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U.S. House of Representatives

Rep. Kim Schrier

Democrat · Representative, WA-8

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

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

Trades disclosed
41
Mar 22, 2019 to Mar 22, 2022
Companies traded
23
Disclosed value
$5.9M–$18.3M
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.

T1Trade size27% of 41 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 0.268, 90% Wilson [0.171, 0.394]. Event-linked size gap Delta_z = -0.23 (within-issuer permutation p = 0.662); 0 event-linked trades with z > 3 in bands of $50,001 or more.

Evidence
Statistical
Lowest-band share
26.8% [17.1%, 39.4%] 90%
p-value
0.662
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member26.8%
All computed statistics (9)
n41
lowest_band_share0.2683
lowest_band_ci[0.1715, 0.3938]
share_over_50k0.4878
max_z1.5184
size_gap-0.2280
size_gap_p0.6620
event_linked6
event_linked_outliers0
T2Breadth and concentration23 different companies; the effective number of equally sized positions is 1 and trading spans 21% 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 0.763 (identified set [0.534, 0.903]); trade-count HHI 0.174 vs. 95th percentile 0.030 of 41 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.21 [0.11, 0.37]. Top three issuers (AAPL, TSLA, CLF) carry at least 90% of dollar volume.

Evidence
Statistical
Effective number of issuers
1 [1, 2] 90%
0Estimate
This member1
All computed statistics (13)
n41
issuers23
hhi_mid0.7635
hhi_bounds[0.5337, 0.9030]
n_eff1.3098
hhi_count0.1743
peer_benchmark_p950.0303
peer_benchmark_p0.0020
sector_entropy0.2051
sector_entropy_ci[0.1078, 0.3736]
top3_share_lower0.9036
top3[AAPL, TSLA, CLF]
top3_tied_to_eventstrue
T4Event timing (abnormal returns)Across 40 priced trades, purchases and sales moved 0.71% 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) = 0.0071; 90% KP interval [-0.0352, 0.0494]; t_BMP = -0.49, r-bar = 0.056, t_KP = -0.27, Patell Z = -0.53, Corrado Z = 0.25. Dollar-weighted identified set [-0.0483, -0.0150]. Calendar-time alpha -33.74%/yr (NW t = -1.73, 182 days).

Evidence
Statistical
Mean signed 21-day CAR
+0.71% [−3.52%, +4.94%] 90%
p-value
0.958
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+0.71%
All computed statistics (16)
n40
theta0.0071
ci[-0.0352, 0.0494]
p0.6047
t_kp-0.2674
rbar0.0557
se_cs0.0137
se_kp0.0251
t_cs0.5208
t_bmp-0.4903
patell_z-0.5288
corrado_z0.2474
dollar_weighted_bounds[-0.0483, -0.0149]
calendar_time[object Object]
calendar_alpha_ci[-0.0026, -3.20e-5]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.68%
Horizon 63 daysOpen question+1.13%
Excluding largest batch dateOpen question−2.36%
Self-owned accounts onlyOpen question+0.59%
Dollar-weighted (bounds)Does not fit−1.49%
Calendar-time alpha (annualized)−33.74%
T7Disclosure timeliness1 of 41 trades (2.4%) 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 0.024, Wilson [0.005, 0.102]; 90th percentile lag 30 days; longest 108 days.

Evidence
Descriptive
Late share
2.4% [0.5%, 10.2%] 90%
0Estimate
This member2.4%
All computed statistics (15)
n41
amendment_rows_excluded0
late1
late_from_trade1
excused_by_notification0
late_share0.0244
late_ci[0.0055, 0.1022]
median_lag21
p90_lag30
max_lag108
filings9
late_filings1
late_priced1
timely_priced39
late_priced_dates1
T10Behavior after scrutinyAfter scrutiny on 2021-12-13, trading ran at 1.08 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 2021-12-13, trading ran at 1.08 times its earlier rate. Change point 2019-03-25 (p = 0.204).

Evidence
Statistical
Rate ratio after/before
1.08 [0.35, 2.66] 90%
0Estimate
This member1.08
All computed statistics (8)
changepoint2019-03-25
changepoint_LR6.6498
changepoint_p0.2040
tradeday_rate_before1
tradeday_rate_after0.0128
scrutiny_date2021-12-13
rate_ratio1.0841
rate_ratio_ci[0.3531, 2.6578]
T3Cadence and event proximity9% of trading days were batches of three or more companies; 0% of trades look routine; 14.6% of trades came within five trading days before a large company-specific move (chance alone: 7.3%).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 1/11, Wilson [0.02, 0.32]; index of dispersion 13.11 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.146 vs. circular-shift null mean 0.073, p = 0.168.

Evidence
Statistical
Batch-day share
9.1% [2.1%, 32.3%] 90%
p-value
0.168
Holm-adjusted p
1.000
BH q-value
0.586
0Estimate
This member9.1%
All computed statistics (14)
n41
trade_days11
batch_share_trades0.5366
batch_day_share0.0909
batch_day_ci[0.0205, 0.3228]
dispersion_index13.1107
dispersion_p0
routine_share0
proximity_share0.1463
proximity_null_mean0.0729
proximity_null_p950.2439
proximity_p0.1680
proximity_nonroutine0.1463
proximity_routine0
T8Committee overlap11% 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 0.108 (identified set [0.042, 0.245], bootstrap 0.029-0.287); benchmarks S&P 500 0.275, congressional peers 0.274.

Evidence
Descriptive
Jurisdiction excess share
-16.7% [-24.6%, 1.2%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member-16.7%
All computed statistics (15)
n40
in_jurisdiction_trades11
share0.1083
share_bounds[0.0423, 0.2445]
share_ci[0.0288, 0.2875]
benchmark_sp5000.2752
benchmark_peers0.2737
excess-0.1670
excess_ci[-0.2464, 0.0122]
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 78% 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 0.0071, 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)
raw0.0071
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.7761
members_compared134
lower95-0.0058
T12Anticipation of large stock moves16 trades were followed within two weeks by a large company-specific move; 4 were on the profitable side.Does not fit

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 0.25, Clopper-Pearson [0.09, 0.48], exact one-sided p = 0.989; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
25.0% [9.0%, 48.4%] 90%
p-value
0.989
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member25.0%
All computed statistics (6)
n16
hits4
hit_rate0.2500
ci[0.0903, 0.4844]
priced40
share_followed0.4000
T13Co-trading with other members34% of trades had another member trading the same stock the same way within a week (chance alone: 38%).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 0.341; circular-shift null mean 0.382, 95th pct 0.512, p = 0.730. Co-traded signed CAR -0.0100, p = 0.744.

Evidence
Statistical
Co-traded share
34.1%
p-value
0.744
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n41
cotraded_share0.3415
null_mean0.3816
null_p950.5122
excess_p0.7300
cotraded_share_wo_top0.3415
excess_p_wo_top0.6300
cotraded_car-0.0100
cotraded_car_ci[-0.0697, 0.0498]
cotraded_car_p0.7443
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit34.1%
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 6 large market moves, the member's net trading pointed the right way 3 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% [0.15, 0.85]; exact one-sided p = 0.656; magnitude-weighted sign-flip p = 0.502. 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% [15.3%, 84.7%] 90%
p-value
0.656
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_episodes6
hits3
hit_rate0.5000
ci[0.1532, 0.8468]
p_exact0.6563
p_magnitude0.5025
episodes[[object Object], [object Object], [object Object], [object Object], [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 overlap11 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 3 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
11 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 3 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)
n11
n_other29
trade_dates3
events2882
T14Family-account trades7% of trades were in a spouse's or dependent's name; returns not computed for them.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
7% of trades were in a spouse's or dependent's name; returns not computed for them.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (3)
family_trades3
family_share0.0732
owner_unknown0
T15Short-swing round trips2 round trips but fewer than three priced.Not assessed

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
2 round trips but fewer than three priced.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (2)
round_trips2
share_in_round_trips0.0976

Documented episodes

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

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

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

Wrong way.

Market move on 2020-03-03
–
4 trade(s) in the prior five trading days
-2.86%

S&P 500 (SPY) daily move (Mar 3, 2020)

Right way.

Market move on 2020-03-04
–
9 trade(s) in the prior five trading days
+4.2%

S&P 500 (SPY) daily move (Mar 4, 2020)

Wrong way.

Market move on 2020-03-05
–
9 trade(s) in the prior five trading days
-3.32%

S&P 500 (SPY) daily move (Mar 5, 2020)

Right way.

Market move on 2020-03-09
–
7 trade(s) in the prior five trading days
-7.81%

S&P 500 (SPY) daily move (Mar 9, 2020)

Right way.

Market move on 2020-03-10
–
5 trade(s) in the prior five trading days
+5.17%

S&P 500 (SPY) daily move (Mar 10, 2020)

Wrong way.

Disclosed trades per monthPurchasesSales
2019202020212022

Largest positions traded

CompanyTradesDisclosed value
AAPL Apple Inc.16$5.1M to $16.2M
TSLA Tesla, Inc.4$700K to $1.5M
GOOGL Alphabet Inc. - Class A1$15K to $50K
CSCO Cisco Systems, Inc.1$15K to $50K
CLF Cleveland-Cliffs Inc.1$15K to $50K
COST Costco Wholesale Corporation1$15K to $50K
CVS CVS Health Corporation1$15K to $50K
EWBC East West Bancorp, Inc.1$15K to $50K

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
41 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Mar 22, 2022AAPL Apple Inc.Sale$250K to $500Kjoint30 d−2.1%Filing
Mar 22, 2022AAPL Apple Inc.Sale$500K to $1Mjoint30 d−2.1%Filing
Mar 22, 2022TSLA Tesla, Inc.CommitteeSale$250K to $500Kjoint30 d−5.7%Filing
Mar 22, 2022TSLA Tesla, Inc.CommitteeSale$250K to $500Kspouse30 d−5.7%Filing
Nov 15, 2021AAPL Apple Inc.Sale$250K to $500Kjoint22 d−7.3%Filing
Oct 28, 2021ABT Abbott LaboratoriesCommitteeSale$1,001 to $15Kjoint21 d+0.0%Filing
Oct 28, 2021GOOGL Alphabet Inc. - Class ACommitteeSale$15K to $50Kjoint21 d+1.2%Filing
Oct 28, 2021AAPL Apple Inc.Purchase$250K to $500Kjoint21 d−3.3%Filing
Oct 28, 2021BDX Becton, Dickinson and CompanyCommitteeSale$1,001 to $15Kjoint21 d−1.6%Filing
Oct 28, 2021BMY Bristol-Myers Squibb CompanyCommitteeSale$1,001 to $15Kjoint21 d−2.7%Filing
Oct 28, 2021BEP Brookfield Renewable Partners l.P.CommitteeSale$1,001 to $15Kjoint21 d+2.4%Filing
Oct 28, 2021CSCO Cisco Systems, Inc.Sale$15K to $50Kjoint21 d+0.6%Filing
Oct 28, 2021CLF Cleveland-Cliffs Inc.Sale$15K to $50Kjoint21 d+14.5%Filing
Oct 28, 2021COST Costco Wholesale CorporationSale$15K to $50Kjoint21 d−3.7%Filing
Oct 28, 2021CVS CVS Health CorporationCommitteeSale$15K to $50Kjoint21 d−4.8%Filing
Oct 28, 2021DCI Donaldson Company, Inc.Sale$1,001 to $15Kjoint21 d+0.6%Filing
Oct 28, 2021EWBC East West Bancorp, Inc.Sale$15K to $50Kjoint21 d−0.8%Filing
Oct 28, 2021ETN Eaton Corporation, PLC Ordinary SharesSale$15K to $50Kjoint21 d−2.1%Filing
Oct 28, 2021HON Honeywell International Inc.Sale$1,001 to $15Kjoint21 d+0.1%Filing
Oct 28, 2021IBM International Business Machines CorporationSale$1,001 to $15Kjoint21 d+1.0%Filing
Oct 28, 2021J Jacobs Engineering Group Inc.Sale$15K to $50Kjoint21 d+0.2%Filing
Oct 28, 2021JPM JP Morgan Chase & Co.Sale$15K to $50Kjoint21 d+3.5%Filing
Oct 28, 2021LOW Lowe's Companies, Inc.Sale$15K to $50Kjoint21 d−1.0%Filing
Oct 28, 2021LUMN Lumen Technologies, Inc.CommitteeSale$1,001 to $15Kjoint21 d−13.8%Filing
Oct 28, 2021MSB Mesabi TrustSale$1,001 to $15Kjoint21 d+4.4%Filing
Oct 28, 2021PYPL PayPal Holdings, Inc.Sale$1,001 to $15Kjoint21 d+6.4%Filing
Oct 28, 2021VMW Vmware, Inc. Common Stock, Class ASale$1,001 to $15Kjoint21 d–Filing
Jul 27, 2021AAPL Apple Inc.Purchase$500K to $1Mjoint108 d−0.2%Filing
Mar 3, 2020AAPL Apple Inc.Sale$250K to $500Kjoint5 d−3.5%Filing
Mar 3, 2020AAPL Apple Inc.Sale$1M to $5Mjoint5 d−3.5%Filing
Mar 3, 2020AAPL Apple Inc.Sale$250K to $500Kspouse5 d−3.5%Filing
Mar 3, 2020TSLA Tesla, Inc.CommitteeSale$100K to $250Kspouse5 d+9.4%Filing
Mar 3, 2020TSLA Tesla, Inc.CommitteeSale$100K to $250Kjoint5 d+9.4%Filing
Mar 2, 2020AAPL Apple Inc.Sale$1M to $5Mjoint6 d−4.7%Filing
Mar 2, 2020AAPL Apple Inc.Sale$250K to $500Kjoint6 d−4.7%Filing
Feb 28, 2020AAPL Apple Inc.Sale$250K to $500Kjoint9 d−4.4%Filing
Feb 28, 2020AAPL Apple Inc.Sale$100K to $250Kjoint9 d−4.4%Filing
Jan 29, 2020AAPL Apple Inc.Sale$50K to $100Kjoint0 d+4.1%Filing
Oct 21, 2019AAPL Apple Inc.Sale$50K to $100Kjoint0 d−2.1%Filing
Sep 12, 2019AAPL Apple Inc.Sale$50K to $100Kjoint20 d+0.7%Filing
Mar 22, 2019AAPL Apple Inc.Sale$50K to $100Kjoint39 d+2.2%Filing