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U.S. House of Representatives

Rep. John B. Larson

Democrat · Representative, CT-1

Ways and Means
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on direction before market-wide shocks, disclosure timeliness, short-swing round trips.

Trades disclosed
204
Jan 14, 2014 to Dec 18, 2019
Companies traded
106
Disclosed value
$1.4M+
Sum of reported ranges
Filed after 45 days
6
Median filing lag 19 days

Scorecard

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

T5Direction before market-wide shocksBefore 2 large market moves, the member's net trading pointed the right way 2 times.Open question

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 1.00, Clopper-Pearson 90% [0.22, 1.00]; exact one-sided p = 0.250; magnitude-weighted sign-flip p = 0.250. 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
100.0% [22.4%, 100.0%] 90%
p-value
0.250
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member100.0%
All computed statistics (7)
n_episodes2
hits2
hit_rate1
ci[0.2236, 1]
p_exact0.2500
p_magnitude0.2497
episodes[[object Object], [object Object]]
T7Disclosure timeliness6 of 195 trades (3.1%) were disclosed late; median lag 19 days. Another 7 were over 45 days from the trade but filed within 30 days of the stated notification date.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 0.031, Wilson [0.016, 0.058]; 90th percentile lag 44 days; longest 972 days.

Evidence
Descriptive
Late share
3.1% [1.6%, 5.8%] 90%
Robust to variants
Yes
0Estimate
This member3.1%
All computed statistics (15)
n195
amendment_rows_excluded0
late6
late_from_trade13
excused_by_notification7
late_share0.0308
late_ci[0.0160, 0.0584]
median_lag19
p90_lag44
max_lag972
filings68
late_filings3
late_priced2
timely_priced76
late_priced_dates1
Robustness variantReadingEstimate
Late from the trade date alone, ignoring notification datesOpen question6.7%
T15Short-swing round trips6 buy-and-sell round trips within six months; in the month after opening, those positions moved +1.28% 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) 0.0128 [-0.0378, 0.0635], t_KP = 0.52, over 3 priced openings. Realized market-adjusted return to the closing trade averaged -4.53% (win rate 33%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+1.28% [−3.78%, +6.35%] 90%
p-value
0.326
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+1.28%
All computed statistics (9)
round_trips6
share_in_round_trips0.1091
priced3
realized_mean-0.0453
realized_win_rate0.3333
opening_car0.0128
ci[-0.0378, 0.0635]
p0.3263
openings_priced3
T1Trade size98% of 110 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 0.982, 90% Wilson [0.947, 0.994]. 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
98.2% [94.7%, 99.4%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member98.2%
All computed statistics (9)
n110
lowest_band_share0.9818
lowest_band_ci[0.9465, 0.9940]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked7
event_linked_outliers0
T2Breadth and concentration47 different companies; the effective number of equally sized positions is 31 and trading spans 82% 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 0.033 (identified set [0.021, 0.243]); trade-count HHI 0.029 vs. 95th percentile 0.013 of 110 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.82 [0.80, 0.85]. Top three issuers (AGN, ZTS, JPM) carry at least 3% of dollar volume.

Evidence
Statistical
Effective number of issuers
31 [4, 47] 90%
0Estimate
This member31
All computed statistics (13)
n110
issuers47
hhi_mid0.0327
hhi_bounds[0.0213, 0.2434]
n_eff30.5482
hhi_count0.0293
peer_benchmark_p950.0131
peer_benchmark_p0.0020
sector_entropy0.8187
sector_entropy_ci[0.8047, 0.8528]
top3_share_lower0.0274
top3[AGN, ZTS, JPM]
top3_tied_to_eventstrue
T3Cadence and event proximity18% of trading days were batches of three or more companies; 0% of trades look routine; 6.4% of trades came within five trading days before a large company-specific move (chance alone: 4.6%).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 8/44, Wilson [0.11, 0.29]; index of dispersion 10.39 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.064 vs. circular-shift null mean 0.046, p = 0.232.

Evidence
Statistical
Batch-day share
18.2% [10.6%, 29.5%] 90%
p-value
0.232
Holm-adjusted p
1.000
BH q-value
0.651
0Estimate
This member18.2%
All computed statistics (14)
n110
trade_days44
batch_share_trades0.5909
batch_day_share0.1818
batch_day_ci[0.1056, 0.2949]
dispersion_index10.3858
dispersion_p0
routine_share0
proximity_share0.0636
proximity_null_mean0.0460
proximity_null_p950.0827
proximity_p0.2320
proximity_nonroutine0.0636
proximity_routine0
T8Committee overlap24% 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 HSWM; jurisdiction sectors Distillers & Vintners, Health Care, Life & Health Insurance, Tobacco. Dollar share 0.243 (identified set [0.028, 0.802], bootstrap 0.132-0.377); benchmarks S&P 500 0.139, congressional peers 0.119.

Evidence
Descriptive
Jurisdiction excess share
10.4% [-0.7%, 23.9%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member10.4%
All computed statistics (15)
n93
in_jurisdiction_trades18
share0.2429
share_bounds[0.0277, 0.8025]
share_ci[0.1320, 0.3772]
benchmark_sp5000.1386
benchmark_peers0.1194
excess0.1043
excess_ci[-0.0066, 0.2386]
committees[HSWM]
jurisdiction_sectors[Distillers & Vintners, Health Care, Life & Health Insurance, Tobacco]
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 51% 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 -0.0014, 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-0.0014
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.5075
members_compared134
lower95-0.0058
T13Co-trading with other members19% of trades had another member trading the same stock the same way within a week (chance alone: 12%).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 0.191; circular-shift null mean 0.123, 95th pct 0.174, p = 0.050. Co-traded signed CAR -0.0072, p = 0.772.

Evidence
Statistical
Co-traded share
19.1%
p-value
0.772
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
No, reading changes under some variants
All computed statistics (10)
n110
cotraded_share0.1909
null_mean0.1234
null_p950.1736
excess_p0.0500
cotraded_share_wo_top0.1545
excess_p_wo_top0.0300
cotraded_car-0.0072
cotraded_car_ci[-0.0265, 0.0121]
cotraded_car_p0.7720
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexOpen question15.5%
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
T4Event timing (abnormal returns)Across 78 priced trades, purchases and sales moved 0.14% 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) = -0.0014; 90% KP interval [-0.0135, 0.0106]; t_BMP = -0.64, r-bar = 0.018, t_KP = -0.41, Patell Z = -0.53, Corrado Z = -0.29. Dollar-weighted identified set [-0.0433, 0.0381]. Calendar-time alpha 5.89%/yr (NW t = 0.51, 576 days).

Evidence
Statistical
Mean signed 21-day CAR
−0.14% [−1.35%, +1.06%] 90%
p-value
0.658
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−0.14%
All computed statistics (16)
n78
theta-0.0014
ci[-0.0135, 0.0106]
p0.6580
t_kp-0.4085
rbar0.0182
se_cs0.0046
se_kp0.0072
t_cs-0.3063
t_bmp-0.6385
patell_z-0.5307
corrado_z-0.2863
dollar_weighted_bounds[-0.0433, 0.0381]
calendar_time[object Object]
calendar_alpha_ci[-5.32e-4, 9.99e-4]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.25%
Horizon 63 daysOpen question+0.81%
Excluding largest batch dateOpen question+0.27%
Self-owned accounts onlyOpen question−0.14%
Dollar-weighted (bounds)Open question+3.81%
Calendar-time alpha (annualized)+5.89%
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 overlap17 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 8 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
17 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 8 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)
n17
n_other61
trade_dates8
events1493
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 2019-01-10 (permutation p = 0.100).

Evidence
Descriptive
All computed statistics (5)
changepoint2019-01-10
changepoint_LR8.6696
changepoint_p0.1000
tradeday_rate_before0.0323
tradeday_rate_after0.0041
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]
priced78
share_followed0.1026
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 2014-10-09
–
1 trade(s) in the prior five trading days
-1.98%

S&P 500 (SPY) daily move (Oct 9, 2014)

Right way.

Market move on 2018-10-10
–
2 trade(s) in the prior five trading days
-3.17%

S&P 500 (SPY) daily move (Oct 10, 2018)

Right way.

Disclosed trades per monthPurchasesSales
201420152016201720182019

Largest positions traded

CompanyTradesDisclosed value
DHR Danaher Corp4Over $3,003
UTX United Technologies Corp4Over $3,003
CVS CVS Health Corp2Over $1,001
Genesee and Wyoming Inc2Over $1,001
Zoetis Inc Com1Over $0
Mondelez Intl Inc Com1Over $0
United States Treasury3$45K to $150K
JPM JPMorgan Chase & Co8$8,008 to $120K

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
195 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Dec 18, 2019ADBE Adobe Inc.Sale$1,001 to $15Kself44 d−0.0%Filing
Dec 18, 2019 Alcoa IncSale$15K to $50Kself44 d–Filing
Dec 18, 2019 Allergan IncSale$1,001 to $15Kself44 d–Filing
Dec 18, 2019APH Amphenol CorporationSale$1,001 to $15Kself44 d+0.2%Filing
Dec 18, 2019AAPL Apple Inc.Sale$1,001 to $15Kself44 d−0.9%Filing
Dec 18, 2019 Autozone Inc Note CallSale$15K to $50Kself44 d–Filing
Dec 18, 2019 Constellation Brands Inc NoteSale$15K to $50Kself44 d–Filing
Dec 18, 2019STZ Constellation Brands, Inc.CommitteeSale$1,001 to $15Kself44 d−2.1%Filing
Dec 18, 2019COST Costco Wholesale CorporationSale$1,001 to $15Kself44 d+0.4%Filing
Dec 18, 2019DHR Danaher CorporationCommitteeSale$1,001 to $15Kself44 d−0.3%Filing
Dec 18, 2019ENB Enbridge IncSale$1,001 to $15Kself44 d−0.4%Filing
Dec 18, 2019FTV Fortive CorporationSale$1,001 to $15Kself44 d+1.9%Filing
Dec 18, 2019HD Home Depot, Inc.Sale$1,001 to $15Kself44 d+0.4%Filing
Dec 18, 2019ILMN Illumina, Inc.CommitteeSale$1,001 to $15Kself44 d−0.4%Filing
Dec 18, 2019IQV IQVIA Holdings, Inc.CommitteeSale$1,001 to $15Kself44 d−3.1%Filing
Dec 18, 2019JPM JP Morgan Chase & Co.Sale$1,001 to $15Kself44 d+1.0%Filing
Dec 18, 2019KMI Kinder Morgan, Inc.Sale$1,001 to $15Kself44 d−0.7%Filing
Dec 18, 2019MA Mastercard IncorporatedSale$1,001 to $15Kself44 d+0.7%Filing
Dec 18, 2019MCD Mcdonald's CorporationSale$1,001 to $15Kself44 d−0.1%Filing
Dec 18, 2019MTD Mettler-Toledo International, Inc.CommitteeSale$1,001 to $15Kself44 d−0.2%Filing
Dec 18, 2019MSFT Microsoft CorporationSale$1,001 to $15Kself44 d−0.6%Filing
Dec 18, 2019MDLZ Mondelez International, Inc. - Class ASale$1,001 to $15Kself44 d+0.6%Filing
Dec 18, 2019NSRGY Nestle SA Sponsored ADR representing Registered Shares Series BSale$1,001 to $15Kself44 d−1.7%Filing
Dec 18, 2019 Omnicom Group IncSale$15K to $50Kself44 d–Filing
Dec 18, 2019PBCT People's United Financial, Inc.Sale$1,001 to $15Kself44 d–Filing
Dec 18, 2019ROLL RBC Bearings IncorporatedSale$1,001 to $15Kself44 d–Filing
Dec 18, 2019SSNC SS&C Technologies Holdings, Inc.Sale$1,001 to $15Kself44 d+1.5%Filing
Dec 18, 2019SBUX Starbucks CorporationSale$1,001 to $15Kself44 d+1.3%Filing
Dec 18, 2019TRP TC Energy CorporationSale$1,001 to $15Kself44 d−1.2%Filing
Dec 18, 2019TMO Thermo Fisher Scientific IncCommitteeSale$1,001 to $15Kself44 d−0.1%Filing
Dec 18, 2019UTX United Technologies CorporationSale$1,001 to $15Kself44 d–Filing
Dec 18, 2019UNH UnitedHealth Group Incorporated Common StockCommitteeSale$1,001 to $15Kself44 d−0.1%Filing
Dec 18, 2019WY Weyerhaeuser CompanySale$1,001 to $15Kself44 d+1.1%Filing
Dec 18, 2019ZTS Zoetis Inc. Class ACommitteeSale$15K to $50Kself44 d−2.9%Filing
Feb 7, 2019 PEOPLES UTD FINL INC CoMPurchase$1,001 to $15Kself29 d–Filing
Jan 9, 2019STZ Constellation Brands IncCommitteePurchase$1,001 to $15Kself28 d+5.5%Filing
Dec 17, 2018 Anheuser-Busch InbevSale$1,001 to $15Kself31 d–Filing
Dec 17, 2018STZ Constellation Brands IncCommitteePurchase$1,001 to $15Kself31 d−6.9%Filing
Dec 6, 2018C Citigroup IncSale$1,001 to $15Kself13 d+5.2%Filing
Oct 26, 2018 SS&C Technologies Hidgs IncExchange$1,001 to $15Kself20 d–Filing
Oct 25, 2018STZ Constellation Brands IncCommitteeExchange$1,001 to $15Kself21 d–Filing
Oct 24, 2018AA Alcoa IncExchange$15K to $50Kself22 d–Filing
Oct 12, 2018 United States TreasuryPurchase$15K to $50Kself20 d–Filing
Oct 8, 2018AAPL Apple IncSale$1,001 to $15Kself14 d−1.9%Filing
Oct 5, 2018 Adobe Sys IncSale$1,001 to $15Kself17 d–Filing
Oct 5, 2018 Fortive Corp ComSale$1,001 to $15Kself17 d–Filing
Oct 5, 2018JPM JPMorgan Chase & CoSale$1,001 to $15Kself17 d+2.2%Filing
Oct 5, 2018 Mondelez Intl Inc ComSaleOver $0self17 d–Filing
Oct 5, 2018 RBC Bearings IncSale$1,001 to $15Kself17 d–Filing
Oct 5, 2018 Westlake Chem CorpSale$1,001 to $15Kself17 d–Filing