone: 10%).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 0.167; circular-shift null mean 0.101, 95th pct 0.250, p = 0.350.

Evidence
Statistical
Co-traded share
16.7%
Robust to variants
Yes
All computed statistics (7)
n12
cotraded_share0.1667
null_mean0.1010
null_p950.2500
excess_p0.3500
cotraded_share_wo_top0.1667
excess_p_wo_top0.2100
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit16.7%
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 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 = 0.754. 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_magnitude0.7538
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 overlap0 priced trades fell in affected industries in the 30 days before the member's committee events and 10 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
0 priced trades fell in affected industries in the 30 days before the member's committee events and 10 did not; at least 10 of each are needed to compare them.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (3)
n0
n_other10
events1493
T10Behavior after scrutinyScrutiny on 2024-09-30 leaves under 60 business days of the member's trading history on one side, too little to compare activity before and after.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
Scrutiny on 2024-09-30 leaves under 60 business days of the member's trading history on one side, too little to compare activity before and after.

Evidence
Documentary
All computed statistics (6)
scrutiny_date2024-09-30
changepoint2022-02-17
changepoint_LR5.3359
changepoint_p0.2360
tradeday_rate_before0.4000
tradeday_rate_after0.0377
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

Documented episodes

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

Market move on 2022-03-07
–
2 trade(s) in the prior five trading days
-2.95%

S&P 500 (SPY) daily move (Mar 7, 2022)

Wrong way.

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

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

Right way.

Disclosed trades per monthPurchasesSales
20222023

Largest positions traded

CompanyTradesDisclosed value
HON Honeywell International Inc.2$30K to $100K
US Treasury Savings Bond5$5,005 to $75K
CVX Chevron Corporation2$2,002 to $30K
MRVL Marvell Technology, Inc.2$2,002 to $30K
VZ Verizon Communications Inc.2$2,002 to $30K
WFC Wells Fargo & Company2$2,002 to $30K
SPR Spirit Aerosystems Holdings, 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
17 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Apr 17, 2023 US Treasury Savings BondPurchase$1,001 to $15Kself166 d–Filing
Apr 17, 2023 US Treasury Savings BondPurchase$1,001 to $15Kself166 d–Filing
Apr 17, 2023 US Treasury Savings BondPurchase$1,001 to $15Kself166 d–Filing
Sep 27, 2022MRVL Marvell Technology, Inc.Sale$1,001 to $15Kself3 d+0.4%Filing
Aug 1, 2022 US Treasury Savings BondPurchase$1,001 to $15Kself0 d–Filing
Jul 19, 2022CVX Chevron CorporationSale$1,001 to $15Kself13 d−0.5%Filing
Jul 12, 2022VZ Verizon Communications Inc.Sale$1,001 to $15Kself20 d+1.3%Filing
Jul 5, 2022SPR Spirit Aerosystems Holdings, Inc.Sale$1,001 to $15Kself27 d–Filing
Jul 5, 2022WFC Wells Fargo & CompanySale$1,001 to $15Kself27 d+1.2%Filing
Jun 17, 2022 US Treasury Savings BondPurchase$1,001 to $15Kself31 d–Filing
May 31, 2022HON Honeywell International Inc.Sale$15K to $50Kjoint3 d−1.9%Filing
Mar 4, 2022HON Honeywell International Inc.Purchase$15K to $50Kself5 d−0.2%Filing
Mar 4, 2022SPR Spirit Aerosystems Holdings, Inc.Purchase$1,001 to $15Kself5 d–Filing
Feb 16, 2022VZ Verizon Communications Inc.Purchase$1,001 to $15Kself21 d−0.5%Filing
Feb 16, 2022WFC Wells Fargo & CompanyPurchase$1,001 to $15Kself21 d−5.4%Filing
Feb 10, 2022CVX Chevron CorporationPurchase$1,001 to $15Kself27 d+1.4%Filing
Feb 10, 2022MRVL Marvell Technology, Inc.Purchase$1,001 to $15Kself27 d−3.2%Filing