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U.S. House of Representatives

Rep. Robert C. "Bobby" Scott

Democrat · Representative, VA-3

BudgetEducation and Workforce
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; screening signal on cadence and event proximity (weaker evidence than a fit).

Trades disclosed
29
Oct 24, 2013 to Dec 28, 2021
Companies traded
27
Disclosed value
$183K–$745K
Sum of reported ranges
Filed after 45 days
3
Median filing lag 13 days

Scorecard

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

T2Breadth and concentration22 different companies; the effective number of equally sized positions is 9 and trading spans 72% 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 0.108 (identified set [0.045, 0.361]); trade-count HHI 0.047 vs. 95th percentile 0.055 of 23 random draws from all congressional trades (p = 0.476). Normalized sector entropy 0.72 [0.65, 0.84]. Top three issuers (PAYX, ADP, SYY) carry at least 14% of dollar volume.

Evidence
Statistical
Effective number of issuers
9 [3, 22] 90%
0Estimate
This member9
All computed statistics (13)
n23
issuers22
hhi_mid0.1084
hhi_bounds[0.0455, 0.3611]
n_eff9.2269
hhi_count0.0473
peer_benchmark_p950.0548
peer_benchmark_p0.4760
sector_entropy0.7213
sector_entropy_ci[0.6508, 0.8410]
top3_share_lower0.1390
top3[PAYX, ADP, SYY]
top3_tied_to_eventstrue
T3Cadence and event proximity43% of trading days were batches of three or more companies; 0% of trades look routine; 21.7% of trades came within five trading days before a large company-specific move (chance alone: 5.1%).Screening signal

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 3/7, Wilson [0.19, 0.71]; index of dispersion 5.77 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.217 vs. circular-shift null mean 0.051, p = 0.042.

Evidence
Statistical
Batch-day share
42.9% [18.6%, 71.1%] 90%
p-value
0.042
Holm-adjusted p
0.210
BH q-value
0.353
0Estimate
This member42.9%
All computed statistics (14)
n23
trade_days7
batch_share_trades0.7826
batch_day_share0.4286
batch_day_ci[0.1864, 0.7105]
dispersion_index5.7745
dispersion_p0
routine_share0
proximity_share0.2174
proximity_null_mean0.0505
proximity_null_p950.1739
proximity_p0.0420
proximity_nonroutine0.2174
proximity_routine0
T4Event timing (abnormal returns)Across 21 priced trades, purchases and sales moved 1.83% in the trade's direction relative to the market over the next month on average.Open question

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) = 0.0183; 90% KP interval [-0.0125, 0.0490]; t_BMP = 1.92, r-bar = 0.037, t_KP = 1.42, Patell Z = 1.82, Corrado Z = 2.04. Dollar-weighted identified set [-0.0206, 0.0599]. Calendar-time alpha 14.51%/yr (NW t = 0.35, 110 days).

Evidence
Statistical
Mean signed 21-day CAR
+1.83% [−1.25%, +4.90%] 90%
p-value
0.361
Holm-adjusted p
1.000
BH q-value
0.983
Margin δ
0.5% per trade over 21 days
Robust to variants
Yes
0δEstimate
This member+1.83%
All computed statistics (16)
n21
theta0.0183
ci[-0.0125, 0.0490]
p0.0852
t_kp1.4221
rbar0.0374
se_cs0.0132
se_kp0.0178
t_cs1.3779
t_bmp1.9160
patell_z1.8185
corrado_z2.0365
dollar_weighted_bounds[-0.0206, 0.0599]
calendar_time[object Object]
calendar_alpha_ci[-0.0022, 0.0034]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.29%
Horizon 63 daysOpen question+2.95%
Excluding largest batch dateOpen question+2.63%
Self-owned accounts onlyOpen question+1.83%
Dollar-weighted (bounds)Open question+5.99%
Calendar-time alpha (annualized)+14.51%
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 = 0.256. 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
0δEstimate
This member100.0%
All computed statistics (7)
n_episodes2
hits2
hit_rate1
ci[0.2236, 1]
p_exact0.2500
p_magnitude0.2562
episodes[[object Object], [object Object]]
T7Disclosure timeliness12 of 29 trades (41.4%) 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 0.414, Wilson [0.277, 0.565]; 90th percentile lag 632 days; longest 721 days.

Evidence
Descriptive
Late share
41.4% [27.7%, 56.5%] 90%
0Estimate
This member41.4%
All computed statistics (15)
n29
amendment_rows_excluded0
late12
late_from_trade12
excused_by_notification0
late_share0.4138
late_ci[0.2771, 0.5652]
median_lag13
p90_lag632
max_lag721
filings5
late_filings3
late_priced5
timely_priced16
late_priced_dates3
T8Committee overlap39% of the member's mapped trading by dollar value was in industries their committees oversee, against 0% for a comparable benchmark.Open question

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 HSBU, HSED; jurisdiction sectors Education Services, Human Resource & Employment Services. Dollar share 0.386 (identified set [0.092, 0.782], bootstrap 0.167-0.720); benchmarks S&P 500 0.004, congressional peers 0.003.

Evidence
Descriptive
Jurisdiction excess share
38.2% [16.3%, 71.6%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member38.2%
All computed statistics (15)
n21
in_jurisdiction_trades3
share0.3861
share_bounds[0.0923, 0.7822]
share_ci[0.1666, 0.7197]
benchmark_sp5000.0040
benchmark_peers0.0030
excess0.3821
excess_ci[0.1626, 0.7157]
committees[HSBU, HSED]
jurisdiction_sectors[Education 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–
T10Behavior after scrutinyAfter scrutiny on 2021-09-22, trading ran at 19.24 times its earlier rate.Open question

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
After scrutiny on 2021-09-22, trading ran at 19.24 times its earlier rate. Change point 2014-01-29 (p = 0.016).

Evidence
Statistical
Rate ratio after/before
19.24 [8.52, 41.87] 90%
0Estimate
This member19.24
All computed statistics (8)
changepoint2014-01-29
changepoint_LR11.2921
changepoint_p0.0160
tradeday_rate_before0.0435
tradeday_rate_after0.0019
scrutiny_date2021-09-22
rate_ratio19.2391
rate_ratio_ci[8.5217, 41.8678]
T1Trade size87% of 23 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 0.870, 90% Wilson [0.715, 0.947]. 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
87.0% [71.5%, 94.7%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member87.0%
All computed statistics (9)
n23
lowest_band_share0.8696
lowest_band_ci[0.7147, 0.9466]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked5
event_linked_outliers0
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 89% 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 0.0183, 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)
raw0.0183
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.8881
members_compared134
lower95-0.0058
T13Co-trading with other members0% 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 0.000; circular-shift null mean 0.071, 95th pct 0.178, p = 1.000.

Evidence
Statistical
Co-traded share
0.0%
Robust to variants
Yes
All computed statistics (7)
n23
cotraded_share0
null_mean0.0707
null_p950.1783
excess_p1
cotraded_share_wo_top0
excess_p_wo_top1
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit0.0%
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_trips0
share_in_round_trips0
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
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 overlap0 priced trades fell in affected industries in the 30 days before the member's committee events and 21 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
0 priced trades fell in affected industries in the 30 days before the member's committee events and 21 did not; at least 10 of each are needed to compare them.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (3)
n0
n_other21
events866
T12Anticipation of large stock moves7 trades were followed within two weeks by a large company-specific move; 4 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 0.57, Clopper-Pearson [0.23, 0.87], exact one-sided p = 0.500; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
57.1% [22.5%, 87.1%] 90%
p-value
0.500
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member57.1%
All computed statistics (6)
n7
hits4
hit_rate0.5714
ci[0.2253, 0.8712]
priced21
share_followed0.3333
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_trades0
owner_unknown0

Documented episodes

Trades placed near a documented market or policy event, and which way the market moved next.

Market move on 2014-01-24
–
3 trade(s) in the prior five trading days
-2.13%

S&P 500 (SPY) daily move (Jan 24, 2014)

Right way.

Market move on 2014-02-03
–
1 trade(s) in the prior five trading days
-2.25%

S&P 500 (SPY) daily move (Feb 3, 2014)

Right way.

Disclosed trades per monthPurchasesSales
20142015201620172018201920202021

Largest positions traded

CompanyTradesDisclosed value
Days Ferry Productions LLC2$51K to $115K
Days Ferry Productions, LLC1$50K to $100K
PAYX Paychex, Inc.2$16K to $65K
Days Ferry Production, LLC1$15K to $50K
ADP Automatic Data Processing, Inc.1$15K to $50K
SYY Sysco Corporation1$15K to $50K
HNZ H. J. Heinz Co.1$1,001 to $15K
CVX Chevron Corporation1$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.

JSON · CSV
29 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Dec 28, 2021APD Air Products and Chemicals, Inc.Sale$1,001 to $15Kself13 d+1.1%Filing
Dec 28, 2021CSL Carlisle Companies IncorporatedSale$1,001 to $15Kself13 d−1.0%Filing
Dec 28, 2021FITB Fifth Third BancorpSale$1,001 to $15Kself13 d−6.2%Filing
Dec 28, 2021INTC Intel CorporationSale$1,001 to $15Kself13 d−3.1%Filing
Dec 28, 2021IFF International Flavors & Fragrances, Inc.Sale$1,001 to $15Kself13 d−1.1%Filing
Dec 28, 2021JPM JP Morgan Chase & Co.Sale$1,001 to $15Kself13 d−5.3%Filing
Dec 28, 2021LIN Linde plc Ordinary ShareSale$1,001 to $15Kself13 d−0.1%Filing
Dec 28, 2021PFE Pfizer, Inc.Sale$1,001 to $15Kself13 d+6.7%Filing
Dec 28, 2021SHW Sherwin-Williams CompanySale$1,001 to $15Kself13 d+4.1%Filing
Dec 30, 2020CDK CDK Global, Inc.Sale$1,001 to $15Kself252 d–Filing
Dec 30, 2020CL Colgate-Palmolive CompanySale$1,001 to $15Kself252 d+5.2%Filing
Jun 16, 2020PAYX Paychex, Inc.CommitteeSale$15K to $50Kself9 d+2.8%Filing
Jun 16, 2020PAYX Paychex, Inc.CommitteeSale$1,001 to $15Kself9 d+2.8%Filing
Jun 16, 2020PG Procter & Gamble CompanySale$1,001 to $15Kself9 d+0.7%Filing
Jun 16, 2020SYY Sysco CorporationSale$15K to $50Kself9 d−3.5%Filing
Jun 16, 2020YUMC Yum China Holdings, Inc.Sale$1,001 to $15Kself9 d−7.1%Filing
Jun 16, 2020YUM Yum! Brands, Inc.Sale$1,001 to $15Kself9 d+4.0%Filing
Jul 26, 2017ADP Automatic Data Processing, Inc.CommitteeSale$15K to $50Kself6 d−8.9%Filing
Jul 3, 2017 Days Ferry Productions, LLCPurchase$50K to $100Kself29 d–Filing
Mar 29, 2017 Days Ferry Production, LLCPurchase$15K to $50Kself125 d–Filing
May 17, 2016 Days Ferry Productions LLCPurchase$50K to $100Kself441 d–Filing
Feb 17, 2016 Days Ferry Productions LLCPurchase$1,001 to $15Kself531 d–Filing
Jan 28, 2014AVY Avery Dennison CorporationSale$1,001 to $15Kself625 d+1.0%Filing
Jan 28, 2014 Bank Montreal QuebecSale$1,001 to $15Kself625 d–Filing
Jan 21, 2014CVX Chevron CorporationSale$1,001 to $15Kself632 d+0.5%Filing
Jan 21, 2014 Dominion Resources, Inc. Va NewSale$1,001 to $15Kself632 d–Filing
Jan 21, 2014JNJ Johnson & JohnsonSale$1,001 to $15Kself632 d+2.4%Filing
Jan 21, 2014VZ Verizon Communications Inc.Sale$1,001 to $15Kself632 d−1.0%Filing
Oct 24, 2013HNZ H. J. Heinz Co.Sale$1,001 to $15Kself721 d–Filing