Sen. Thom Tillis
Republican · Senator from NC
No test fits; open questions on disclosure timeliness.
Scorecard
Select a test to see the estimate, interval, adjusted p-values and robustness checks.
T7Disclosure timeliness3 of 100 trades (3.0%) were disclosed late; median lag 13 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 0.030, Wilson [0.012, 0.073]; 90th percentile lag 13 days; longest 319 days.
- Evidence
- Descriptive
- Late share
- 3.0% [1.2%, 7.3%] 90%
All computed statistics (15)
| n | 100 |
| amendment_rows_excluded | 0 |
| late | 3 |
| late_from_trade | 3 |
| excused_by_notification | 0 |
| late_share | 0.0300 |
| late_ci | [0.0121, 0.0727] |
| median_lag | 13 |
| p90_lag | 13 |
| max_lag | 319 |
| filings | 4 |
| late_filings | 2 |
| late_priced | 1 |
| timely_priced | 14 |
| late_priced_dates | 1 |
T1Trade size99% of 98 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 0.990, 90% Wilson [0.956, 0.998]. 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
- 99.0% [95.6%, 99.8%] 90%
- p-value
- 1.000
- Holm-adjusted p
- 1.000
- BH q-value
- 1.000
All computed statistics (9)
| n | 98 |
| lowest_band_share | 0.9898 |
| lowest_band_ci | [0.9556, 0.9977] |
| share_over_50k | 0 |
| max_z | 0 |
| size_gap | 0 |
| size_gap_p | 1 |
| event_linked | 1 |
| event_linked_outliers | 0 |
T2Breadth and concentration96 different companies; the effective number of equally sized positions is 66 and trading spans 81% 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 0.015 (identified set [0.010, 0.167]); trade-count HHI 0.011 vs. 95th percentile 0.015 of 98 random draws from all congressional trades (p = 0.996). Normalized sector entropy 0.81 [0.76, 0.86]. Top three issuers (AQFH, NICE, ABCO) carry at least 1% of dollar volume.
- Evidence
- Statistical
- Effective number of issuers
- 66 [6, 96] 90%
All computed statistics (13)
| n | 98 |
| issuers | 96 |
| hhi_mid | 0.0151 |
| hhi_bounds | [0.0104, 0.1666] |
| n_eff | 66.4061 |
| hhi_count | 0.0106 |
| peer_benchmark_p95 | 0.0148 |
| peer_benchmark_p | 0.9960 |
| sector_entropy | 0.8148 |
| sector_entropy_ci | [0.7610, 0.8613] |
| top3_share_lower | 0.0134 |
| top3 | [AQFH, NICE, ABCO] |
| top3_tied_to_events | false |
T3Cadence and event proximity17% of trading days were batches of three or more companies; 0% of trades look routine; 1.0% of trades came within five trading days before a large company-specific move (chance alone: 1.0%).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 1/6, Wilson [0.04, 0.50]; index of dispersion 88.30 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.010 vs. circular-shift null mean 0.010, p = 0.560.
- Evidence
- Statistical
- Batch-day share
- 16.7% [3.8%, 50.2%] 90%
- p-value
- 0.560
- Holm-adjusted p
- 1.000
- BH q-value
- 0.941
All computed statistics (14)
| n | 98 |
| trade_days | 6 |
| batch_share_trades | 0.9490 |
| batch_day_share | 0.1667 |
| batch_day_ci | [0.0381, 0.5024] |
| dispersion_index | 88.3012 |
| dispersion_p | 0 |
| routine_share | 0 |
| proximity_share | 0.0102 |
| proximity_null_mean | 0.0101 |
| proximity_null_p95 | 0.0316 |
| proximity_p | 0.5600 |
| proximity_nonroutine | 0.0102 |
| 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 overlap33% of the member's mapped trading by dollar value was in industries their committees oversee, against 42% 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 JCSE, SSBK, SSFI, SSJU, SSVA; jurisdiction sectors Aerospace & Defense, Broadline Retail, Distillers & Vintners, Financials, Health Care, Health Care Facilities, Health Care Services, Interactive Media & Services, Life & Health Insurance, Pharmaceuticals, Real Estate, Tobacco. Dollar share 0.333 (identified set [0.032, 0.882], bootstrap 0.060-0.747); benchmarks S&P 500 0.378, congressional peers 0.421.
- Evidence
- Descriptive
- Jurisdiction excess share
- -8.8% [-36.2%, 32.6%] 90%
- Margin δ
- 0.5% per trade over 21 days
All computed statistics (15)
| n | 51 |
| in_jurisdiction_trades | 17 |
| share | 0.3333 |
| share_bounds | [0.0323, 0.8822] |
| share_ci | [0.0597, 0.7474] |
| benchmark_sp500 | 0.3782 |
| benchmark_peers | 0.4214 |
| excess | -0.0881 |
| excess_ci | [-0.3617, 0.3261] |
| committees | [JCSE, SSBK, SSFI, SSJU, SSVA] |
| jurisdiction_sectors | [Aerospace & Defense, Broadline Retail, Distillers & Vintners, Financials, Health Care, Health Care Facilities, Health Care Services, Interactive Media & Services, Life & Health Insurance, Pharmaceuticals, Real Estate, Tobacco] |
| 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 2% 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 -0.0482, 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 | -0.0482 |
| posterior_mean | -0.0028 |
| posterior_sd | 0.0015 |
| congress_mean | -0.0028 |
| tau2 | 0 |
| percentile | 0.0224 |
| members_compared | 134 |
| lower95 | -0.0058 |
T13Co-trading with other members1% of trades had another member trading the same stock the same way within a week (chance alone: 1%).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 0.010; circular-shift null mean 0.008, 95th pct 0.031, p = 0.480.
- Evidence
- Statistical
- Co-traded share
- 1.0%
- Robust to variants
- Yes
All computed statistics (7)
| n | 98 |
| cotraded_share | 0.0102 |
| null_mean | 0.0082 |
| null_p95 | 0.0306 |
| excess_p | 0.4800 |
| cotraded_share_wo_top | 0.0102 |
| excess_p_wo_top | 0.4800 |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Without M001157, the member with the most trades, in the co-trade index | Does not fit | 1.0% |
T15Short-swing round tripsNo purchase and sale of the same stock within six months.Does not fit
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
No purchase and sale of the same stock within six months.
- Evidence
- Descriptive
- Margin δ
- 0.5% per trade over 21 days
All computed statistics (2)
| round_trips | 0 |
| share_in_round_trips | 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 15 priced trades, purchases and sales moved 4.82% 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) = -0.0482; 90% KP interval [-0.1111, 0.0147]; t_BMP = -2.45, r-bar = 0.101, t_KP = -1.50, Patell Z = -2.07, Corrado Z = -2.38. Dollar-weighted identified set [-0.1650, 0.0291].
- Evidence
- Statistical
- Mean signed 21-day CAR
- −4.82% [−11.11%, +1.47%] 90%
- p-value
- 0.922
- 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 | 15 |
| theta | -0.0482 |
| ci | [-0.1111, 0.0147] |
| p | 0.9215 |
| t_kp | -1.4958 |
| rbar | 0.1010 |
| se_cs | 0.0218 |
| se_kp | 0.0357 |
| t_cs | -2.2126 |
| t_bmp | -2.4511 |
| patell_z | -2.0739 |
| corrado_z | -2.3767 |
| dollar_weighted_bounds | [-0.1650, 0.0291] |
| calendar_time | – |
| calendar_alpha_ci | [–, –] |
| by_horizon | [object Object] |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Horizon 5 days | Open question | −0.21% |
| Horizon 63 days | Open question | −4.04% |
| Excluding largest batch date | Not assessed | – |
| Self-owned accounts only | Open question | −4.82% |
| Dollar-weighted (bounds) | Open question | +2.91% |
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 overlap4 priced trades fell in affected industries in the 30 days before the member's committee events and 11 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
4 priced trades fell in affected industries in the 30 days before the member's committee events and 11 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 | 4 |
| n_other | 11 |
| events | 3300 |
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 2015-02-16 (permutation p = 0.002).
- Evidence
- Descriptive
All computed statistics (5)
| changepoint | 2015-02-16 |
| changepoint_LR | 14.9579 |
| changepoint_p | 0.0020 |
| tradeday_rate_before | 0.2857 |
| tradeday_rate_after | 0.0020 |
T12Anticipation of large stock moves3 trades were followed within two weeks by a large company-specific move; 1 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 0.33, Clopper-Pearson [0.02, 0.86], exact one-sided p = 0.875; threshold |AR| > 3 sigma.
- Evidence
- Statistical
- Hit rate
- 33.3% [1.7%, 86.5%] 90%
- p-value
- 0.875
- Holm-adjusted p
- 1.000
- BH q-value
- 1.000
- Margin δ
- 10 points above a coin flip
All computed statistics (6)
| n | 3 |
| hits | 1 |
| hit_rate | 0.3333 |
| ci | [0.0170, 0.8647] |
| priced | 16 |
| share_followed | 0.1875 |
T14Family-account trades1% of trades were in a spouse's or dependent's name; returns not computed for them.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
1% of trades were in a spouse's or dependent's name; returns not computed for them.
- Evidence
- Descriptive
- Margin δ
- 0.5% per trade over 21 days
All computed statistics (3)
| family_trades | 1 |
| family_share | 0.0103 |
| owner_unknown | 1 |
Documented episodes
Trades placed near a documented market or policy event, and which way the market moved next.
1 trade(s) in the prior five trading days+5.05%
S&P 500 (SPY) daily move (Dec 26, 2018)
Wrong way.
Largest positions traded
| Company | Trades | Disclosed value |
|---|---|---|
| AQFH Aquesta Financial Holdings, Inc. | 2 | $16K to $65K |
| AQFH-Aquesta Financial Holdings, Inc. | 1 | $15K to $50K |
| NICE NICE Systems Ltd. (NASDAQ) | 2 | $2,002 to $30K |
| JCOM j2 Global, Inc. (NASDAQ) | 1 | $1,001 to $15K |
| WST West Pharmaceutical Services, Inc. (NYSE) | 1 | $1,001 to $15K |
| WAL Western Alliance Bancorporation (NYSE) | 1 | $1,001 to $15K |
| WAGE WageWorks, Inc. (NYSE) | 1 | $1,001 to $15K |
| VSI Vitamin Shoppe, Inc. (NYSE) | 1 | $1,001 to $15K |
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 | |
|---|---|---|---|---|---|---|---|
| Aug 30, 2022 | KD KD | Sale | $1,001 to $15K | unknown | 319 d | – | Senate eFD search |
| Dec 20, 2018 | CVS CVS Health CorporationCommittee | Sale | $1,001 to $15K | joint | 69 d | +2.9% | Filing |
| Dec 20, 2018 | Victory Portfolio Munder Multi-Cap Mutual Fund Company: Munder Funds (Coloumbus, OH) | Sale | $1,001 to $15K | joint | 69 d | – | Filing |
| Feb 3, 2017 | AQFH Aquesta Financial Holdings, Inc. | Sale | $1,001 to $15K | joint | 14 d | – | Filing |
| Feb 1, 2017 | AQFH Aquesta Financial Holdings, Inc. | Sale | $15K to $50K | joint | 16 d | – | Filing |
| Jan 26, 2017 | AQFH-Aquesta Financial Holdings, Inc. | Sale | $15K to $50K | joint | 22 d | – | Filing |
| Feb 13, 2015 | JCOM j2 Global, Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | WST West Pharmaceutical Services, Inc. (NYSE)Committee | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | WAL Western Alliance Bancorporation (NYSE)Committee | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | WAGE WageWorks, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | VSI Vitamin Shoppe, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | TYPE Monotype Imaging Holdings Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | TXRH Texas Roadhouse, Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | TUMI Tumi Holdings, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | TTC The Toro Company (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | TNGO Tangoe, Inc. (NASDAQ) | Sale | $1,001 to $15K | spouse | 13 d | – | Filing |
| Feb 13, 2015 | THS Treehouse Foods, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | THRM Gentherm Incorporated (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | −3.1% | Filing |
| Feb 13, 2015 | TECH Bio-Techne Corp. (NASDAQ)Committee | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | TCBI Texas Capital BancShares Inc. (NASDAQ)Committee | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | SXT Sensient Technologies Corporation (NYSE) | Sale | $1,001 to $15K | joint | 13 d | −1.9% | Filing |
| Feb 13, 2015 | SWI SolarWinds, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | SSB South State Corporation (NASDAQ)Committee | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | SQI SciQuest, Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | SPSC SPS Commerce, Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | SMTC Semtech Corporation (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | SIGI Selective Insurance Group Inc. (NASDAQ)Committee | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | SHOO Steven Madden, Ltd. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | +5.4% | Filing |
| Feb 13, 2015 | SGY Stone Energy Corp. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | RRTS Roadrunner Transportation Systems, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | +2.9% | Filing |
| Feb 13, 2015 | ROLL RBC Bearings Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | RBA Ritchie Bros. Auctioneers Incorporated (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | RAVN Raven Industries Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | QLIK Qlik Technologies, Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | PRLB Proto Labs, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | PRIM Primoris Services Corporation (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | PRAA PRA Group, Inc. (NASDAQ)Committee | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | PRA ProAssurance Corporation (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | POWI Power Integrations Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | PLT Plantronics, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | PLKI Popeyes Louisiana Kitchen, Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | PEB Pebblebrook Hotel Trust (NYSE)Committee | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | PBH Prestige Brands Holdings, Inc. (NYSE)Committee | Sale | $1,001 to $15K | joint | 13 d | +1.3% | Filing |
| Feb 13, 2015 | OMCL Omnicell, Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | OFC Corporate Office Properties Trust (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | NSR NeuStar, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | NICE NICE Systems Ltd. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | MNRO Monro Muffler Brake Inc. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |
| Feb 13, 2015 | MG Mistras Group, Inc. (NYSE) | Sale | $1,001 to $15K | joint | 13 d | +2.2% | Filing |
| Feb 13, 2015 | MFRM Mattress Firm Holding Corp. (NASDAQ) | Sale | $1,001 to $15K | joint | 13 d | – | Filing |