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U.S. House of Representatives

Rep. Lizzie Fletcher

Democrat · Representative, TX-7

Energy and Commerce
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on event timing (abnormal returns).

Trades disclosed
112
Feb 7, 2019 to Apr 8, 2026
Companies traded
55
Disclosed value
$112.1K–$1.7M
Sum of reported ranges
Filed after 45 days
1
Median filing lag 23 days

Scorecard

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

T4Event timing (abnormal returns)Across 98 priced trades, purchases and sales moved 0.85% 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) = 0.0085; 90% KP interval [-0.0194, 0.0364]; t_BMP = 1.35, r-bar = 0.070, t_KP = 0.46, Patell Z = 1.20, Corrado Z = 0.92. Dollar-weighted identified set [-0.0507, 0.0739]. Calendar-time alpha 15.31%/yr (NW t = 1.15, 127 days).

Evidence
Statistical
Mean signed 21-day CAR
+0.85% [−1.94%, +3.64%] 90%
p-value
0.322
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+0.85%
All computed statistics (16)
n98
theta0.0085
ci[-0.0194, 0.0364]
p0.3217
t_kp0.4643
rbar0.0704
se_cs0.0058
se_kp0.0168
t_cs1.4709
t_bmp1.3474
patell_z1.2011
corrado_z0.9161
dollar_weighted_bounds[-0.0507, 0.0739]
calendar_time[object Object]
calendar_alpha_ci[-2.72e-4, 0.0015]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.38%
Horizon 63 daysOpen question+2.33%
Excluding largest batch dateOpen question+1.14%
Self-owned accounts onlyOpen question+1.66%
Dollar-weighted (bounds)Open question+7.39%
Calendar-time alpha (annualized)+15.31%
T1Trade size100% of 112 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 [0.976, 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% [97.6%, 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)
n112
lowest_band_share1
lowest_band_ci[0.9764, 1]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked4
event_linked_outliers0
T2Breadth and concentration55 different companies; the effective number of equally sized positions is 43 and trading spans 79% 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 0.023 (identified set [0.018, 0.149]); trade-count HHI 0.023 vs. 95th percentile 0.013 of 112 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.79 [0.76, 0.83]. Top three issuers (CACI, DRI, FISV) carry at least 1% of dollar volume.

Evidence
Statistical
Effective number of issuers
43 [7, 55] 90%
0Estimate
This member43
All computed statistics (13)
n112
issuers55
hhi_mid0.0231
hhi_bounds[0.0182, 0.1485]
n_eff43.2552
hhi_count0.0231
peer_benchmark_p950.0131
peer_benchmark_p0.0020
sector_entropy0.7925
sector_entropy_ci[0.7615, 0.8327]
top3_share_lower0.0079
top3[CACI, DRI, FISV]
top3_tied_to_eventstrue
T3Cadence and event proximity75% of trading days were batches of three or more companies; 27% of trades look routine; 3.6% 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 6/8, Wilson [0.46, 0.91]; index of dispersion 22.90 (chi-square p = 0); routine share 0.27 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.036 vs. circular-shift null mean 0.059, p = 0.722.

Evidence
Statistical
Batch-day share
75.0% [46.0%, 91.3%] 90%
p-value
0.722
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member75.0%
All computed statistics (14)
n112
trade_days8
batch_share_trades0.9643
batch_day_share0.7500
batch_day_ci[0.4602, 0.9135]
dispersion_index22.8988
dispersion_p0
routine_share0.2679
proximity_share0.0357
proximity_null_mean0.0589
proximity_null_p950.1429
proximity_p0.7220
proximity_nonroutine0.0366
proximity_routine0.0333
T7Disclosure timeliness0 of 112 trades (0.0%) were disclosed late; median lag 23 days. Another 49 were over 45 days from the trade but filed within 30 days of the stated notification date.Does not fit

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 0.000, Wilson [0.000, 0.024]; 90th percentile lag 56 days; longest 75 days.

Evidence
Descriptive
Late share
0.0% [0.0%, 2.4%] 90%
Robust to variants
No, reading changes under some variants
0Estimate
This member0.0%
All computed statistics (15)
n112
amendment_rows_excluded0
late0
late_from_trade49
excused_by_notification49
late_share0
late_ci[0, 0.0236]
median_lag23
p90_lag56
max_lag75
filings5
late_filings0
late_priced0
timely_priced98
late_priced_dates0
Robustness variantReadingEstimate
Late from the trade date alone, ignoring notification datesOpen question43.8%
T8Committee overlap15% 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 HSIF; jurisdiction sectors Automobile Manufacturers, Communication Services, Energy, Health Care, Interactive Media & Services, Tobacco, Utilities. Dollar share 0.153 (identified set [0.012, 0.730], bootstrap 0.084-0.215); benchmarks S&P 500 0.275, congressional peers 0.274.

Evidence
Descriptive
Jurisdiction excess share
-12.2% [-19.1%, -6.0%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member-12.2%
All computed statistics (15)
n98
in_jurisdiction_trades15
share0.1531
share_bounds[0.0119, 0.7303]
share_ci[0.0842, 0.2153]
benchmark_sp5000.2752
benchmark_peers0.2737
excess-0.1222
excess_ci[-0.1911, -0.0599]
committees[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 79% 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 0.0085, 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)
raw0.0085
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.7910
members_compared134
lower95-0.0058
T13Co-trading with other members15% of trades had another member trading the same stock the same way within a week (chance alone: 15%).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 0.152; circular-shift null mean 0.147, 95th pct 0.233, p = 0.520. Co-traded signed CAR 0.0008, p = 0.465.

Evidence
Statistical
Co-traded share
15.2%
p-value
0.465
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n112
cotraded_share0.1518
null_mean0.1475
null_p950.2330
excess_p0.5200
cotraded_share_wo_top0.1518
excess_p_wo_top0.3900
cotraded_car7.50e-4
cotraded_car_ci[-0.0448, 0.0463]
cotraded_car_p0.4649
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit15.2%
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 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, 5.04] 90%
0Estimate
This member0.00
All computed statistics (6)
rate_ratio0
rate_ratio_ci[0, 5.0422]
rate_ratio_batchdays0
rate_ratio_batchdays_ci[0, 84.4841]
absence_days10
trades_in_absence0
T9Policy-topic overlap15 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 5 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
15 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 5 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)
n15
n_other83
trade_dates5
events2882
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 2019-07-10 (permutation p = 0.002).

Evidence
Descriptive
All computed statistics (5)
changepoint2019-07-10
changepoint_LR33.8846
changepoint_p0.0020
tradeday_rate_before0.0642
tradeday_rate_after5.68e-4
T12Anticipation of large stock moves9 trades were followed within two weeks by a large company-specific move; 5 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 0.56, Clopper-Pearson [0.25, 0.83], exact one-sided p = 0.500; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
55.6% [25.1%, 83.1%] 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 member55.6%
All computed statistics (6)
n9
hits5
hit_rate0.5556
ci[0.2514, 0.8313]
priced98
share_followed0.0918
T14Family-account trades58% of trades were in family accounts; those moved +0.25% 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 0.0025 [-0.0254, 0.0303], t_KP = 0.05; family minus self -0.0141 [-0.0197, 0.0055], p = 0.908.

Evidence
Statistical
Family-account signed CAR
+0.25% [−2.54%, +3.03%] 90%
p-value
0.480
Holm-adjusted p
1.000
BH q-value
0.908
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+0.25%
All computed statistics (8)
family_trades65
family_share0.5804
owner_unknown0
family_car0.0025
family_ci[-0.0254, 0.0303]
diff-0.0141
diff_ci[-0.0197, 0.0055]
diff_p0.9078
T15Short-swing round trips20 buy-and-sell round trips within six months; in the month after opening, those positions moved +0.45% 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) 0.0045 [-0.0273, 0.0362], t_KP = 0.34, over 16 priced openings. Realized market-adjusted return to the closing trade averaged +2.02% (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
+0.45% [−2.73%, +3.62%] 90%
p-value
0.369
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+0.45%
All computed statistics (9)
round_trips20
share_in_round_trips0.3571
priced16
realized_mean0.0202
realized_win_rate0.7500
opening_car0.0045
ci[-0.0273, 0.0362]
p0.3695
openings_priced16
Disclosed trades per monthPurchasesSales
20192020202120222023202420252026

Largest positions traded

CompanyTradesDisclosed value
FISV Fiserv, Inc.4$4,004 to $60K
ROP Roper Technologies, Inc.4$4,004 to $60K
CACI CACI International, Inc. Class A4$4,004 to $60K
DRI Darden Restaurants, Inc.4$4,004 to $60K
MSFT Microsoft Corporation4$4,004 to $60K
TSCO Tractor Supply Company4$4,004 to $60K
BDX Becton, Dickinson and Company3$3,003 to $45K
EXPD Expeditors International of Washington, Inc.3$3,003 to $45K

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
112 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Apr 8, 2026GOOGL Alphabet Inc. - Class A Common StockCommitteeSale$1,001 to $15Kself23 d−1.6%Filing
Apr 8, 2026AMP Ameriprise Financial, Inc. Common StockSale$1,001 to $15Kself23 d+0.0%Filing
Apr 8, 2026AAPL Apple Inc. - Common StockSale$1,001 to $15Kself23 d+1.5%Filing
Apr 8, 2026ETN Eaton Corporation, PLC Ordinary SharesSale$1,001 to $15Kself23 d+2.1%Filing
Apr 8, 2026LLY Eli Lilly and Company Common StockCommitteeSale$1,001 to $15Kself23 d+7.7%Filing
Apr 8, 2026JPM JP Morgan Chase & Co. Common StockSale$1,001 to $15Kself23 d+3.9%Filing
Apr 8, 2026KLAC KLA Corporation - Common StockSale$1,001 to $15Kself23 d+2.7%Filing
Apr 8, 2026MCK McKesson Corporation Common StockCommitteeSale$1,001 to $15Kself23 d+2.1%Filing
Apr 8, 2026MSFT Microsoft Corporation - Common StockSale$1,001 to $15Kself23 d−6.7%Filing
Apr 8, 2026NVDA NVIDIA Corporation - Common StockSale$1,001 to $15Kself23 d−2.4%Filing
Apr 8, 2026PWR Quanta Services, Inc. Common StockSale$1,001 to $15Kself23 d+2.4%Filing
Jul 9, 2019MMM 3M CompanySale$1,001 to $15Kspouse16 d−5.9%Filing
Jul 9, 2019ABT Abbott LaboratoriesCommitteeSale$1,001 to $15Kspouse16 d+3.5%Filing
Jul 9, 2019ACN Accenture plc Class A Ordinary SharesSale$1,001 to $15Kspouse16 d−0.6%Filing
Jul 9, 2019ANTM Anthem, Inc.Sale$1,001 to $15Kspouse16 d–Filing
Jul 9, 2019BDX Becton, Dickinson and CompanyCommitteeSale$1,001 to $15Kspouse16 d+0.8%Filing
Jul 9, 2019CACI CACI International, Inc. Class ASale$1,001 to $15Kspouse16 d−1.1%Filing
Jul 9, 2019CCL Carnival CorporationSale$1,001 to $15Kspouse16 d−0.5%Filing
Jul 9, 2019CERN Cerner CorporationSale$1,001 to $15Kspouse16 d–Filing
Jul 9, 2019CTSH Cognizant Technology Solutions Corporation - Class ASale$1,001 to $15Kspouse16 d−2.2%Filing
Jul 9, 2019COST Costco Wholesale CorporationSale$1,001 to $15Kspouse16 d−2.8%Filing
Jul 9, 2019DRI Darden Restaurants, Inc.Sale$1,001 to $15Kspouse16 d+0.2%Filing
Jul 9, 2019DLTR Dollar Tree, Inc.Sale$1,001 to $15Kspouse16 d+0.1%Filing
Jul 9, 2019ECL Ecolab Inc.Sale$1,001 to $15Kspouse16 d+0.2%Filing
Jul 9, 2019FDX FedEx CorporationSale$1,001 to $15Kspouse16 d−6.3%Filing
Jul 9, 2019FISV Fiserv, Inc.Sale$1,001 to $15Kspouse16 d+1.0%Filing
Jul 9, 2019HD Home Depot, Inc.Sale$1,001 to $15Kspouse16 d−1.7%Filing
Jul 9, 2019INTU Intuit Inc.Sale$1,001 to $15Kspouse16 d−2.1%Filing
Jul 9, 2019MSFT Microsoft CorporationSale$1,001 to $15Kspouse16 d+1.2%Filing
Jul 9, 2019NTAP Netapp, Inc.Sale$1,001 to $15Kspouse16 d+2.7%Filing
Jul 9, 2019ORLY O'Reilly Automotive, Inc.Sale$1,001 to $15Kspouse16 d−4.1%Filing
Jul 9, 2019ROP Roper Technologies, Inc.Sale$1,001 to $15Kspouse16 d−1.3%Filing
Jul 9, 2019SBUX Starbucks CorporationSale$1,001 to $15Kspouse16 d−1.6%Filing
Jul 9, 2019SYY Sysco CorporationSale$1,001 to $15Kspouse16 d−1.0%Filing
Jul 9, 2019TMO Thermo Fisher Scientific IncCommitteeSale$1,001 to $15Kspouse16 d+5.2%Filing
Jul 9, 2019TJX TJX Companies, Inc.Sale$1,001 to $15Kspouse16 d−1.7%Filing
Jul 9, 2019TSS Total System Services, Inc.Sale$1,001 to $15Kspouse16 d–Filing
Jul 9, 2019TSCO Tractor Supply CompanySale$1,001 to $15Kspouse16 d−0.6%Filing
Jul 9, 2019UTX United Technologies CorporationSale$1,001 to $15Kspouse16 d–Filing
Jul 9, 2019UNH UnitedHealth Group Incorporated Common StockCommitteeSale$1,001 to $15Kspouse16 d−6.7%Filing
Jul 9, 2019WM Waste Management, Inc.Sale$1,001 to $15Kspouse16 d+0.1%Filing
May 31, 2019ACN Accenture plc Class A Ordinary SharesSale$1,001 to $15Kself16 d+2.2%Filing
May 31, 2019CACI CACI International, Inc. Class ASale$1,001 to $15Kself16 d+1.6%Filing
May 31, 2019CERN Cerner CorporationSale$1,001 to $15Kself16 d–Filing
May 31, 2019CTSH Cognizant Technology Solutions Corporation - Class ASale$1,001 to $15Kself16 d+2.7%Filing
May 31, 2019COST Costco Wholesale CorporationSale$1,001 to $15Kself16 d−2.6%Filing
May 31, 2019DRI Darden Restaurants, Inc.Sale$1,001 to $15Kself16 d−0.8%Filing
May 31, 2019ECL Ecolab Inc.Sale$1,001 to $15Kself16 d−3.9%Filing
May 31, 2019FISV Fiserv, Inc.Sale$1,001 to $15Kself16 d−0.2%Filing
May 31, 2019INTU Intuit Inc.Sale$1,001 to $15Kself16 d+1.4%Filing