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U.S. Senate

Sen. Patty Murray

Democrat · Senator from WA

AppropriationsBudgetHealth, Education, Labor, and PensionsVeterans' Affairs
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on breadth and concentration.

Trades disclosed
161
Mar 16, 2017 to Jun 15, 2017
Companies traded
85
Disclosed value
$161.2K–$2.4M
Sum of reported ranges
Filed after 45 days
0
Median filing lag 7 days

Scorecard

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

T2Breadth and concentration85 different companies; the effective number of equally sized positions is 83 and trading spans 94% 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 0.012 (identified set [0.012, 0.053]); trade-count HHI 0.012 vs. 95th percentile 0.010 of 161 random draws from all congressional trades (p = 0.006). Normalized sector entropy 0.94 [nan, nan]. Top three issuers (AAPL, AMGN, APA) carry at least 0% of dollar volume.

Evidence
Statistical
Effective number of issuers
83 [19, 85] 90%
0Estimate
This member83
All computed statistics (13)
n161
issuers85
hhi_mid0.0121
hhi_bounds[0.0118, 0.0529]
n_eff82.8147
hhi_count0.0121
peer_benchmark_p950.0102
peer_benchmark_p0.0060
sector_entropy0.9379
sector_entropy_ci[–, –]
top3_share_lower0.0026
top3[AAPL, AMGN, APA]
top3_tied_to_eventstrue
T1Trade size100% of 161 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 [0.983, 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% [98.3%, 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)
n161
lowest_band_share1
lowest_band_ci[0.9835, 1]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked9
event_linked_outliers0
T3Cadence and event proximity100% of trading days were batches of three or more companies; 52% of trades look routine; 5.6% of trades came within five trading days before a large company-specific move (chance alone: 2.5%).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 2/2, Wilson [0.43, 1.00]; index of dispersion 79.34 (chi-square p = 0); routine share 0.52 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.056 vs. circular-shift null mean 0.025, p = 0.092.

Evidence
Statistical
Batch-day share
100.0% [42.5%, 100.0%] 90%
p-value
0.092
Holm-adjusted p
0.644
BH q-value
0.464
0Estimate
This member100.0%
All computed statistics (14)
n161
trade_days2
batch_share_trades1
batch_day_share1
batch_day_ci[0.4250, 1]
dispersion_index79.3404
dispersion_p0
routine_share0.5155
proximity_share0.0559
proximity_null_mean0.0249
proximity_null_p950.0559
proximity_p0.0920
proximity_nonroutine0.0513
proximity_routine0.0602
T7Disclosure timeliness0 of 161 trades (0.0%) were disclosed late; median lag 7 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, 0.017]; 90th percentile lag 7 days; longest 7 days.

Evidence
Descriptive
Late share
0.0% [0.0%, 1.7%] 90%
0Estimate
This member0.0%
All computed statistics (15)
n161
amendment_rows_excluded0
late0
late_from_trade0
excused_by_notification0
late_share0
late_ci[0, 0.0165]
median_lag7
p90_lag7
max_lag7
filings2
late_filings0
late_priced0
timely_priced120
late_priced_dates0
T8Committee overlap17% of the member's mapped trading by dollar value was in industries their committees oversee, against 12% 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 SSAP, SSBU, SSHR, SSVA; jurisdiction sectors Health Care, Health Care Facilities, Health Care Services, Human Resource & Employment Services. Dollar share 0.173 (identified set [0.014, 0.758], bootstrap nan-nan); benchmarks S&P 500 0.123, congressional peers 0.114.

Evidence
Descriptive
Jurisdiction excess share
5.0%
Margin δ
0.5% per trade over 21 days
All computed statistics (15)
n133
in_jurisdiction_trades23
share0.1729
share_bounds[0.0138, 0.7581]
share_ci[–, –]
benchmark_sp5000.1228
benchmark_peers0.1135
excess0.0502
excess_ci[–, –]
committees[SSAP, SSBU, SSHR, SSVA]
jurisdiction_sectors[Health Care, Health Care Facilities, Health Care Services, Human Resource & Employment Services]
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 60% 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 0.0003, 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)
raw3.11e-4
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.5970
members_compared134
lower95-0.0058
T13Co-trading with other members5% of trades had another member trading the same stock the same way within a week (chance alone: 9%).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 0.050; circular-shift null mean 0.088, 95th pct 0.174, p = 0.870. Co-traded signed CAR -0.0190, p = 0.942.

Evidence
Statistical
Co-traded share
5.0%
p-value
0.942
Holm-adjusted p
1.000
BH q-value
0.971
Robust to variants
Yes
All computed statistics (10)
n161
cotraded_share0.0497
null_mean0.0882
null_p950.1739
excess_p0.8700
cotraded_share_wo_top0.0435
excess_p_wo_top0.8600
cotraded_car-0.0190
cotraded_car_ci[-0.0428, 0.0048]
cotraded_car_p0.9418
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit4.3%
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 120 priced trades, purchases and sales moved 0.03% 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) = 0.0003; 90% KP interval [-0.0110, 0.0116]; t_BMP = 0.57, r-bar = 0.014, t_KP = 0.35, Patell Z = 0.49, Corrado Z = 0.90. Dollar-weighted identified set [-0.0544, 0.0436].

Evidence
Statistical
Mean signed 21-day CAR
+0.03% [−1.10%, +1.16%] 90%
p-value
0.364
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+0.03%
All computed statistics (16)
n120
theta3.11e-4
ci[-0.0110, 0.0116]
p0.3642
t_kp0.3482
rbar0.0141
se_cs0.0041
se_kp0.0068
t_cs0.0754
t_bmp0.5740
patell_z0.4917
corrado_z0.8958
dollar_weighted_bounds[-0.0544, 0.0436]
calendar_time–
calendar_alpha_ci[–, –]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.12%
Horizon 63 daysDoes not fit−0.89%
Excluding largest batch dateOpen question−0.78%
Self-owned accounts onlyNot assessed–
Dollar-weighted (bounds)Open question+4.36%
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 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 overlap23 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 2 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
23 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 2 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)
n23
n_other97
trade_dates2
events1993
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 2017-03-17 (permutation p = 0.170).

Evidence
Descriptive
All computed statistics (5)
changepoint2017-03-17
changepoint_LR5.6373
changepoint_p0.1700
tradeday_rate_before1
tradeday_rate_after0.0154
T12Anticipation of large stock moves11 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 0.45, Clopper-Pearson [0.20, 0.73], exact one-sided p = 0.726; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
45.5% [20.0%, 72.9%] 90%
p-value
0.726
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member45.5%
All computed statistics (6)
n11
hits5
hit_rate0.4545
ci[0.1996, 0.7288]
priced120
share_followed0.0917
T14Family-account trades100% of trades were in family accounts; those moved +0.03% 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 0.0003 [-0.0110, 0.0116], t_KP = 0.35.

Evidence
Statistical
Family-account signed CAR
+0.03% [−1.10%, +1.16%] 90%
p-value
0.364
Holm-adjusted p
1.000
BH q-value
0.908
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+0.03%
All computed statistics (8)
family_trades161
family_share1
owner_unknown0
family_car3.11e-4
family_ci[-0.0110, 0.0116]
diff–
diff_ci[–, –]
diff_p–
T15Short-swing round trips76 buy-and-sell round trips within six months; in the month after opening, those positions moved -0.78% in the trade's favour relative to the market.Inconclusive (too few trades)

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) -0.0078 [-0.0219, 0.0062], t_KP = -1.03, over 58 priced openings. Realized market-adjusted return to the closing trade averaged -2.07% (win rate 40%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
−0.78% [−2.19%, +0.62%] 90%
p-value
0.846
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−0.78%
All computed statistics (9)
round_trips76
share_in_round_trips0.9441
priced58
realized_mean-0.0207
realized_win_rate0.3966
opening_car-0.0078
ci[-0.0219, 0.0062]
p0.8456
openings_priced58
Disclosed trades per monthPurchasesSales
2017

Largest positions traded

CompanyTradesDisclosed value
WMB The Williams Companies, Inc.2$2,002 to $30K
WRK WestRock Company2$2,002 to $30K
WFC Wells Fargo & Company2$2,002 to $30K
WBA Walgreens Boots Alliance, Inc.2$2,002 to $30K
WMT Wal-Mart Stores, Inc.2$2,002 to $30K
VZ Verizon Communications Inc.2$2,002 to $30K
UTX United Technologies Corporation2$2,002 to $30K
UPS United Parcel Service, Inc.2$2,002 to $30K

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
161 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Jun 15, 2017WMB The Williams Companies, Inc.Sale$1,001 to $15Kspouse7 d+0.9%Filing
Jun 15, 2017WRK WestRock CompanySale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017WFC Wells Fargo & CompanySale$1,001 to $15Kspouse7 d+2.8%Filing
Jun 15, 2017WBA Walgreens Boots Alliance, Inc.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017WMT Wal-Mart Stores, Inc.Sale$1,001 to $15Kspouse7 d+4.4%Filing
Jun 15, 2017VZ Verizon Communications Inc.Sale$1,001 to $15Kspouse7 d+2.3%Filing
Jun 15, 2017VTR Ventas, Inc.Sale$1,001 to $15Kspouse7 d−3.3%Filing
Jun 15, 2017UTX United Technologies CorporationSale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017UPS United Parcel Service, Inc.Sale$1,001 to $15Kspouse7 d+1.0%Filing
Jun 15, 2017UN Unilever N.V.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017USB U.S. BancorpSale$1,001 to $15Kspouse7 d+2.4%Filing
Jun 15, 2017TUP Tupperware Brands CorporationSale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017TWX Time Warner Inc.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017TEVA Teva Pharmaceutical Industries LimitedCommitteeSale$1,001 to $15Kspouse7 d−8.1%Filing
Jun 15, 2017TGT Target CorporationSale$1,001 to $15Kspouse7 d+8.6%Filing
Jun 15, 2017TSM Taiwan Semiconductor Manufacturing Company LimitedSale$1,001 to $15Kspouse7 d−3.1%Filing
Jun 15, 2017STI SunTrust Banks, Inc.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017SU Suncor Energy Inc.Sale$1,001 to $15Kspouse7 d+2.5%Filing
Jun 15, 2017STT State Street CorporationSale$1,001 to $15Kspouse7 d+0.7%Filing
Jun 15, 2017SO The Southern CompanySale$1,001 to $15Kspouse7 d+2.6%Filing
Jun 15, 2017SLB Schlumberger LimitedSale$1,001 to $15Kspouse7 d+2.6%Filing
Jun 15, 2017SNY SanofiCommitteeSale$1,001 to $15Kspouse7 d−3.5%Filing
Jun 15, 2017SABR Sabre CorporationSale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017RAI Reynolds American Inc.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017RTN Raytheon CompanySale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017QCOM QUALCOMM IncorporatedSale$1,001 to $15Kspouse7 d+0.6%Filing
Jun 15, 2017PSA Public StorageSale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017PRU Prudential Financial, Inc.Sale$1,001 to $15Kspouse7 d+5.3%Filing
Jun 15, 2017PG The Procter & Gamble CompanySale$1,001 to $15Kspouse7 d+0.4%Filing
Jun 15, 2017PDM Piedmont Office Realty Trust, Inc.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017PFE Pfizer Inc.CommitteeSale$1,001 to $15Kspouse7 d−4.0%Filing
Jun 15, 2017PAYX Paychex, Inc.CommitteeSale$1,001 to $15Kspouse7 d+2.2%Filing
Jun 15, 2017PPL PPL CorporationSale$1,001 to $15Kspouse7 d+0.9%Filing
Jun 15, 2017MS Morgan StanleySale$1,001 to $15Kspouse7 d+1.0%Filing
Jun 15, 2017TAP Molson Coors Brewing CompanySale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017MSFT Microsoft CorporationSale$1,001 to $15Kspouse7 d−0.0%Filing
Jun 15, 2017MET MetLife, Inc.Sale$1,001 to $15Kspouse7 d+2.0%Filing
Jun 15, 2017MRK Merck & Co., Inc.CommitteeSale$1,001 to $15Kspouse7 d−4.3%Filing
Jun 15, 2017MXIM Maxim Integrated Products, Inc.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017MDC M.D.C. Holdings, Inc.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017MTB M&T Bank CorporationSale$1,001 to $15Kspouse7 d+1.7%Filing
Jun 15, 2017KMI Kinder Morgan, Inc.Sale$1,001 to $15Kspouse7 d+1.2%Filing
Jun 15, 2017KMB Kimberly-Clark CorporationSale$1,001 to $15Kspouse7 d−0.9%Filing
Jun 15, 2017KEY KeyCorpSale$1,001 to $15Kspouse7 d+3.3%Filing
Jun 15, 2017KAR KAR Auction Services, Inc.Sale$1,001 to $15Kspouse7 d–Filing
Jun 15, 2017JNJ Johnson & JohnsonCommitteeSale$1,001 to $15Kspouse7 d−2.2%Filing
Jun 15, 2017JPM JPMorgan Chase & Co.Sale$1,001 to $15Kspouse7 d−0.1%Filing
Jun 15, 2017HSY The Hershey CompanySale$1,001 to $15Kspouse7 d+4.0%Filing
Jun 15, 2017GSK GlaxoSmithKline plcCommitteeSale$1,001 to $15Kspouse7 d−1.8%Filing
Jun 15, 2017GILD Gilead Sciences, Inc.CommitteeSale$1,001 to $15Kspouse7 d−9.2%Filing