Rep. John B. Larson
Democrat · Representative, CT-1
No test fits; open questions on direction before market-wide shocks, disclosure timeliness, short-swing round trips.
Scorecard
Select a test to see the estimate, interval, adjusted p-values and robustness checks.
T5Direction before market-wide shocksBefore 2 large market moves, the member's net trading pointed the right way 2 times.Open question
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 1.00, Clopper-Pearson 90% [0.22, 1.00]; exact one-sided p = 0.250; magnitude-weighted sign-flip p = 0.250. 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
- 100.0% [22.4%, 100.0%] 90%
- p-value
- 0.250
- Holm-adjusted p
- 1.000
- BH q-value
- 1.000
- Margin δ
- 10 points above a coin flip
All computed statistics (7)
| n_episodes | 2 |
| hits | 2 |
| hit_rate | 1 |
| ci | [0.2236, 1] |
| p_exact | 0.2500 |
| p_magnitude | 0.2497 |
| episodes | [[object Object], [object Object]] |
T7Disclosure timeliness6 of 195 trades (3.1%) were disclosed late; median lag 19 days. Another 7 were over 45 days from the trade but filed within 30 days of the stated notification date.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 0.031, Wilson [0.016, 0.058]; 90th percentile lag 44 days; longest 972 days.
- Evidence
- Descriptive
- Late share
- 3.1% [1.6%, 5.8%] 90%
- Robust to variants
- Yes
All computed statistics (15)
| n | 195 |
| amendment_rows_excluded | 0 |
| late | 6 |
| late_from_trade | 13 |
| excused_by_notification | 7 |
| late_share | 0.0308 |
| late_ci | [0.0160, 0.0584] |
| median_lag | 19 |
| p90_lag | 44 |
| max_lag | 972 |
| filings | 68 |
| late_filings | 3 |
| late_priced | 2 |
| timely_priced | 76 |
| late_priced_dates | 1 |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Late from the trade date alone, ignoring notification dates | Open question | 6.7% |
T15Short-swing round trips6 buy-and-sell round trips within six months; in the month after opening, those positions moved +1.28% 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) 0.0128 [-0.0378, 0.0635], t_KP = 0.52, over 3 priced openings. Realized market-adjusted return to the closing trade averaged -4.53% (win rate 33%); it is shown for context only because exit timing is chosen after the fact.
- Evidence
- Statistical
- Opening-trade signed 21-day CAR
- +1.28% [−3.78%, +6.35%] 90%
- p-value
- 0.326
- 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 | 6 |
| share_in_round_trips | 0.1091 |
| priced | 3 |
| realized_mean | -0.0453 |
| realized_win_rate | 0.3333 |
| opening_car | 0.0128 |
| ci | [-0.0378, 0.0635] |
| p | 0.3263 |
| openings_priced | 3 |
T1Trade size98% of 110 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 0.982, 90% Wilson [0.947, 0.994]. 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
- 98.2% [94.7%, 99.4%] 90%
- p-value
- 1.000
- Holm-adjusted p
- 1.000
- BH q-value
- 1.000
All computed statistics (9)
| n | 110 |
| lowest_band_share | 0.9818 |
| lowest_band_ci | [0.9465, 0.9940] |
| share_over_50k | 0 |
| max_z | 0 |
| size_gap | 0 |
| size_gap_p | 1 |
| event_linked | 7 |
| event_linked_outliers | 0 |
T2Breadth and concentration47 different companies; the effective number of equally sized positions is 31 and trading spans 82% 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 0.033 (identified set [0.021, 0.243]); trade-count HHI 0.029 vs. 95th percentile 0.013 of 110 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.82 [0.80, 0.85]. Top three issuers (AGN, ZTS, JPM) carry at least 3% of dollar volume.
- Evidence
- Statistical
- Effective number of issuers
- 31 [4, 47] 90%
All computed statistics (13)
| n | 110 |
| issuers | 47 |
| hhi_mid | 0.0327 |
| hhi_bounds | [0.0213, 0.2434] |
| n_eff | 30.5482 |
| hhi_count | 0.0293 |
| peer_benchmark_p95 | 0.0131 |
| peer_benchmark_p | 0.0020 |
| sector_entropy | 0.8187 |
| sector_entropy_ci | [0.8047, 0.8528] |
| top3_share_lower | 0.0274 |
| top3 | [AGN, ZTS, JPM] |
| top3_tied_to_events | true |
T3Cadence and event proximity18% of trading days were batches of three or more companies; 0% of trades look routine; 6.4% of trades came within five trading days before a large company-specific move (chance alone: 4.6%).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 8/44, Wilson [0.11, 0.29]; index of dispersion 10.39 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.064 vs. circular-shift null mean 0.046, p = 0.232.
- Evidence
- Statistical
- Batch-day share
- 18.2% [10.6%, 29.5%] 90%
- p-value
- 0.232
- Holm-adjusted p
- 1.000
- BH q-value
- 0.651
All computed statistics (14)
| n | 110 |
| trade_days | 44 |
| batch_share_trades | 0.5909 |
| batch_day_share | 0.1818 |
| batch_day_ci | [0.1056, 0.2949] |
| dispersion_index | 10.3858 |
| dispersion_p | 0 |
| routine_share | 0 |
| proximity_share | 0.0636 |
| proximity_null_mean | 0.0460 |
| proximity_null_p95 | 0.0827 |
| proximity_p | 0.2320 |
| proximity_nonroutine | 0.0636 |
| proximity_routine | 0 |
T8Committee overlap24% of the member's mapped trading by dollar value was in industries their committees oversee, against 14% 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 HSWM; jurisdiction sectors Distillers & Vintners, Health Care, Life & Health Insurance, Tobacco. Dollar share 0.243 (identified set [0.028, 0.802], bootstrap 0.132-0.377); benchmarks S&P 500 0.139, congressional peers 0.119.
- Evidence
- Descriptive
- Jurisdiction excess share
- 10.4% [-0.7%, 23.9%] 90%
- Margin δ
- 0.5% per trade over 21 days
All computed statistics (15)
| n | 93 |
| in_jurisdiction_trades | 18 |
| share | 0.2429 |
| share_bounds | [0.0277, 0.8025] |
| share_ci | [0.1320, 0.3772] |
| benchmark_sp500 | 0.1386 |
| benchmark_peers | 0.1194 |
| excess | 0.1043 |
| excess_ci | [-0.0066, 0.2386] |
| committees | [HSWM] |
| jurisdiction_sectors | [Distillers & Vintners, Health Care, Life & Health Insurance, Tobacco] |
| regression_error | Error evaluating factor: TypeError: 'module' object is not callable y ~ J + C(sector) ^^^^^^^^^ |
| gamma1 | – |
| gamma1_ci | [–, –] |
| gamma1_p | – |
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 51% 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 -0.0014, 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 | -0.0014 |
| posterior_mean | -0.0028 |
| posterior_sd | 0.0015 |
| congress_mean | -0.0028 |
| tau2 | 0 |
| percentile | 0.5075 |
| members_compared | 134 |
| lower95 | -0.0058 |
T13Co-trading with other members19% of trades had another member trading the same stock the same way within a week (chance alone: 12%).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 0.191; circular-shift null mean 0.123, 95th pct 0.174, p = 0.050. Co-traded signed CAR -0.0072, p = 0.772.
- Evidence
- Statistical
- Co-traded share
- 19.1%
- p-value
- 0.772
- Holm-adjusted p
- 1.000
- BH q-value
- 0.902
- Robust to variants
- No, reading changes under some variants
All computed statistics (10)
| n | 110 |
| cotraded_share | 0.1909 |
| null_mean | 0.1234 |
| null_p95 | 0.1736 |
| excess_p | 0.0500 |
| cotraded_share_wo_top | 0.1545 |
| excess_p_wo_top | 0.0300 |
| cotraded_car | -0.0072 |
| cotraded_car_ci | [-0.0265, 0.0121] |
| cotraded_car_p | 0.7720 |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Without M001157, the member with the most trades, in the co-trade index | Open question | 15.5% |
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 78 priced trades, purchases and sales moved 0.14% 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) = -0.0014; 90% KP interval [-0.0135, 0.0106]; t_BMP = -0.64, r-bar = 0.018, t_KP = -0.41, Patell Z = -0.53, Corrado Z = -0.29. Dollar-weighted identified set [-0.0433, 0.0381]. Calendar-time alpha 5.89%/yr (NW t = 0.51, 576 days).
- Evidence
- Statistical
- Mean signed 21-day CAR
- −0.14% [−1.35%, +1.06%] 90%
- p-value
- 0.658
- 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 | 78 |
| theta | -0.0014 |
| ci | [-0.0135, 0.0106] |
| p | 0.6580 |
| t_kp | -0.4085 |
| rbar | 0.0182 |
| se_cs | 0.0046 |
| se_kp | 0.0072 |
| t_cs | -0.3063 |
| t_bmp | -0.6385 |
| patell_z | -0.5307 |
| corrado_z | -0.2863 |
| dollar_weighted_bounds | [-0.0433, 0.0381] |
| calendar_time | [object Object] |
| calendar_alpha_ci | [-5.32e-4, 9.99e-4] |
| by_horizon | [object Object] |
| Robustness variant | Reading | Estimate |
|---|---|---|
| Horizon 5 days | Open question | +0.25% |
| Horizon 63 days | Open question | +0.81% |
| Excluding largest batch date | Open question | +0.27% |
| Self-owned accounts only | Open question | −0.14% |
| Dollar-weighted (bounds) | Open question | +3.81% |
| Calendar-time alpha (annualized) | +5.89% |
T6Control and independenceTrading arrangement: not documented; trading during absence ran at nan times the normal rate.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
Trading arrangement: not documented; trading during absence ran at nan times the normal rate.
- Evidence
- Statistical
All computed statistics (6)
| rate_ratio | – |
| rate_ratio_ci | [0, –] |
| rate_ratio_batchdays | – |
| rate_ratio_batchdays_ci | [0, –] |
| absence_days | 0 |
| trades_in_absence | 0 |
T9Policy-topic overlap17 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 8 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
17 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 8 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 | 17 |
| n_other | 61 |
| trade_dates | 8 |
| events | 1493 |
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 2019-01-10 (permutation p = 0.100).
- Evidence
- Descriptive
All computed statistics (5)
| changepoint | 2019-01-10 |
| changepoint_LR | 8.6696 |
| changepoint_p | 0.1000 |
| tradeday_rate_before | 0.0323 |
| tradeday_rate_after | 0.0041 |
T12Anticipation of large stock moves8 trades were followed within two weeks by a large company-specific move; 3 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 [0.11, 0.71], exact one-sided p = 0.855; threshold |AR| > 3 sigma.
- Evidence
- Statistical
- Hit rate
- 37.5% [11.1%, 71.1%] 90%
- p-value
- 0.855
- Holm-adjusted p
- 1.000
- BH q-value
- 1.000
- Margin δ
- 10 points above a coin flip
All computed statistics (6)
| n | 8 |
| hits | 3 |
| hit_rate | 0.3750 |
| ci | [0.1111, 0.7108] |
| priced | 78 |
| share_followed | 0.1026 |
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.
1 trade(s) in the prior five trading days-1.98%
S&P 500 (SPY) daily move (Oct 9, 2014)
Right way.
2 trade(s) in the prior five trading days-3.17%
S&P 500 (SPY) daily move (Oct 10, 2018)
Right way.
Largest positions traded
| Company | Trades | Disclosed value |
|---|---|---|
| DHR Danaher Corp | 4 | Over $3,003 |
| UTX United Technologies Corp | 4 | Over $3,003 |
| CVS CVS Health Corp | 2 | Over $1,001 |
| Genesee and Wyoming Inc | 2 | Over $1,001 |
| Zoetis Inc Com | 1 | Over $0 |
| Mondelez Intl Inc Com | 1 | Over $0 |
| United States Treasury | 3 | $45K to $150K |
| JPM JPMorgan Chase & Co | 8 | $8,008 to $120K |
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 | |
|---|---|---|---|---|---|---|---|
| Dec 18, 2019 | ADBE Adobe Inc. | Sale | $1,001 to $15K | self | 44 d | −0.0% | Filing |
| Dec 18, 2019 | Alcoa Inc | Sale | $15K to $50K | self | 44 d | – | Filing |
| Dec 18, 2019 | Allergan Inc | Sale | $1,001 to $15K | self | 44 d | – | Filing |
| Dec 18, 2019 | APH Amphenol Corporation | Sale | $1,001 to $15K | self | 44 d | +0.2% | Filing |
| Dec 18, 2019 | AAPL Apple Inc. | Sale | $1,001 to $15K | self | 44 d | −0.9% | Filing |
| Dec 18, 2019 | Autozone Inc Note Call | Sale | $15K to $50K | self | 44 d | – | Filing |
| Dec 18, 2019 | Constellation Brands Inc Note | Sale | $15K to $50K | self | 44 d | – | Filing |
| Dec 18, 2019 | STZ Constellation Brands, Inc.Committee | Sale | $1,001 to $15K | self | 44 d | −2.1% | Filing |
| Dec 18, 2019 | COST Costco Wholesale Corporation | Sale | $1,001 to $15K | self | 44 d | +0.4% | Filing |
| Dec 18, 2019 | DHR Danaher CorporationCommittee | Sale | $1,001 to $15K | self | 44 d | −0.3% | Filing |
| Dec 18, 2019 | ENB Enbridge Inc | Sale | $1,001 to $15K | self | 44 d | −0.4% | Filing |
| Dec 18, 2019 | FTV Fortive Corporation | Sale | $1,001 to $15K | self | 44 d | +1.9% | Filing |
| Dec 18, 2019 | HD Home Depot, Inc. | Sale | $1,001 to $15K | self | 44 d | +0.4% | Filing |
| Dec 18, 2019 | ILMN Illumina, Inc.Committee | Sale | $1,001 to $15K | self | 44 d | −0.4% | Filing |
| Dec 18, 2019 | IQV IQVIA Holdings, Inc.Committee | Sale | $1,001 to $15K | self | 44 d | −3.1% | Filing |
| Dec 18, 2019 | JPM JP Morgan Chase & Co. | Sale | $1,001 to $15K | self | 44 d | +1.0% | Filing |
| Dec 18, 2019 | KMI Kinder Morgan, Inc. | Sale | $1,001 to $15K | self | 44 d | −0.7% | Filing |
| Dec 18, 2019 | MA Mastercard Incorporated | Sale | $1,001 to $15K | self | 44 d | +0.7% | Filing |
| Dec 18, 2019 | MCD Mcdonald's Corporation | Sale | $1,001 to $15K | self | 44 d | −0.1% | Filing |
| Dec 18, 2019 | MTD Mettler-Toledo International, Inc.Committee | Sale | $1,001 to $15K | self | 44 d | −0.2% | Filing |
| Dec 18, 2019 | MSFT Microsoft Corporation | Sale | $1,001 to $15K | self | 44 d | −0.6% | Filing |
| Dec 18, 2019 | MDLZ Mondelez International, Inc. - Class A | Sale | $1,001 to $15K | self | 44 d | +0.6% | Filing |
| Dec 18, 2019 | NSRGY Nestle SA Sponsored ADR representing Registered Shares Series B | Sale | $1,001 to $15K | self | 44 d | −1.7% | Filing |
| Dec 18, 2019 | Omnicom Group Inc | Sale | $15K to $50K | self | 44 d | – | Filing |
| Dec 18, 2019 | PBCT People's United Financial, Inc. | Sale | $1,001 to $15K | self | 44 d | – | Filing |
| Dec 18, 2019 | ROLL RBC Bearings Incorporated | Sale | $1,001 to $15K | self | 44 d | – | Filing |
| Dec 18, 2019 | SSNC SS&C Technologies Holdings, Inc. | Sale | $1,001 to $15K | self | 44 d | +1.5% | Filing |
| Dec 18, 2019 | SBUX Starbucks Corporation | Sale | $1,001 to $15K | self | 44 d | +1.3% | Filing |
| Dec 18, 2019 | TRP TC Energy Corporation | Sale | $1,001 to $15K | self | 44 d | −1.2% | Filing |
| Dec 18, 2019 | TMO Thermo Fisher Scientific IncCommittee | Sale | $1,001 to $15K | self | 44 d | −0.1% | Filing |
| Dec 18, 2019 | UTX United Technologies Corporation | Sale | $1,001 to $15K | self | 44 d | – | Filing |
| Dec 18, 2019 | UNH UnitedHealth Group Incorporated Common StockCommittee | Sale | $1,001 to $15K | self | 44 d | −0.1% | Filing |
| Dec 18, 2019 | WY Weyerhaeuser Company | Sale | $1,001 to $15K | self | 44 d | +1.1% | Filing |
| Dec 18, 2019 | ZTS Zoetis Inc. Class ACommittee | Sale | $15K to $50K | self | 44 d | −2.9% | Filing |
| Feb 7, 2019 | PEOPLES UTD FINL INC CoM | Purchase | $1,001 to $15K | self | 29 d | – | Filing |
| Jan 9, 2019 | STZ Constellation Brands IncCommittee | Purchase | $1,001 to $15K | self | 28 d | +5.5% | Filing |
| Dec 17, 2018 | Anheuser-Busch Inbev | Sale | $1,001 to $15K | self | 31 d | – | Filing |
| Dec 17, 2018 | STZ Constellation Brands IncCommittee | Purchase | $1,001 to $15K | self | 31 d | −6.9% | Filing |
| Dec 6, 2018 | C Citigroup Inc | Sale | $1,001 to $15K | self | 13 d | +5.2% | Filing |
| Oct 26, 2018 | SS&C Technologies Hidgs Inc | Exchange | $1,001 to $15K | self | 20 d | – | Filing |
| Oct 25, 2018 | STZ Constellation Brands IncCommittee | Exchange | $1,001 to $15K | self | 21 d | – | Filing |
| Oct 24, 2018 | AA Alcoa Inc | Exchange | $15K to $50K | self | 22 d | – | Filing |
| Oct 12, 2018 | United States Treasury | Purchase | $15K to $50K | self | 20 d | – | Filing |
| Oct 8, 2018 | AAPL Apple Inc | Sale | $1,001 to $15K | self | 14 d | −1.9% | Filing |
| Oct 5, 2018 | Adobe Sys Inc | Sale | $1,001 to $15K | self | 17 d | – | Filing |
| Oct 5, 2018 | Fortive Corp Com | Sale | $1,001 to $15K | self | 17 d | – | Filing |
| Oct 5, 2018 | JPM JPMorgan Chase & Co | Sale | $1,001 to $15K | self | 17 d | +2.2% | Filing |
| Oct 5, 2018 | Mondelez Intl Inc Com | Sale | Over $0 | self | 17 d | – | Filing |
| Oct 5, 2018 | RBC Bearings Inc | Sale | $1,001 to $15K | self | 17 d | – | Filing |
| Oct 5, 2018 | Westlake Chem Corp | Sale | $1,001 to $15K | self | 17 d | – | Filing |