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U.S. House of Representatives

Rep. Brian J. Mast

Republican · Representative, FL-21

Foreign AffairsTransportation and Infrastructure
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

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

Trades disclosed
90
Feb 21, 2017 to Mar 4, 2024
Companies traded
35
Disclosed value
$1.4M–$4.1M
Sum of reported ranges
Filed after 45 days
6
Median filing lag 26 days

Scorecard

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

T1Trade size26% of 85 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 0.259, 90% Wilson [0.189, 0.344]. 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
25.9% [18.9%, 34.4%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member25.9%
All computed statistics (9)
n85
lowest_band_share0.2588
lowest_band_ci[0.1890, 0.3435]
share_over_50k0.1294
max_z0
size_gap0
size_gap_p1
event_linked4
event_linked_outliers0
T4Event timing (abnormal returns)Across 53 priced trades, purchases and sales moved 7.39% 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) = 0.0739; 90% KP interval [-0.1136, 0.2613]; t_BMP = 1.75, r-bar = 0.124, t_KP = 0.60, Patell Z = 1.72, Corrado Z = 2.45. Dollar-weighted identified set [0.0037, 0.2287]. Calendar-time alpha 50.66%/yr (NW t = 0.68, 448 days).

Evidence
Statistical
Mean signed 21-day CAR
+7.39% [−11.36%, +26.13%] 90%
p-value
0.275
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+7.39%
All computed statistics (16)
n53
theta0.0739
ci[-0.1136, 0.2613]
p0.2749
t_kp0.6021
rbar0.1236
se_cs0.0384
se_kp0.1119
t_cs1.9212
t_bmp1.7529
patell_z1.7202
corrado_z2.4491
dollar_weighted_bounds[0.0037, 0.2287]
calendar_time[object Object]
calendar_alpha_ci[-0.0030, 0.0070]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+1.38%
Horizon 63 daysOpen question+5.57%
Excluding largest batch dateOpen question+4.46%
Self-owned accounts onlyOpen question+7.67%
Dollar-weighted (bounds)Open question+22.87%
Calendar-time alpha (annualized)+50.66%
T7Disclosure timeliness10 of 82 trades (12.2%) were disclosed late; median lag 23 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 0.122, Wilson [0.074, 0.194]; 90th percentile lag 46 days; longest 576 days.

Evidence
Descriptive
Late share
12.2% [7.4%, 19.4%] 90%
0Estimate
This member12.2%
All computed statistics (15)
n82
amendment_rows_excluded8
late10
late_from_trade10
excused_by_notification0
late_share0.1220
late_ci[0.0743, 0.1937]
median_lag23
p90_lag46
max_lag576
filings26
late_filings5
late_priced10
timely_priced43
late_priced_dates5
T15Short-swing round trips25 buy-and-sell round trips within six months; in the month after opening, those positions moved +14.80% 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) 0.1480 [-0.0172, 0.3132], t_KP = 1.54, over 14 priced openings. Realized market-adjusted return to the closing trade averaged +27.65% (win rate 84%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+14.80% [−1.72%, +31.32%] 90%
p-value
0.074
Holm-adjusted p
0.517
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+14.80%
All computed statistics (9)
round_trips25
share_in_round_trips0.5882
priced19
realized_mean0.2765
realized_win_rate0.8421
opening_car0.1480
ci[-0.0172, 0.3132]
p0.0739
openings_priced14
T2Breadth and concentration33 different companies; the effective number of equally sized positions is 20 and trading spans 83% 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 0.050 (identified set [0.035, 0.098]); trade-count HHI 0.041 vs. 95th percentile 0.017 of 85 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.83 [0.82, 0.87]. Top three issuers (EXPE, WBA, TLRY) carry at least 11% of dollar volume.

Evidence
Statistical
Effective number of issuers
20 [10, 28] 90%
0Estimate
This member20
All computed statistics (13)
n85
issuers33
hhi_mid0.0503
hhi_bounds[0.0353, 0.0981]
n_eff19.8771
hhi_count0.0414
peer_benchmark_p950.0167
peer_benchmark_p0.0020
sector_entropy0.8343
sector_entropy_ci[0.8247, 0.8703]
top3_share_lower0.1133
top3[EXPE, WBA, TLRY]
top3_tied_to_eventstrue
T3Cadence and event proximity7% of trading days were batches of three or more companies; 0% of trades look routine; 4.7% of trades came within five trading days before a large company-specific move (chance alone: 3.3%).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 4/59, Wilson [0.03, 0.14]; index of dispersion 1.97 (chi-square p = 3.48e-118); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.047 vs. circular-shift null mean 0.033, p = 0.332.

Evidence
Statistical
Batch-day share
6.8% [3.1%, 14.3%] 90%
p-value
0.332
Holm-adjusted p
1.000
BH q-value
0.764
0Estimate
This member6.8%
All computed statistics (14)
n85
trade_days59
batch_share_trades0.1765
batch_day_share0.0678
batch_day_ci[0.0308, 0.1427]
dispersion_index1.9665
dispersion_p0
routine_share0
proximity_share0.0471
proximity_null_mean0.0331
proximity_null_p950.0824
proximity_p0.3320
proximity_nonroutine0.0471
proximity_routine0
T5Direction before market-wide shocksBefore 3 large market moves, the member's net trading pointed the right way 1 times.Does not fit

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 0.33, Clopper-Pearson 90% [0.02, 0.86]; exact one-sided p = 0.875; magnitude-weighted sign-flip p = 0.630. 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
33.3% [1.7%, 86.5%] 90%
p-value
0.875
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member33.3%
All computed statistics (7)
n_episodes3
hits1
hit_rate0.3333
ci[0.0170, 0.8647]
p_exact0.8750
p_magnitude0.6299
episodes[[object Object], [object Object], [object Object]]
T8Committee overlap17% 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 HSFA, HSPW; jurisdiction sectors Aerospace & Defense, Air Freight & Logistics, Cargo Ground Transportation, Construction & Engineering, Construction Machinery & Heavy Transportation Equipment, Construction Materials, Environmental & Facilities Services, Hotels, Resorts & Cruise Lines, Passenger Airlines, Passenger Ground Transportation, Rail Transportation, Semiconductor Materials & Equipment, Semiconductors, Water Utilities. Dollar share 0.169 (identified set [0.068, 0.360], bootstrap 0.088-0.290); benchmarks S&P 500 0.141, congressional peers 0.128.

Evidence
Descriptive
Jurisdiction excess share
2.8% [-5.3%, 14.9%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member2.8%
All computed statistics (15)
n61
in_jurisdiction_trades8
share0.1687
share_bounds[0.0675, 0.3597]
share_ci[0.0878, 0.2900]
benchmark_sp5000.1406
benchmark_peers0.1278
excess0.0281
excess_ci[-0.0528, 0.1494]
committees[HSFA, HSPW]
jurisdiction_sectors[Aerospace & Defense, Air Freight & Logistics, Cargo Ground Transportation, Construction & Engineering, Construction Machinery & Heavy Transportation Equipment, Construction Materials, Environmental & Facilities Services, Hotels, Resorts & Cruise Lines, Passenger Airlines, Passenger Ground Transportation, Rail Transportation, Semiconductor Materials & Equipment, Semiconductors, Water Utilities]
regression_errorError evaluating factor: TypeError: 'module' object is not callable y ~ J + C(sector) ^^^^^^^^^
gamma1–
gamma1_ci[–, –]
gamma1_p–
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 99% 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 0.0739, 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)
raw0.0739
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.9925
members_compared134
lower95-0.0058
T13Co-trading with other members4% of trades had another member trading the same stock the same way within a week (chance alone: 4%).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 0.035; circular-shift null mean 0.042, 95th pct 0.084, p = 0.650. Co-traded signed CAR 0.0258, p = 0.413.

Evidence
Statistical
Co-traded share
3.5%
p-value
0.413
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n85
cotraded_share0.0353
null_mean0.0422
null_p950.0835
excess_p0.6500
cotraded_share_wo_top0.0353
excess_p_wo_top0.5700
cotraded_car0.0258
cotraded_car_ci[-0.1901, 0.2416]
cotraded_car_p0.4132
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit3.5%
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
T6Control and independenceTrading arrangement: not documented; trading during absence ran at 5.56 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 5.56 times the normal rate.

Evidence
Statistical
Absence rate ratio
5.56 [1.49, 14.79] 90%
0Estimate
This member5.56
All computed statistics (6)
rate_ratio5.5579
rate_ratio_ci[1.4861, 14.7860]
rate_ratio_batchdays5.3304
rate_ratio_batchdays_ci[0.9257, 17.4232]
absence_days12
trades_in_absence3
T9Policy-topic overlap6 priced trades fell in affected industries in the 30 days before the member's committee events and 47 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
6 priced trades fell in affected industries in the 30 days before the member's committee events and 47 did not; at least 10 of each are needed to compare them.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (3)
n6
n_other47
events2737
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 2021-08-06 (permutation p = 0.002).

Evidence
Descriptive
All computed statistics (5)
changepoint2021-08-06
changepoint_LR38.5379
changepoint_p0.0020
tradeday_rate_before0.0490
tradeday_rate_after0.0030
T12Anticipation of large stock moves8 trades were followed within two weeks by a large company-specific move; 3 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 0.38, Clopper-Pearson [0.11, 0.71], exact one-sided p = 0.855; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
37.5% [11.1%, 71.1%] 90%
p-value
0.855
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member37.5%
All computed statistics (6)
n8
hits3
hit_rate0.3750
ci[0.1111, 0.7108]
priced53
share_followed0.1509
T14Family-account trades4% 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
4% 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_share0.0353
owner_unknown0

Documented episodes

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

Market move on 2018-12-26
–
1 trade(s) in the prior five trading days
+5.05%

S&P 500 (SPY) daily move (Dec 26, 2018)

Right way.

Market move on 2019-01-04
–
1 trade(s) in the prior five trading days
+3.35%

S&P 500 (SPY) daily move (Jan 4, 2019)

Wrong way.

Market move on 2020-02-24
–
3 trade(s) in the prior five trading days
-3.32%

S&P 500 (SPY) daily move (Feb 24, 2020)

Wrong way.

Disclosed trades per monthPurchasesSales
20172018201920202021202220232024

Largest positions traded

CompanyTradesDisclosed value
TLRY Tilray, Inc. - Class 28$127K to $380K
EXPE Expedia Group, Inc.4$130K to $300K
WBA Walgreens Boots Alliance, Inc.4$130K to $300K
AMTX Aemetis, Inc6$83K to $245K
NIO NIO Inc. American depositary Shares, each representing One Class A Ordinary Share5$82K to $230K
DIS Walt Disney Company2$100K to $200K
CVS CVS Health Corporation2$100K to $200K
SDC SmileDirectClub, Inc.6$48K to $195K

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
90 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Mar 4, 2024AMZN Amazon.com, Inc. - Common StockPurchase$350.78 to $350.78dependent22 d−3.5%Filing
Mar 4, 2024T AT&T Inc.Purchase$172 to $172dependent22 d+3.5%Filing
Mar 4, 2024T AT&T Inc.Purchase$223.6 to $223.6dependent22 d+3.5%Filing
Apr 18, 2022IWM iShares Russell 2000 ETFSale$15K to $50Kself21 d−1.1%Filing
Apr 18, 2022SDC SmileDirectClub, Inc.Sale$1,001 to $15Kself21 d–Filing
Apr 18, 2022TLRY Tilray Brands, Inc. - Class 2Sale$1,001 to $15Kself21 d+1.4%Filing
Apr 18, 2022UGRO Urban-gro, Inc.Sale$15K to $50Kself21 d–Filing
Apr 18, 2022SPCE Virgin Galactic Holdings, Inc.Sale$1,001 to $15Kself21 d−4.3%Filing
Apr 18, 2022SPCE Virgin Galactic Holdings, Inc.Sale$1,001 to $15Kself21 d−4.3%Filing
Aug 5, 2021ESGC Eros STX Global Corporation A Ordinary SharesSale$1,001 to $15Kself372 d–Filing
Jul 19, 2021SPCE Virgin Galactic Holdings, Inc.Purchase$15K to $50Kself35 d−10.8%Filing
Jul 19, 2021SPCE Virgin Galactic Holdings, Inc.Purchase$15K to $50Kself35 d−10.8%Filing
May 3, 2021TLRY Tilray Brands, Inc. - Class 2Exchange$1,001 to $15Kself520 d–Filing
Apr 12, 2021AMTX Aemetis, IncSale$50K to $100Kself32 d+33.0%Filing
Apr 12, 2021AMTX Aemetis, IncSale$15K to $50Kself32 d+33.0%Filing
Mar 4, 2021AMTX Aemetis, IncPurchase$1,001 to $15Kself46 d+14.7%Filing
Mar 4, 2021AMTX Aemetis, IncPurchase$15K to $50Kself46 d+14.7%Filing
Mar 4, 2021AMTX Aemetis, IncPurchase$1,001 to $15Kself46 d+14.7%Filing
Mar 4, 2021AMTX Aemetis, IncPurchase$1,001 to $15Kself46 d+14.7%Filing
Feb 18, 2021 URGOPurchase$1,001 to $15Kself28 d–Filing
Feb 18, 2021APHA Aphria Inc. - Common SharesPurchase$15K to $50Kself540 d–Filing
Feb 18, 2021 UGROPurchase$1,001 to $15Kself540 d–Filing
Feb 16, 2021 URGOPurchase$15K to $50Kself30 d–Filing
Feb 16, 2021 UGROPurchase$15K to $50Kself542 d–Filing
Feb 16, 2021IPWR Ideal Power Inc.Sale$15K to $50Kself542 d+14.2%Filing
Feb 12, 2021ESGC Eros STX Global Corporation A Ordinary SharesPurchase$15K to $50Kself546 d–Filing
Feb 10, 2021TLRY Tilray, Inc. - Class 2Sale$50K to $100Kself548 d+63.5%Filing
Feb 9, 2021TLRY Tilray, Inc. - Class 2Sale$15K to $50Kself549 d−0.9%Filing
Feb 9, 2021TLRY Tilray, Inc. - Class 2Sale$15K to $50Kself549 d−0.9%Filing
Dec 24, 2020IPWR Ideal Power Inc.Purchase$15K to $50Kself39 d−22.5%Filing
Dec 11, 2020ZUO Zuora, Inc. Class ASale$15K to $50Kself52 d–Filing
Nov 6, 2020TLRY Tilray, Inc. - Class 2Purchase$15K to $50Kself25 d−21.6%Filing
Nov 5, 2020BEEM Beam GlobalSale$15K to $50Kself26 d+7.9%Filing
Sep 15, 2020BEEM Beam GlobalPurchase$15K to $50Kself30 d−13.9%Filing
Sep 3, 2020ZUO Zuora, Inc. Class APurchase$15K to $50Kself42 d–Filing
Sep 1, 2020RXT Rackspace Technology, Inc.Sale$15K to $50Kself44 d–Filing
Aug 18, 2020RXT Rackspace Technology, Inc.Purchase$15K to $50Kself22 d–Filing
Aug 7, 2020BGFV Big 5 Sporting Goods CorporationSale$15K to $50Kself33 d–Filing
Jul 13, 2020DUSA Davis Select u.S. Equity ETFSale$15K to $50Kself32 d+0.9%Filing
Jul 6, 2020NIO NIO Inc. American depositary Shares, each representing One Class A Ordinary ShareSale$50K to $100Kself39 d−20.1%Filing
Jul 2, 2020NIO NIO Inc. American depositary Shares, each representing One Class A Ordinary ShareSale$15K to $50Kself43 d−48.5%Filing
May 19, 2020PSNL Personalis, Inc.Sale$15K to $50Kself16 d−2.2%Filing
Apr 22, 2020PSNL Personalis, Inc.Sale$1,001 to $15Kself12 d−11.5%Filing
Feb 14, 2020BGFV Big 5 Sporting Goods CorporationPurchase$1,001 to $15Kself19 d–Filing
Feb 14, 2020PSNL Personalis, Inc.Purchase$15K to $50Kself19 d+2.1%Filing
Feb 14, 2020SDC SmileDirectClub, Inc.Purchase$1,001 to $15Kself19 d–Filing
Feb 7, 2020UBER Uber Technologies, Inc.CommitteeSale$15K to $50Kself26 d+3.6%Filing
Jan 21, 2020UBER Uber Technologies, Inc.CommitteeSale$1,001 to $15Kself13 d−2.4%Filing
Jan 8, 2020AM Antero Midstream CorporationSale$15K to $50Kself26 d−9.9%Filing
Oct 9, 2019SDC SmileDirectClub, Inc.Purchase$1,001 to $15Kself26 d–Filing