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U.S. Senate

Sen. Jack Reed

Democrat · Senator from RI

IntelligenceAppropriationsArmed ServicesBanking, Housing, and Urban Affairs
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on breadth and concentration, disclosure timeliness, short-swing round trips.

Trades disclosed
240
Jan 21, 2014 to Feb 28, 2019
Companies traded
80
Disclosed value
$296.2K–$3.7M
Sum of reported ranges
Filed after 45 days
2
Median filing lag 10 days

Scorecard

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

T2Breadth and concentration58 different companies; the effective number of equally sized positions is 38 and trading spans 62% 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 0.026 (identified set [0.017, 0.165]); trade-count HHI 0.024 vs. 95th percentile 0.008 of 213 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.62 [0.56, 0.68]. Top three issuers (AAPL, QCOM, XLNX) carry at least 2% of dollar volume.

Evidence
Statistical
Effective number of issuers
38 [6, 58] 90%
0Estimate
This member38
All computed statistics (13)
n213
issuers58
hhi_mid0.0263
hhi_bounds[0.0173, 0.1649]
n_eff38.0171
hhi_count0.0243
peer_benchmark_p950.0084
peer_benchmark_p0.0020
sector_entropy0.6170
sector_entropy_ci[0.5553, 0.6758]
top3_share_lower0.0186
top3[AAPL, QCOM, XLNX]
top3_tied_to_eventstrue
T7Disclosure timeliness2 of 240 trades (0.8%) were disclosed late; median lag 10 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 0.008, Wilson [0.003, 0.025]; 90th percentile lag 18 days; longest 245 days.

Evidence
Descriptive
Late share
0.8% [0.3%, 2.5%] 90%
0Estimate
This member0.8%
All computed statistics (15)
n240
amendment_rows_excluded0
late2
late_from_trade2
excused_by_notification0
late_share0.0083
late_ci[0.0028, 0.0249]
median_lag10
p90_lag18.1000
max_lag245
filings62
late_filings2
late_priced0
timely_priced134
late_priced_dates0
T15Short-swing round trips7 buy-and-sell round trips within six months; in the month after opening, those positions moved +2.89% 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) 0.0289 [-0.0433, 0.1011], t_KP = 1.08, over 3 priced openings. Realized market-adjusted return to the closing trade averaged +3.09% (win rate 100%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+2.89% [−4.33%, +10.11%] 90%
p-value
0.197
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+2.89%
All computed statistics (9)
round_trips7
share_in_round_trips0.0657
priced3
realized_mean0.0309
realized_win_rate1
opening_car0.0289
ci[-0.0433, 0.1011]
p0.1968
openings_priced3
T1Trade size98% of 213 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 0.981, 90% Wilson [0.959, 0.992]. 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
98.1% [95.9%, 99.2%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member98.1%
All computed statistics (9)
n213
lowest_band_share0.9812
lowest_band_ci[0.9588, 0.9915]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked7
event_linked_outliers0
T3Cadence and event proximity29% of trading days were batches of three or more companies; 8% of trades look routine; 3.3% of trades came within five trading days before a large company-specific move (chance alone: 4.2%).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 16/55, Wilson [0.20, 0.40]; index of dispersion 10.17 (chi-square p = 0); routine share 0.08 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.033 vs. circular-shift null mean 0.042, p = 0.716.

Evidence
Statistical
Batch-day share
29.1% [20.2%, 40.0%] 90%
p-value
0.716
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member29.1%
All computed statistics (14)
n213
trade_days55
batch_share_trades0.6901
batch_day_share0.2909
batch_day_ci[0.2019, 0.3995]
dispersion_index10.1691
dispersion_p0
routine_share0.0845
proximity_share0.0329
proximity_null_mean0.0419
proximity_null_p950.0704
proximity_p0.7160
proximity_nonroutine0.0359
proximity_routine0
T5Direction before market-wide shocksBefore 1 large market moves, the member's net trading pointed the right way 0 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 0.00, Clopper-Pearson 90% [0.00, 0.95]; exact one-sided p = 1.000; magnitude-weighted sign-flip p = 1.000. 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
0.0% [0.0%, 95.0%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member0.0%
All computed statistics (7)
n_episodes1
hits0
hit_rate0
ci[0, 0.9500]
p_exact1
p_magnitude1
episodes[[object Object]]
T8Committee overlap10% of the member's mapped trading by dollar value was in industries their committees oversee, against 30% 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 SLIN, SSAP, SSAS, SSBK; jurisdiction sectors Aerospace & Defense, Financials, Real Estate, Systems Software. Dollar share 0.102 (identified set [0.008, 0.590], bootstrap 0.041-0.177); benchmarks S&P 500 0.251, congressional peers 0.295.

Evidence
Descriptive
Jurisdiction excess share
-19.3% [-25.4%, -11.8%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member-19.3%
All computed statistics (15)
n129
in_jurisdiction_trades15
share0.1019
share_bounds[0.0082, 0.5904]
share_ci[0.0411, 0.1771]
benchmark_sp5000.2515
benchmark_peers0.2953
excess-0.1934
excess_ci[-0.2542, -0.1182]
committees[SLIN, SSAP, SSAS, SSBK]
jurisdiction_sectors[Aerospace & Defense, Financials, Real Estate, Systems Software]
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 70% 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 0.0045, 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)
raw0.0045
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.7015
members_compared134
lower95-0.0058
T13Co-trading with other members8% of trades had another member trading the same stock the same way within a week (chance alone: 7%).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 0.080; circular-shift null mean 0.072, 95th pct 0.113, p = 0.390. Co-traded signed CAR -0.0191, p = 0.961.

Evidence
Statistical
Co-traded share
8.0%
p-value
0.961
Holm-adjusted p
1.000
BH q-value
0.971
Robust to variants
Yes
All computed statistics (10)
n213
cotraded_share0.0798
null_mean0.0722
null_p950.1131
excess_p0.3900
cotraded_share_wo_top0.0704
excess_p_wo_top0.1700
cotraded_car-0.0191
cotraded_car_ci[-0.0421, 0.0039]
cotraded_car_p0.9613
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit7.0%
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 134 priced trades, purchases and sales moved 0.45% in 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) = 0.0045; 90% KP interval [-0.0171, 0.0260]; t_BMP = 1.18, r-bar = 0.048, t_KP = 0.42, Patell Z = 1.15, Corrado Z = 0.30. Dollar-weighted identified set [-0.0479, 0.0563]. Calendar-time alpha 24.44%/yr (NW t = 1.61, 546 days).

Evidence
Statistical
Mean signed 21-day CAR
+0.45% [−1.71%, +2.60%] 90%
p-value
0.337
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+0.45%
All computed statistics (16)
n134
theta0.0045
ci[-0.0171, 0.0260]
p0.3369
t_kp0.4219
rbar0.0483
se_cs0.0047
se_kp0.0130
t_cs0.9600
t_bmp1.1783
patell_z1.1451
corrado_z0.2959
dollar_weighted_bounds[-0.0479, 0.0563]
calendar_time[object Object]
calendar_alpha_ci[-2.70e-5, 0.0020]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.35%
Horizon 63 daysOpen question−0.41%
Excluding largest batch dateOpen question+0.78%
Self-owned accounts onlyOpen question+0.45%
Dollar-weighted (bounds)Open question+5.63%
Calendar-time alpha (annualized)+24.44%
T6Control and independenceNo documentary record of trading arrangements or absence periods was available.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
No documentary record of trading arrangements or absence periods was available.

Evidence
Not computed
T9Policy-topic overlap7 priced trades fell in affected industries in the 30 days before the member's committee events and 127 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
7 priced trades fell in affected industries in the 30 days before the member's committee events and 127 did not; at least 10 of each are needed to compare them.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (3)
n7
n_other127
events819
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 2018-01-17 (permutation p = 0.456).

Evidence
Descriptive
All computed statistics (5)
changepoint2018-01-17
changepoint_LR4.8195
changepoint_p0.4560
tradeday_rate_before0.0481
tradeday_rate_after0.0205
T12Anticipation of large stock moves13 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 0.38, Clopper-Pearson [0.17, 0.65], exact one-sided p = 0.867; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
38.5% [16.6%, 64.5%] 90%
p-value
0.867
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member38.5%
All computed statistics (6)
n13
hits5
hit_rate0.3846
ci[0.1657, 0.6452]
priced135
share_followed0.0963
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 2014-07-31
–
6 trade(s) in the prior five trading days
-1.97%

S&P 500 (SPY) daily move (Jul 31, 2014)

Wrong way.

Disclosed trades per monthPurchasesSales
201420152016201720182019

Largest positions traded

CompanyTradesDisclosed value
CELG Celgene Corporation (NASDAQ)11$11K to $165K
TMO Thermo Fisher Scientific, Inc.10$10K to $150K
DHR Danaher Corp.10$10K to $150K
FDX FedEx Corporation8$8,008 to $120K
AAPL Apple Inc. (NASDAQ)5$19K to $110K
XLNX Xilinx Inc. (NASDAQ)5$19K to $110K
QCOM QUALCOMM Incorporated5$19K to $110K
IYT iShares Transportation Average (NYSEArca)7$7,007 to $105K

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
240 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Feb 28, 2019XLNX Xilinx, Inc.Sale$15K to $50Kself18 d–Filing
Feb 28, 2019TMO Thermo Fisher Scientific Inc.Sale$1,001 to $15Kself18 d+2.3%Filing
Feb 28, 2019SYK Stryker CorporationSale$15K to $50Kself18 d−0.4%Filing
Feb 28, 2019SLB Schlumberger LimitedSale$1,001 to $15Kself18 d+1.5%Filing
Feb 28, 2019QCOM QUALCOMM IncorporatedSale$15K to $50Kself18 d−4.0%Filing
Feb 28, 2019PEP PepsiCo, Inc.Sale$1,001 to $15Kself18 d−0.8%Filing
Feb 28, 2019MSFT Microsoft CorporationCommitteeSale$1,001 to $15Kself18 d−0.1%Filing
Feb 28, 2019ISRG Intuitive Surgical, Inc.Sale$1,001 to $15Kself18 d+1.2%Filing
Feb 28, 2019INTC Intel CorporationSale$1,001 to $15Kself18 d−1.1%Filing
Feb 28, 2019IQV IQVIA Holdings Inc.Sale$1,001 to $15Kself18 d+0.7%Filing
Feb 28, 2019HOLX Hologic, Inc.Sale$1,001 to $15Kself18 d–Filing
Feb 28, 2019FDX FedEx CorporationSale$1,001 to $15Kself18 d+2.2%Filing
Feb 28, 2019DHR Danaher CorporationSale$1,001 to $15Kself18 d+1.0%Filing
Feb 28, 2019COST Costco Wholesale CorporationSale$1,001 to $15Kself18 d+0.1%Filing
Feb 28, 2019CELG Celgene CorporationSale$1,001 to $15Kself18 d–Filing
Feb 28, 2019CVS CVS Health CorporationSale$1,001 to $15Kself18 d+8.7%Filing
Feb 28, 2019AAPL Apple Inc.Sale$15K to $50Kself18 d−1.7%Filing
Feb 28, 2019ADI Analog Devices, Inc.Sale$1,001 to $15Kself18 d−0.3%Filing
Feb 28, 2019XLNX Xilinx, Inc.Sale$1,001 to $15Kjoint18 d–Filing
Feb 28, 2019TMO Thermo Fisher Scientific Inc.Sale$1,001 to $15Kjoint18 d+2.3%Filing
Feb 28, 2019SYK Stryker CorporationSale$1,001 to $15Kjoint18 d−0.4%Filing
Feb 28, 2019IQV IQVIA Holdings Inc.Sale$1,001 to $15Kjoint18 d+0.7%Filing
Feb 28, 2019FDX FedEx CorporationSale$1,001 to $15Kjoint18 d+2.2%Filing
Feb 28, 2019AAPL Apple Inc.Sale$1,001 to $15Kjoint18 d−1.7%Filing
Feb 28, 2019ADI Analog Devices, Inc.Sale$1,001 to $15Kjoint18 d−0.3%Filing
Feb 4, 2019XLNX Xilinx, Inc.Sale$1,001 to $15Kjoint25 d–Filing
Feb 4, 2019VRTX Vertex Pharmaceuticals IncorporatedSale$1,001 to $15Kjoint25 d+3.0%Filing
Feb 4, 2019SYK Stryker CorporationSale$1,001 to $15Kjoint25 d−3.9%Filing
Feb 4, 2019QCOM QUALCOMM IncorporatedSale$1,001 to $15Kjoint25 d−2.9%Filing
Feb 4, 2019ISRG Intuitive Surgical, Inc.Sale$1,001 to $15Kjoint25 d−1.5%Filing
Feb 4, 2019INTC Intel CorporationSale$1,001 to $15Kjoint25 d−0.1%Filing
Feb 4, 2019ITW Illinois Tool Works Inc.Sale$1,001 to $15Kjoint25 d+0.6%Filing
Feb 4, 2019IQV IQVIA Holdings Inc.Sale$1,001 to $15Kjoint25 d−0.1%Filing
Feb 4, 2019HON Honeywell International Inc.Sale$1,001 to $15Kjoint25 d−0.9%Filing
Feb 4, 2019FDX FedEx CorporationSale$1,001 to $15Kjoint25 d−0.5%Filing
Feb 4, 2019DHR Danaher CorporationSale$1,001 to $15Kjoint25 d−0.4%Filing
Feb 4, 2019COST Costco Wholesale CorporationSale$1,001 to $15Kjoint25 d+0.8%Filing
Feb 4, 2019CSCO Cisco Systems, Inc.Sale$1,001 to $15Kjoint25 d−0.7%Filing
Feb 4, 2019CVS CVS Health CorporationSale$1,001 to $15Kjoint25 d+0.8%Filing
Feb 4, 2019AAPL Apple Inc.Sale$1,001 to $15Kjoint25 d+0.3%Filing
Feb 4, 2019AMGN Amgen Inc.Sale$1,001 to $15Kjoint25 d−0.1%Filing
Nov 28, 2018HOLX Hologic, Inc.Purchase$1,001 to $15Kself14 d–Filing
Nov 28, 2018AGN Allergan plcSale$1,001 to $15Kself14 d–Filing
Jul 27, 2018UNFI United Natural Foods, Inc.Sale$1,001 to $15Kself5 d–Filing
Jul 5, 2018DHR Danaher CorporationSale$1,001 to $15Kjoint13 d+1.6%Filing
Mar 9, 2018XLNX Xilinx, Inc.Sale$1,001 to $15Kjoint3 d–Filing
Mar 9, 2018VRTX Vertex Pharmaceuticals IncorporatedSale$1,001 to $15Kjoint3 d−1.1%Filing
Mar 9, 2018VWO Vanguard FTSE Emerging Markets ETFSale$1,001 to $15Kjoint3 d–Filing
Mar 9, 2018TMO Thermo Fisher Scientific Inc.Sale$1,001 to $15Kjoint3 d+2.5%Filing
Mar 9, 2018SYK Stryker CorporationSale$1,001 to $15Kjoint3 d−1.8%Filing