Sen. Jack Reed
Democrat · Senator from RI
No test fits; open questions on breadth and concentration, disclosure timeliness, short-swing round trips.
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%
All computed statistics (13)
| n | 213 |
| issuers | 58 |
| hhi_mid | 0.0263 |
| hhi_bounds | [0.0173, 0.1649] |
| n_eff | 38.0171 |
| hhi_count | 0.0243 |
| peer_benchmark_p95 | 0.0084 |
| peer_benchmark_p | 0.0020 |
| sector_entropy | 0.6170 |
| sector_entropy_ci | [0.5553, 0.6758] |
| top3_share_lower | 0.0186 |
| top3 | [AAPL, QCOM, XLNX] |
| top3_tied_to_events | true |
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%
All computed statistics (15)
| n | 240 |
| amendment_rows_excluded | 0 |
| late | 2 |
| late_from_trade | 2 |
| excused_by_notification | 0 |
| late_share | 0.0083 |
| late_ci | [0.0028, 0.0249] |
| median_lag | 10 |
| p90_lag | 18.1000 |
| max_lag | 245 |
| filings | 62 |
| late_filings | 2 |
| late_priced | 0 |
| timely_priced | 134 |
| late_priced_dates | 0 |
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
All computed statistics (9)
| round_trips | 7 |
| share_in_round_trips | 0.0657 |
| priced | 3 |
| realized_mean | 0.0309 |
| realized_win_rate | 1 |
| opening_car | 0.0289 |
| ci | [-0.0433, 0.1011] |
| p | 0.1968 |
| openings_priced | 3 |
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
All computed statistics (9)
| n | 213 |
| lowest_band_share | 0.9812 |
| lowest_band_ci | [0.9588, 0.9915] |
| share_over_50k | 0 |
| max_z | 0 |
| size_gap | 0 |
| size_gap_p | 1 |
| event_linked | 7 |
| event_linked_outliers | 0 |
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
All computed statistics (14)
| n | 213 |
| trade_days | 55 |
| batch_share_trades | 0.6901 |
| batch_day_share | 0.2909 |
| batch_day_ci | [0.2019, 0.3995] |
| dispersion_index | 10.1691 |
| dispersion_p | 0 |
| routine_share | 0.0845 |
| proximity_share | 0.0329 |
| proximity_null_mean | 0.0419 |
| proximity_null_p95 | 0.0704 |
| proximity_p | 0.7160 |
| proximity_nonroutine | 0.0359 |
| proximity_routine | 0 |
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
All computed statistics (7)
| n_episodes | 1 |
| hits | 0 |
| hit_rate | 0 |
| ci | [0, 0.9500] |
| p_exact | 1 |
| p_magnitude | 1 |
| 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
All computed statistics (15)
| n | 129 |
| in_jurisdiction_trades | 15 |
| share | 0.1019 |
| share_bounds | [0.0082, 0.5904] |
| share_ci | [0.0411, 0.1771] |
| benchmark_sp500 | 0.2515 |
| benchmark_peers | 0.2953 |
| excess | -0.1934 |
| excess_ci | [-0.2542, -0.1182] |
| committees | [SLIN, SSAP, SSAS, SSBK] |
| jurisdiction_sectors | [Aerospace & Defense, Financials, Real Estate, Systems Software] |
| regression_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 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
All computed statistics (8)
| raw | 0.0045 |
| posterior_mean | -0.0028 |
| posterior_sd | 0.0015 |
| congress_mean | -0.0028 |
| tau2 | 0 |
| percentile | 0.7015 |
| members_compared | 134 |
| 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)
| n | 213 |
| cotraded_share | 0.0798 |
| null_mean | 0.0722 |
| null_p95 | 0.1131 |
| excess_p | 0.3900 |
| cotraded_share_wo_top | 0.0704 |
| excess_p_wo_top | 0.1700 |
| cotraded_car | -0.0191 |
| cotraded_car_ci | [-0.0421, 0.0039] |
| cotraded_car_p | 0.9613 |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Without M001157, the member with the most trades, in the co-trade index | Does not fit | 7.0% |
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_trades | 0 |
| option_share | 0 |
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
All computed statistics (16)
| n | 134 |
| theta | 0.0045 |
| ci | [-0.0171, 0.0260] |
| p | 0.3369 |
| t_kp | 0.4219 |
| rbar | 0.0483 |
| se_cs | 0.0047 |
| se_kp | 0.0130 |
| t_cs | 0.9600 |
| t_bmp | 1.1783 |
| patell_z | 1.1451 |
| corrado_z | 0.2959 |
| dollar_weighted_bounds | [-0.0479, 0.0563] |
| calendar_time | [object Object] |
| calendar_alpha_ci | [-2.70e-5, 0.0020] |
| by_horizon | [object Object] |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Horizon 5 days | Open question | +0.35% |
| Horizon 63 days | Open question | −0.41% |
| Excluding largest batch date | Open question | +0.78% |
| Self-owned accounts only | Open 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)
| n | 7 |
| n_other | 127 |
| events | 819 |
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)
| changepoint | 2018-01-17 |
| changepoint_LR | 4.8195 |
| changepoint_p | 0.4560 |
| tradeday_rate_before | 0.0481 |
| tradeday_rate_after | 0.0205 |
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
All computed statistics (6)
| n | 13 |
| hits | 5 |
| hit_rate | 0.3846 |
| ci | [0.1657, 0.6452] |
| priced | 135 |
| share_followed | 0.0963 |
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_trades | 0 |
| owner_unknown | 0 |
Documented episodes
Trades placed near a documented market or policy event, and which way the market moved next.
6 trade(s) in the prior five trading days-1.97%
S&P 500 (SPY) daily move (Jul 31, 2014)
Wrong way.
Largest positions traded
| Company | Trades | Disclosed 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 Corporation | 8 | $8,008 to $120K |
| AAPL Apple Inc. (NASDAQ) | 5 | $19K to $110K |
| XLNX Xilinx Inc. (NASDAQ) | 5 | $19K to $110K |
| QCOM QUALCOMM Incorporated | 5 | $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.
| Trade date | Asset | Type | Amount | Owner | Filed after | 5-day CAR | |
|---|---|---|---|---|---|---|---|
| Feb 28, 2019 | XLNX Xilinx, Inc. | Sale | $15K to $50K | self | 18 d | – | Filing |
| Feb 28, 2019 | TMO Thermo Fisher Scientific Inc. | Sale | $1,001 to $15K | self | 18 d | +2.3% | Filing |
| Feb 28, 2019 | SYK Stryker Corporation | Sale | $15K to $50K | self | 18 d | −0.4% | Filing |
| Feb 28, 2019 | SLB Schlumberger Limited | Sale | $1,001 to $15K | self | 18 d | +1.5% | Filing |
| Feb 28, 2019 | QCOM QUALCOMM Incorporated | Sale | $15K to $50K | self | 18 d | −4.0% | Filing |
| Feb 28, 2019 | PEP PepsiCo, Inc. | Sale | $1,001 to $15K | self | 18 d | −0.8% | Filing |
| Feb 28, 2019 | MSFT Microsoft CorporationCommittee | Sale | $1,001 to $15K | self | 18 d | −0.1% | Filing |
| Feb 28, 2019 | ISRG Intuitive Surgical, Inc. | Sale | $1,001 to $15K | self | 18 d | +1.2% | Filing |
| Feb 28, 2019 | INTC Intel Corporation | Sale | $1,001 to $15K | self | 18 d | −1.1% | Filing |
| Feb 28, 2019 | IQV IQVIA Holdings Inc. | Sale | $1,001 to $15K | self | 18 d | +0.7% | Filing |
| Feb 28, 2019 | HOLX Hologic, Inc. | Sale | $1,001 to $15K | self | 18 d | – | Filing |
| Feb 28, 2019 | FDX FedEx Corporation | Sale | $1,001 to $15K | self | 18 d | +2.2% | Filing |
| Feb 28, 2019 | DHR Danaher Corporation | Sale | $1,001 to $15K | self | 18 d | +1.0% | Filing |
| Feb 28, 2019 | COST Costco Wholesale Corporation | Sale | $1,001 to $15K | self | 18 d | +0.1% | Filing |
| Feb 28, 2019 | CELG Celgene Corporation | Sale | $1,001 to $15K | self | 18 d | – | Filing |
| Feb 28, 2019 | CVS CVS Health Corporation | Sale | $1,001 to $15K | self | 18 d | +8.7% | Filing |
| Feb 28, 2019 | AAPL Apple Inc. | Sale | $15K to $50K | self | 18 d | −1.7% | Filing |
| Feb 28, 2019 | ADI Analog Devices, Inc. | Sale | $1,001 to $15K | self | 18 d | −0.3% | Filing |
| Feb 28, 2019 | XLNX Xilinx, Inc. | Sale | $1,001 to $15K | joint | 18 d | – | Filing |
| Feb 28, 2019 | TMO Thermo Fisher Scientific Inc. | Sale | $1,001 to $15K | joint | 18 d | +2.3% | Filing |
| Feb 28, 2019 | SYK Stryker Corporation | Sale | $1,001 to $15K | joint | 18 d | −0.4% | Filing |
| Feb 28, 2019 | IQV IQVIA Holdings Inc. | Sale | $1,001 to $15K | joint | 18 d | +0.7% | Filing |
| Feb 28, 2019 | FDX FedEx Corporation | Sale | $1,001 to $15K | joint | 18 d | +2.2% | Filing |
| Feb 28, 2019 | AAPL Apple Inc. | Sale | $1,001 to $15K | joint | 18 d | −1.7% | Filing |
| Feb 28, 2019 | ADI Analog Devices, Inc. | Sale | $1,001 to $15K | joint | 18 d | −0.3% | Filing |
| Feb 4, 2019 | XLNX Xilinx, Inc. | Sale | $1,001 to $15K | joint | 25 d | – | Filing |
| Feb 4, 2019 | VRTX Vertex Pharmaceuticals Incorporated | Sale | $1,001 to $15K | joint | 25 d | +3.0% | Filing |
| Feb 4, 2019 | SYK Stryker Corporation | Sale | $1,001 to $15K | joint | 25 d | −3.9% | Filing |
| Feb 4, 2019 | QCOM QUALCOMM Incorporated | Sale | $1,001 to $15K | joint | 25 d | −2.9% | Filing |
| Feb 4, 2019 | ISRG Intuitive Surgical, Inc. | Sale | $1,001 to $15K | joint | 25 d | −1.5% | Filing |
| Feb 4, 2019 | INTC Intel Corporation | Sale | $1,001 to $15K | joint | 25 d | −0.1% | Filing |
| Feb 4, 2019 | ITW Illinois Tool Works Inc. | Sale | $1,001 to $15K | joint | 25 d | +0.6% | Filing |
| Feb 4, 2019 | IQV IQVIA Holdings Inc. | Sale | $1,001 to $15K | joint | 25 d | −0.1% | Filing |
| Feb 4, 2019 | HON Honeywell International Inc. | Sale | $1,001 to $15K | joint | 25 d | −0.9% | Filing |
| Feb 4, 2019 | FDX FedEx Corporation | Sale | $1,001 to $15K | joint | 25 d | −0.5% | Filing |
| Feb 4, 2019 | DHR Danaher Corporation | Sale | $1,001 to $15K | joint | 25 d | −0.4% | Filing |
| Feb 4, 2019 | COST Costco Wholesale Corporation | Sale | $1,001 to $15K | joint | 25 d | +0.8% | Filing |
| Feb 4, 2019 | CSCO Cisco Systems, Inc. | Sale | $1,001 to $15K | joint | 25 d | −0.7% | Filing |
| Feb 4, 2019 | CVS CVS Health Corporation | Sale | $1,001 to $15K | joint | 25 d | +0.8% | Filing |
| Feb 4, 2019 | AAPL Apple Inc. | Sale | $1,001 to $15K | joint | 25 d | +0.3% | Filing |
| Feb 4, 2019 | AMGN Amgen Inc. | Sale | $1,001 to $15K | joint | 25 d | −0.1% | Filing |
| Nov 28, 2018 | HOLX Hologic, Inc. | Purchase | $1,001 to $15K | self | 14 d | – | Filing |
| Nov 28, 2018 | AGN Allergan plc | Sale | $1,001 to $15K | self | 14 d | – | Filing |
| Jul 27, 2018 | UNFI United Natural Foods, Inc. | Sale | $1,001 to $15K | self | 5 d | – | Filing |
| Jul 5, 2018 | DHR Danaher Corporation | Sale | $1,001 to $15K | joint | 13 d | +1.6% | Filing |
| Mar 9, 2018 | XLNX Xilinx, Inc. | Sale | $1,001 to $15K | joint | 3 d | – | Filing |
| Mar 9, 2018 | VRTX Vertex Pharmaceuticals Incorporated | Sale | $1,001 to $15K | joint | 3 d | −1.1% | Filing |
| Mar 9, 2018 | VWO Vanguard FTSE Emerging Markets ETF | Sale | $1,001 to $15K | joint | 3 d | – | Filing |
| Mar 9, 2018 | TMO Thermo Fisher Scientific Inc. | Sale | $1,001 to $15K | joint | 3 d | +2.5% | Filing |
| Mar 9, 2018 | SYK Stryker Corporation | Sale | $1,001 to $15K | joint | 3 d | −1.8% | Filing |