Sen. Patty Murray
Democrat · Senator from WA
No test fits; open questions on breadth and concentration.
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%
All computed statistics (13)
| n | 161 |
| issuers | 85 |
| hhi_mid | 0.0121 |
| hhi_bounds | [0.0118, 0.0529] |
| n_eff | 82.8147 |
| hhi_count | 0.0121 |
| peer_benchmark_p95 | 0.0102 |
| peer_benchmark_p | 0.0060 |
| sector_entropy | 0.9379 |
| sector_entropy_ci | [–, –] |
| top3_share_lower | 0.0026 |
| top3 | [AAPL, AMGN, APA] |
| top3_tied_to_events | true |
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
All computed statistics (9)
| n | 161 |
| lowest_band_share | 1 |
| lowest_band_ci | [0.9835, 1] |
| share_over_50k | 0 |
| max_z | 0 |
| size_gap | 0 |
| size_gap_p | 1 |
| event_linked | 9 |
| event_linked_outliers | 0 |
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
All computed statistics (14)
| n | 161 |
| trade_days | 2 |
| batch_share_trades | 1 |
| batch_day_share | 1 |
| batch_day_ci | [0.4250, 1] |
| dispersion_index | 79.3404 |
| dispersion_p | 0 |
| routine_share | 0.5155 |
| proximity_share | 0.0559 |
| proximity_null_mean | 0.0249 |
| proximity_null_p95 | 0.0559 |
| proximity_p | 0.0920 |
| proximity_nonroutine | 0.0513 |
| proximity_routine | 0.0602 |
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%
All computed statistics (15)
| n | 161 |
| amendment_rows_excluded | 0 |
| late | 0 |
| late_from_trade | 0 |
| excused_by_notification | 0 |
| late_share | 0 |
| late_ci | [0, 0.0165] |
| median_lag | 7 |
| p90_lag | 7 |
| max_lag | 7 |
| filings | 2 |
| late_filings | 0 |
| late_priced | 0 |
| timely_priced | 120 |
| late_priced_dates | 0 |
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)
| n | 133 |
| in_jurisdiction_trades | 23 |
| share | 0.1729 |
| share_bounds | [0.0138, 0.7581] |
| share_ci | [–, –] |
| benchmark_sp500 | 0.1228 |
| benchmark_peers | 0.1135 |
| excess | 0.0502 |
| excess_ci | [–, –] |
| committees | [SSAP, SSBU, SSHR, SSVA] |
| jurisdiction_sectors | [Health Care, Health Care Facilities, Health Care Services, Human Resource & Employment Services] |
| regression_error | Error 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
All computed statistics (8)
| raw | 3.11e-4 |
| posterior_mean | -0.0028 |
| posterior_sd | 0.0015 |
| congress_mean | -0.0028 |
| tau2 | 0 |
| percentile | 0.5970 |
| members_compared | 134 |
| 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)
| n | 161 |
| cotraded_share | 0.0497 |
| null_mean | 0.0882 |
| null_p95 | 0.1739 |
| excess_p | 0.8700 |
| cotraded_share_wo_top | 0.0435 |
| excess_p_wo_top | 0.8600 |
| cotraded_car | -0.0190 |
| cotraded_car_ci | [-0.0428, 0.0048] |
| cotraded_car_p | 0.9418 |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Without M001157, the member with the most trades, in the co-trade index | Does not fit | 4.3% |
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_trades | 0 |
| option_share | 0 |
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
All computed statistics (16)
| n | 120 |
| theta | 3.11e-4 |
| ci | [-0.0110, 0.0116] |
| p | 0.3642 |
| t_kp | 0.3482 |
| rbar | 0.0141 |
| se_cs | 0.0041 |
| se_kp | 0.0068 |
| t_cs | 0.0754 |
| t_bmp | 0.5740 |
| patell_z | 0.4917 |
| corrado_z | 0.8958 |
| dollar_weighted_bounds | [-0.0544, 0.0436] |
| calendar_time | – |
| calendar_alpha_ci | [–, –] |
| by_horizon | [object Object] |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Horizon 5 days | Open question | +0.12% |
| Horizon 63 days | Does not fit | −0.89% |
| Excluding largest batch date | Open question | −0.78% |
| Self-owned accounts only | Not 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_episodes | 0 |
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)
| n | 23 |
| n_other | 97 |
| trade_dates | 2 |
| events | 1993 |
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)
| changepoint | 2017-03-17 |
| changepoint_LR | 5.6373 |
| changepoint_p | 0.1700 |
| tradeday_rate_before | 1 |
| tradeday_rate_after | 0.0154 |
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
All computed statistics (6)
| n | 11 |
| hits | 5 |
| hit_rate | 0.4545 |
| ci | [0.1996, 0.7288] |
| priced | 120 |
| share_followed | 0.0917 |
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
All computed statistics (8)
| family_trades | 161 |
| family_share | 1 |
| owner_unknown | 0 |
| family_car | 3.11e-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
All computed statistics (9)
| round_trips | 76 |
| share_in_round_trips | 0.9441 |
| priced | 58 |
| realized_mean | -0.0207 |
| realized_win_rate | 0.3966 |
| opening_car | -0.0078 |
| ci | [-0.0219, 0.0062] |
| p | 0.8456 |
| openings_priced | 58 |
Largest positions traded
| Company | Trades | Disclosed value |
|---|---|---|
| WMB The Williams Companies, Inc. | 2 | $2,002 to $30K |
| WRK WestRock Company | 2 | $2,002 to $30K |
| WFC Wells Fargo & Company | 2 | $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 Corporation | 2 | $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.
| Trade date | Asset | Type | Amount | Owner | Filed after | 5-day CAR | |
|---|---|---|---|---|---|---|---|
| Jun 15, 2017 | WMB The Williams Companies, Inc. | Sale | $1,001 to $15K | spouse | 7 d | +0.9% | Filing |
| Jun 15, 2017 | WRK WestRock Company | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | WFC Wells Fargo & Company | Sale | $1,001 to $15K | spouse | 7 d | +2.8% | Filing |
| Jun 15, 2017 | WBA Walgreens Boots Alliance, Inc. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | WMT Wal-Mart Stores, Inc. | Sale | $1,001 to $15K | spouse | 7 d | +4.4% | Filing |
| Jun 15, 2017 | VZ Verizon Communications Inc. | Sale | $1,001 to $15K | spouse | 7 d | +2.3% | Filing |
| Jun 15, 2017 | VTR Ventas, Inc. | Sale | $1,001 to $15K | spouse | 7 d | −3.3% | Filing |
| Jun 15, 2017 | UTX United Technologies Corporation | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | UPS United Parcel Service, Inc. | Sale | $1,001 to $15K | spouse | 7 d | +1.0% | Filing |
| Jun 15, 2017 | UN Unilever N.V. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | USB U.S. Bancorp | Sale | $1,001 to $15K | spouse | 7 d | +2.4% | Filing |
| Jun 15, 2017 | TUP Tupperware Brands Corporation | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | TWX Time Warner Inc. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | TEVA Teva Pharmaceutical Industries LimitedCommittee | Sale | $1,001 to $15K | spouse | 7 d | −8.1% | Filing |
| Jun 15, 2017 | TGT Target Corporation | Sale | $1,001 to $15K | spouse | 7 d | +8.6% | Filing |
| Jun 15, 2017 | TSM Taiwan Semiconductor Manufacturing Company Limited | Sale | $1,001 to $15K | spouse | 7 d | −3.1% | Filing |
| Jun 15, 2017 | STI SunTrust Banks, Inc. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | SU Suncor Energy Inc. | Sale | $1,001 to $15K | spouse | 7 d | +2.5% | Filing |
| Jun 15, 2017 | STT State Street Corporation | Sale | $1,001 to $15K | spouse | 7 d | +0.7% | Filing |
| Jun 15, 2017 | SO The Southern Company | Sale | $1,001 to $15K | spouse | 7 d | +2.6% | Filing |
| Jun 15, 2017 | SLB Schlumberger Limited | Sale | $1,001 to $15K | spouse | 7 d | +2.6% | Filing |
| Jun 15, 2017 | SNY SanofiCommittee | Sale | $1,001 to $15K | spouse | 7 d | −3.5% | Filing |
| Jun 15, 2017 | SABR Sabre Corporation | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | RAI Reynolds American Inc. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | RTN Raytheon Company | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | QCOM QUALCOMM Incorporated | Sale | $1,001 to $15K | spouse | 7 d | +0.6% | Filing |
| Jun 15, 2017 | PSA Public Storage | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | PRU Prudential Financial, Inc. | Sale | $1,001 to $15K | spouse | 7 d | +5.3% | Filing |
| Jun 15, 2017 | PG The Procter & Gamble Company | Sale | $1,001 to $15K | spouse | 7 d | +0.4% | Filing |
| Jun 15, 2017 | PDM Piedmont Office Realty Trust, Inc. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | PFE Pfizer Inc.Committee | Sale | $1,001 to $15K | spouse | 7 d | −4.0% | Filing |
| Jun 15, 2017 | PAYX Paychex, Inc.Committee | Sale | $1,001 to $15K | spouse | 7 d | +2.2% | Filing |
| Jun 15, 2017 | PPL PPL Corporation | Sale | $1,001 to $15K | spouse | 7 d | +0.9% | Filing |
| Jun 15, 2017 | MS Morgan Stanley | Sale | $1,001 to $15K | spouse | 7 d | +1.0% | Filing |
| Jun 15, 2017 | TAP Molson Coors Brewing Company | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | MSFT Microsoft Corporation | Sale | $1,001 to $15K | spouse | 7 d | −0.0% | Filing |
| Jun 15, 2017 | MET MetLife, Inc. | Sale | $1,001 to $15K | spouse | 7 d | +2.0% | Filing |
| Jun 15, 2017 | MRK Merck & Co., Inc.Committee | Sale | $1,001 to $15K | spouse | 7 d | −4.3% | Filing |
| Jun 15, 2017 | MXIM Maxim Integrated Products, Inc. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | MDC M.D.C. Holdings, Inc. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | MTB M&T Bank Corporation | Sale | $1,001 to $15K | spouse | 7 d | +1.7% | Filing |
| Jun 15, 2017 | KMI Kinder Morgan, Inc. | Sale | $1,001 to $15K | spouse | 7 d | +1.2% | Filing |
| Jun 15, 2017 | KMB Kimberly-Clark Corporation | Sale | $1,001 to $15K | spouse | 7 d | −0.9% | Filing |
| Jun 15, 2017 | KEY KeyCorp | Sale | $1,001 to $15K | spouse | 7 d | +3.3% | Filing |
| Jun 15, 2017 | KAR KAR Auction Services, Inc. | Sale | $1,001 to $15K | spouse | 7 d | – | Filing |
| Jun 15, 2017 | JNJ Johnson & JohnsonCommittee | Sale | $1,001 to $15K | spouse | 7 d | −2.2% | Filing |
| Jun 15, 2017 | JPM JPMorgan Chase & Co. | Sale | $1,001 to $15K | spouse | 7 d | −0.1% | Filing |
| Jun 15, 2017 | HSY The Hershey Company | Sale | $1,001 to $15K | spouse | 7 d | +4.0% | Filing |
| Jun 15, 2017 | GSK GlaxoSmithKline plcCommittee | Sale | $1,001 to $15K | spouse | 7 d | −1.8% | Filing |
| Jun 15, 2017 | GILD Gilead Sciences, Inc.Committee | Sale | $1,001 to $15K | spouse | 7 d | −9.2% | Filing |