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U.S. Senate

Sen. Bill Cassidy

Republican · Senator from LA

Energy and Natural ResourcesFinanceHealth, Education, Labor, and PensionsVeterans' Affairs
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; screening signal on cadence and event proximity, short-swing round trips (weaker evidence than a fit).

Trades disclosed
174
Sep 11, 2014 to Nov 5, 2020
Companies traded
61
Disclosed value
$230.2K–$2.8M
Sum of reported ranges
Filed after 45 days
4
Median filing lag 30 days

Scorecard

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

T3Cadence and event proximity45% of trading days were batches of three or more companies; 11% of trades look routine; 21.2% of trades came within five trading days before a large company-specific move (chance alone: 7.3%).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 14/31, Wilson [0.31, 0.60]; index of dispersion 14.09 (chi-square p = 0); routine share 0.11 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.212 vs. circular-shift null mean 0.073, p = 0.006.

Evidence
Statistical
Batch-day share
45.2% [31.4%, 59.7%] 90%
p-value
0.006
Holm-adjusted p
0.054
BH q-value
0.286
0Estimate
This member45.2%
All computed statistics (14)
n170
trade_days31
batch_share_trades0.8647
batch_day_share0.4516
batch_day_ci[0.3144, 0.5965]
dispersion_index14.0912
dispersion_p0
routine_share0.1059
proximity_share0.2118
proximity_null_mean0.0732
proximity_null_p950.1294
proximity_p0.0060
proximity_nonroutine0.1776
proximity_routine0.5000
T5Direction before market-wide shocksBefore 11 large market moves, the member's net trading pointed the right way 7 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 0.64, Clopper-Pearson 90% [0.35, 0.86]; exact one-sided p = 0.274; magnitude-weighted sign-flip p = 0.177. 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
63.6% [35.0%, 86.5%] 90%
p-value
0.274
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member63.6%
All computed statistics (7)
n_episodes11
hits7
hit_rate0.6364
ci[0.3498, 0.8649]
p_exact0.2744
p_magnitude0.1773
episodes[[object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object]]
T7Disclosure timeliness17 of 174 trades (9.8%) were disclosed late; median lag 30 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 0.098, Wilson [0.067, 0.141]; 90th percentile lag 243 days; longest 730 days.

Evidence
Descriptive
Late share
9.8% [6.7%, 14.1%] 90%
Robust to variants
Yes
0Estimate
This member9.8%
All computed statistics (15)
n174
amendment_rows_excluded0
late17
late_from_trade24
excused_by_notification7
late_share0.0977
late_ci[0.0666, 0.1411]
median_lag30
p90_lag243
max_lag730
filings28
late_filings3
late_priced17
timely_priced141
late_priced_dates3
Robustness variantReadingEstimate
Late from the trade date alone, ignoring notification datesOpen question13.8%
T15Short-swing round trips15 buy-and-sell round trips within six months; in the month after opening, those positions moved +3.90% in the trade's favour relative to the market.Screening signal

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) 0.0390 [0.0047, 0.0732], t_KP = 1.81, over 14 priced openings. Realized market-adjusted return to the closing trade averaged +5.15% (win rate 73%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+3.90% [+0.47%, +7.32%] 90%
p-value
0.046
Holm-adjusted p
0.372
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+3.90%
All computed statistics (9)
round_trips15
share_in_round_trips0.1765
priced15
realized_mean0.0515
realized_win_rate0.7333
opening_car0.0390
ci[0.0047, 0.0732]
p0.0465
openings_priced14
T1Trade size98% of 170 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 [0.957, 0.993]. 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% [95.7%, 99.3%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member98.2%
All computed statistics (9)
n170
lowest_band_share0.9824
lowest_band_ci[0.9567, 0.9929]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked36
event_linked_outliers0
T2Breadth and concentration57 different companies; the effective number of equally sized positions is 40 and trading spans 93% 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 0.025 (identified set [0.018, 0.192]); trade-count HHI 0.024 vs. 95th percentile 0.010 of 170 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.93 [0.92, 0.97]. Top three issuers (CVX, CMI, TM) carry at least 2% of dollar volume.

Evidence
Statistical
Effective number of issuers
40 [5, 57] 90%
0Estimate
This member40
All computed statistics (13)
n170
issuers57
hhi_mid0.0252
hhi_bounds[0.0175, 0.1924]
n_eff39.7417
hhi_count0.0245
peer_benchmark_p950.0098
peer_benchmark_p0.0020
sector_entropy0.9299
sector_entropy_ci[0.9177, 0.9655]
top3_share_lower0.0191
top3[CVX, CMI, TM]
top3_tied_to_eventstrue
T8Committee overlap30% of the member's mapped trading by dollar value was in industries their committees oversee, against 25% 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 SSEG, SSFI, SSHR, SSVA; jurisdiction sectors Copper, Distillers & Vintners, Energy, Gold, Health Care, Health Care Facilities, Health Care Services, Human Resource & Employment Services, Life & Health Insurance, Timber REITs, Tobacco, Utilities. Dollar share 0.301 (identified set [0.034, 0.842], bootstrap 0.232-0.406); benchmarks S&P 500 0.251, congressional peers 0.190.

Evidence
Descriptive
Jurisdiction excess share
5.0% [-2.0%, 15.4%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member5.0%
All computed statistics (15)
n158
in_jurisdiction_trades47
share0.3012
share_bounds[0.0340, 0.8418]
share_ci[0.2316, 0.4058]
benchmark_sp5000.2515
benchmark_peers0.1904
excess0.0497
excess_ci[-0.0199, 0.1543]
committees[SSEG, SSFI, SSHR, SSVA]
jurisdiction_sectors[Copper, Distillers & Vintners, Energy, Gold, Health Care, Health Care Facilities, Health Care Services, Human Resource & Employment Services, Life & Health Insurance, Timber REITs, Tobacco, Utilities]
regression_errorError evaluating factor: TypeError: 'module' object is not callable y ~ J + C(sector) + C(month) ^^^^^^^^^
gamma1–
gamma1_ci[–, –]
gamma1_p–
T9Policy-topic overlap40 trades in industries the member's committees oversee came in the month before a committee or floor action on a bill; they moved -1.11% in the trade's favour, -1.53% relative to the member's other trades.Does not fit

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
theta_9 = -0.0111; pre-event minus other trades = -0.0153 [-0.0303, 0.0043], p = 0.924; mean pre-trade drift psi = -0.0005.

Evidence
Statistical
Pre-event minus other trades, signed CAR
−1.53% [−3.03%, +0.43%] 90%
p-value
0.924
Holm-adjusted p
1.000
BH q-value
0.989
Margin δ
0.5% per trade
Robust to variants
No, reading changes under some variants
0δEstimate
This member−1.53%
All computed statistics (13)
n40
n_other118
theta9-0.0111
diff-0.0153
ci[-0.0303, 0.0043]
p0.9240
pre_trade_drift-5.15e-4
pre_trade_drift_significantfalse
events4692
events_by_kind[object Object]
affected_share_of_priced_trades0.2532
trade_dates17
placebo_reading–
Robustness variantReadingEstimate
Window 15 daysOpen question−0.37%
Window 60 daysOpen question−1.07%
Excluding largest batch dateOpen question−0.52%
Placebo: month after events–
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 59% 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
0δEstimate
This member−0.28%
All computed statistics (8)
raw2.64e-4
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.5896
members_compared134
lower95-0.0058
T13Co-trading with other members18% of trades had another member trading the same stock the same way within a week (chance alone: 15%).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 0.182; circular-shift null mean 0.147, 95th pct 0.201, p = 0.120. Co-traded signed CAR -0.0182, p = 0.818.

Evidence
Statistical
Co-traded share
18.2%
p-value
0.818
Holm-adjusted p
1.000
BH q-value
0.933
Robust to variants
Yes
All computed statistics (10)
n170
cotraded_share0.1824
null_mean0.1474
null_p950.2006
excess_p0.1200
cotraded_share_wo_top0.1706
excess_p_wo_top0.1300
cotraded_car-0.0182
cotraded_car_ci[-0.0467, 0.0102]
cotraded_car_p0.8180
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit17.1%
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
T4Event timing (abnormal returns)Across 158 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 [-0.0220, 0.0226]; t_BMP = 0.25, r-bar = 0.033, t_KP = 0.10, Patell Z = 0.30, Corrado Z = 0.25. Dollar-weighted identified set [-0.0690, 0.0636]. Calendar-time alpha -3.90%/yr (NW t = -0.24, 526 days).

Evidence
Statistical
Mean signed 21-day CAR
+0.03% [−2.20%, +2.26%] 90%
p-value
0.597
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
0δEstimate
This member+0.03%
All computed statistics (16)
n158
theta2.64e-4
ci[-0.0220, 0.0226]
p0.4615
t_kp0.0969
rbar0.0331
se_cs0.0053
se_kp0.0135
t_cs0.0496
t_bmp0.2453
patell_z0.2969
corrado_z0.2473
dollar_weighted_bounds[-0.0690, 0.0636]
calendar_time[object Object]
calendar_alpha_ci[-0.0012, 8.92e-4]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.34%
Horizon 63 daysOpen question+1.38%
Excluding largest batch dateOpen question+0.35%
Self-owned accounts onlyNot assessed–
Dollar-weighted (bounds)Open question+6.36%
Calendar-time alpha (annualized)−3.90%
T6Control and independenceTrading arrangement: not documented; trading during absence ran at 0.00 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 0.00 times the normal rate.

Evidence
Statistical
Absence rate ratio
0.00 [0.00, 2.84] 90%
0Estimate
This member0.00
All computed statistics (6)
rate_ratio0
rate_ratio_ci[0, 2.8374]
rate_ratio_batchdays0
rate_ratio_batchdays_ci[0, 16.1930]
absence_days10
trades_in_absence0
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 2014-09-12 (permutation p = 0.270).

Evidence
Descriptive
All computed statistics (5)
changepoint2014-09-12
changepoint_LR5.9650
changepoint_p0.2700
tradeday_rate_before1
tradeday_rate_after0.0187
T12Anticipation of large stock moves51 trades were followed within two weeks by a large company-specific move; 25 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 0.49, Clopper-Pearson [0.37, 0.61], exact one-sided p = 0.610; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
49.0% [36.8%, 61.3%] 90%
p-value
0.610
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member49.0%
All computed statistics (6)
n51
hits25
hit_rate0.4902
ci[0.3682, 0.6131]
priced158
share_followed0.3228
T14Family-account trades99% 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 [-0.0220, 0.0226], t_KP = 0.10.

Evidence
Statistical
Family-account signed CAR
+0.03% [−2.20%, +2.26%] 90%
p-value
0.461
Holm-adjusted p
1.000
BH q-value
0.908
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+0.03%
All computed statistics (8)
family_trades169
family_share0.9941
owner_unknown0
family_car2.64e-4
family_ci[-0.0220, 0.0226]
diff–
diff_ci[–, –]
diff_p–

Documented episodes

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

Market move on 2014-12-18
–
2 trade(s) in the prior five trading days
+2.47%

S&P 500 (SPY) daily move (Dec 18, 2014)

Right way.

Disclosed trades per monthPurchasesSales
201520162017201820192020

Largest positions traded

CompanyTradesDisclosed value
AAPL Apple Inc. (NASDAQ)10$10K to $150K
XOM Exxon Mobil Corporation6$6,006 to $90K
PG The Procter & Gamble Company6$6,006 to $90K
LOW Lowe's Companies, Inc.6$6,006 to $90K
MSFT Microsoft Corporation6$6,006 to $90K
DIS The Walt Disney Company6$6,006 to $90K
CSCO Cisco Systems, Inc.6$6,006 to $90K
CVS CVS Health Corporation6$6,006 to $90K

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
174 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Nov 5, 2020WMT Walmart Inc.Sale$1,001 to $15Kspouse33 d−2.6%Filing
Nov 5, 2020UPS United Parcel Service, Inc.Sale$1,001 to $15Kspouse33 d+0.9%Filing
Nov 5, 2020SBUX Starbucks CorporationSale$1,001 to $15Kspouse33 d−2.8%Filing
Nov 5, 2020PLD Prologis, Inc.Sale$1,001 to $15Kspouse33 d+4.1%Filing
Nov 5, 2020PG The Procter & Gamble CompanySale$1,001 to $15Kspouse33 d+1.0%Filing
Nov 5, 2020JPM JPMorgan Chase & Co.Sale$1,001 to $15Kspouse33 d−8.8%Filing
Nov 5, 2020MSFT Microsoft CorporationSale$1,001 to $15Kspouse33 d+5.1%Filing
Nov 5, 2020MDT Medtronic plcCommitteeSale$1,001 to $15Kspouse33 d−5.0%Filing
Nov 5, 2020LOW Lowe's Companies, Inc.Sale$1,001 to $15Kspouse33 d+8.3%Filing
Nov 5, 2020IBM International Business Machines CorporationSale$1,001 to $15Kspouse33 d−0.8%Filing
Nov 5, 2020DOW Dow Inc.Sale$1,001 to $15Kspouse33 d−3.6%Filing
Nov 5, 2020DIS The Walt Disney CompanySale$1,001 to $15Kspouse33 d−6.6%Filing
Nov 5, 2020CMCSA Comcast CorporationSale$1,001 to $15Kspouse33 d−7.3%Filing
Nov 5, 2020CSCO Cisco Systems, Inc.Sale$1,001 to $15Kspouse33 d−3.6%Filing
Nov 5, 2020CVS CVS Health CorporationCommitteeSale$1,001 to $15Kspouse33 d−12.4%Filing
Nov 5, 2020BLK BlackRock, Inc.Sale$1,001 to $15Kspouse33 d+2.4%Filing
Nov 5, 2020AAPL Apple Inc.Sale$1,001 to $15Kspouse33 d+1.7%Filing
Nov 5, 2020AMGN Amgen Inc.CommitteeSale$1,001 to $15Kspouse33 d−1.4%Filing
Sep 11, 2020AAPL Apple Inc.Sale$1,001 to $15Kspouse32 d+5.0%Filing
Aug 19, 2020SBUX Starbucks CorporationSale$1,001 to $15Kspouse30 d−3.3%Filing
Aug 19, 2020MSFT Microsoft CorporationSale$1,001 to $15Kspouse30 d−1.2%Filing
Aug 19, 2020LOW Lowe's Companies, Inc.Sale$1,001 to $15Kspouse30 d−3.3%Filing
Aug 19, 2020IBM International Business Machines CorporationSale$1,001 to $15Kspouse30 d+2.5%Filing
Aug 19, 2020DIS The Walt Disney CompanySale$1,001 to $15Kspouse30 d−0.6%Filing
Aug 19, 2020CMCSA Comcast CorporationSale$1,001 to $15Kspouse30 d+0.4%Filing
Aug 19, 2020CSCO Cisco Systems, Inc.Sale$1,001 to $15Kspouse30 d+2.0%Filing
Aug 19, 2020AAPL Apple Inc.Sale$1,001 to $15Kspouse30 d−4.6%Filing
Jul 15, 2020TROW T. Rowe Price Group, Inc.Sale$1,001 to $15Kspouse28 d−0.9%Filing
Jul 15, 2020PLD Prologis, Inc.Purchase$1,001 to $15Kspouse28 d+2.8%Filing
Mar 9, 2020WMT Walmart Inc.Sale$1,001 to $15Kspouse18 d+1.3%Filing
Mar 9, 2020TROW T. Rowe Price Group, Inc.Sale$1,001 to $15Kspouse18 d−15.2%Filing
Mar 9, 2020PG The Procter & Gamble CompanySale$1,001 to $15Kspouse18 d−0.5%Filing
Mar 9, 2020MSFT Microsoft CorporationSale$1,001 to $15Kspouse18 d−7.0%Filing
Mar 9, 2020MDT Medtronic plcCommitteeSale$1,001 to $15Kspouse18 d+9.4%Filing
Mar 9, 2020EMR Emerson Electric Co.Sale$1,001 to $15Kspouse18 d−11.1%Filing
Mar 9, 2020BLK BlackRock, Inc.Sale$1,001 to $15Kspouse18 d−2.8%Filing
Mar 9, 2020AAPL Apple Inc.Sale$1,001 to $15Kspouse18 d−8.8%Filing
Mar 9, 2020AMGN Amgen Inc.CommitteeSale$1,001 to $15Kspouse18 d−3.8%Filing
Mar 9, 2020T AT&T Inc.Sale$1,001 to $15Kspouse18 d+0.6%Filing
Mar 9, 2020VFC V.F. CorporationPurchase$1,001 to $15Kspouse18 d+3.4%Filing
Mar 9, 2020PSX Phillips 66CommitteePurchase$1,001 to $15Kspouse18 d−8.5%Filing
Mar 9, 2020MMM 3M CompanyPurchase$1,001 to $15Kspouse18 d+5.7%Filing
Mar 9, 2020JNJ Johnson & JohnsonCommitteePurchase$1,001 to $15Kspouse18 d−0.5%Filing
Mar 9, 2020DOW Dow Inc.Purchase$1,001 to $15Kspouse18 d−12.0%Filing
Aug 1, 2019DD DuPont de Nemours, Inc.Sale$1,001 to $15Kspouse41 d+0.0%Filing
Apr 5, 2019NVS Novartis AGCommitteeSale$1,001 to $15Kspouse28 d+5.3%Filing
Jan 25, 2019PPG PPG Industries, Inc.Sale$1,001 to $15Kspouse27 d−0.9%Filing
Jan 25, 2019NVS Novartis AGCommitteePurchase$1,001 to $15Kspouse27 d+0.8%Filing
Jan 25, 2019MDT Medtronic plcCommitteePurchase$1,001 to $15Kspouse27 d−0.2%Filing
Jan 25, 2019XOM Exxon Mobil CorporationCommitteePurchase$1,001 to $15Kspouse27 d+4.5%Filing