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U.S. House of Representatives

Rep. Emily Randall

Democrat · Representative, WA-6

Oversight and Government ReformNatural Resources
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on breadth and concentration.

Trades disclosed
11
Jan 6, 2025 to Jan 7, 2025
Companies traded
11
Disclosed value
$11K–$165K
Sum of reported ranges
Filed after 45 days
0
Median filing lag 36 days

Scorecard

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

T2Breadth and concentration11 different companies; the effective number of equally sized positions is 11 and trading spans 70% 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 0.091 (identified set [0.091, 0.376]); trade-count HHI 0.091 vs. 95th percentile 0.107 of 11 random draws from all congressional trades (p = 1.000). Normalized sector entropy 0.70 [nan, nan]. Top three issuers (ABT, AMGN, FTV) carry at least 2% of dollar volume.

Evidence
Statistical
Effective number of issuers
11 [3, 11] 90%
0Estimate
This member11
All computed statistics (13)
n11
issuers11
hhi_mid0.0909
hhi_bounds[0.0909, 0.3757]
n_eff11
hhi_count0.0909
peer_benchmark_p950.1074
peer_benchmark_p1
sector_entropy0.6975
sector_entropy_ci[–, –]
top3_share_lower0.0244
top3[ABT, AMGN, FTV]
top3_tied_to_eventsfalse
T1Trade size100% of 11 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 [0.803, 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% [80.3%, 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)
n11
lowest_band_share1
lowest_band_ci[0.8026, 1]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked1
event_linked_outliers0
T3Cadence and event proximity50% of trading days were batches of three or more companies; 0% of trades look routine; 9.1% of trades came within five trading days before a large company-specific move (chance alone: 9.1%).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 1/2, Wilson [0.12, 0.88]; index of dispersion 7.36 (chi-square p = 0.00666); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.091 vs. circular-shift null mean 0.091, p = 1.000.

Evidence
Statistical
Batch-day share
50.0% [12.1%, 87.9%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member50.0%
All computed statistics (14)
n11
trade_days2
batch_share_trades0.9091
batch_day_share0.5000
batch_day_ci[0.1209, 0.8791]
dispersion_index7.3636
dispersion_p0.0067
routine_share0
proximity_share0.0909
proximity_null_mean0.0909
proximity_null_p950.0909
proximity_p1
proximity_nonroutine0.0909
proximity_routine0
T7Disclosure timeliness0 of 11 trades (0.0%) were disclosed late; median lag 36 days.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, 0.197]; 90th percentile lag 36 days; longest 36 days.

Evidence
Descriptive
Late share
0.0% [0.0%, 19.7%] 90%
0Estimate
This member0.0%
All computed statistics (15)
n11
amendment_rows_excluded0
late0
late_from_trade0
excused_by_notification0
late_share0
late_ci[0, 0.1974]
median_lag36
p90_lag36
max_lag36
filings1
late_filings0
late_priced0
timely_priced11
late_priced_dates0
T8Committee overlap9% of the member's mapped trading by dollar value was in industries their committees oversee, against 3% 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, HSII; jurisdiction sectors Copper, Gold, Integrated Oil & Gas, Oil & Gas Exploration & Production, Timber REITs. Dollar share 0.091 (identified set [0.007, 0.600], bootstrap nan-nan); benchmarks S&P 500 0.028, congressional peers 0.019.

Evidence
Descriptive
Jurisdiction excess share
6.3%
Margin δ
0.5% per trade over 21 days
All computed statistics (11)
n11
in_jurisdiction_trades1
share0.0909
share_bounds[0.0066, 0.5998]
share_ci[–, –]
benchmark_sp5000.0277
benchmark_peers0.0193
excess0.0632
excess_ci[–, –]
committees[HSGO, HSII]
jurisdiction_sectors[Copper, Gold, Integrated Oil & Gas, Oil & Gas Exploration & Production, Timber REITs]
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 4% 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 -0.0472, 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-0.0472
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.0448
members_compared134
lower95-0.0058
T13Co-trading with other members18% of trades had another member trading the same stock the same way within a week (chance alone: 18%).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 0.182; circular-shift null mean 0.182, 95th pct 0.182, p = 1.000.

Evidence
Statistical
Co-traded share
18.2%
Robust to variants
Yes
All computed statistics (7)
n11
cotraded_share0.1818
null_mean0.1818
null_p950.1818
excess_p1
cotraded_share_wo_top0.0909
excess_p_wo_top1
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit9.1%
T15Short-swing round tripsNo purchase and sale of the same stock within six months.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
No purchase and sale of the same stock within six months.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (2)
round_trips0
share_in_round_trips0
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 11 priced trades, purchases and sales moved 4.72% 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) = -0.0472; 90% KP interval [-0.1028, 0.0084]; t_BMP = -2.39, r-bar = 0.103, t_KP = -1.58, Patell Z = -2.58, Corrado Z = -2.53. Dollar-weighted identified set [-0.1170, 0.0144].

Evidence
Statistical
Mean signed 21-day CAR
−4.72% [−10.28%, +0.84%] 90%
p-value
0.928
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−4.72%
All computed statistics (16)
n11
theta-0.0472
ci[-0.1028, 0.0084]
p0.9279
t_kp-1.5846
rbar0.1032
se_cs0.0204
se_kp0.0307
t_cs-2.3145
t_bmp-2.3853
patell_z-2.5757
corrado_z-2.5309
dollar_weighted_bounds[-0.1170, 0.0144]
calendar_time–
calendar_alpha_ci[–, –]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−1.20%
Horizon 63 daysOpen question−4.20%
Excluding largest batch dateNot assessed–
Self-owned accounts onlyNot assessed–
Dollar-weighted (bounds)Open question+1.44%
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 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 overlap1 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
1 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)
n1
n_other10
events3759
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 None (permutation p = 1.000).

Evidence
Descriptive
All computed statistics (5)
changepoint–
changepoint_LR–
changepoint_p1
tradeday_rate_before–
tradeday_rate_after–
T12Anticipation of large stock moves2 trades were followed within two weeks by a large company-specific move; 1 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 [0.03, 0.97], exact one-sided p = 0.750; threshold |AR| > 3 sigma.

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 (6)
n2
hits1
hit_rate0.5000
ci[0.0253, 0.9747]
priced11
share_followed0.1818
T14Family-account trades100% of trades were in family accounts; those moved -4.72% 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 -0.0472 [-0.1028, 0.0084], t_KP = -1.58.

Evidence
Statistical
Family-account signed CAR
−4.72% [−10.28%, +0.84%] 90%
p-value
0.928
Holm-adjusted p
1.000
BH q-value
0.955
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−4.72%
All computed statistics (8)
family_trades11
family_share1
owner_unknown0
family_car-0.0472
family_ci[-0.1028, 0.0084]
diff–
diff_ci[–, –]
diff_p–

Largest positions traded

CompanyTradesDisclosed value
ABT Abbott Laboratories Common Stock1$1,001 to $15K
AMGN Amgen Inc. - Common Stock1$1,001 to $15K
XOM Exxon Mobil Corporation Common Stock1$1,001 to $15K
FTV Fortive Corporation Common Stock1$1,001 to $15K
MDT Medtronic plc. Ordinary Shares1$1,001 to $15K
MDLZ Mondelez International, Inc. - Class A Common Stock1$1,001 to $15K
PEP Pepsico, Inc.1$1,001 to $15K
PG Procter & Gamble Company1$1,001 to $15K

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
11 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Jan 7, 2025GOOG Alphabet Inc. - Class C Capital StockSale$1,001 to $15Kspouse35 d+0.5%Filing
Jan 6, 2025ABT Abbott Laboratories Common StockSale$1,001 to $15Kspouse36 d−0.3%Filing
Jan 6, 2025AMGN Amgen Inc. - Common StockSale$1,001 to $15Kspouse36 d−5.3%Filing
Jan 6, 2025XOM Exxon Mobil Corporation Common StockCommitteeSale$1,001 to $15Kspouse36 d−2.0%Filing
Jan 6, 2025FTV Fortive Corporation Common StockSale$1,001 to $15Kspouse36 d−3.8%Filing
Jan 6, 2025MDT Medtronic plc. Ordinary SharesSale$1,001 to $15Kspouse36 d−7.5%Filing
Jan 6, 2025MDLZ Mondelez International, Inc. - Class A Common StockSale$1,001 to $15Kspouse36 d+1.3%Filing
Jan 6, 2025PEP Pepsico, Inc.Sale$1,001 to $15Kspouse36 d+0.8%Filing
Jan 6, 2025PG Procter & Gamble CompanySale$1,001 to $15Kspouse36 d+1.0%Filing
Jan 6, 2025VZ Verizon Communications Inc. Common StockSale$1,001 to $15Kspouse36 d+2.0%Filing
Jan 6, 2025WFC Wells Fargo & Company Common StockSale$1,001 to $15Kspouse36 d−0.1%Filing