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U.S. House of Representatives

Rep. Carol D. Miller

Republican · Representative, WV-1

Ways and Means
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; screening signal on disclosure timeliness (weaker evidence than a fit).

Trades disclosed
123
Dec 27, 2018 to Mar 10, 2025
Companies traded
80
Disclosed value
$1.3M–$4.7M
Sum of reported ranges
Filed after 45 days
5
Median filing lag 48 days

Scorecard

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

T1Trade size46% of 122 trades were in the lowest disclosure band ($1,001-$15,000); trades just before large company-specific moves were not larger than usual.Open question

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 0.459, 90% Wilson [0.387, 0.533]. Event-linked size gap Delta_z = -1.59 (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
45.9% [38.7%, 53.3%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member45.9%
All computed statistics (9)
n122
lowest_band_share0.4590
lowest_band_ci[0.3865, 0.5333]
share_over_50k0.0410
max_z2.4934
size_gap-1.5891
size_gap_p1
event_linked4
event_linked_outliers0
T7Disclosure timeliness57 of 118 trades (48.3%) were disclosed late; median lag 45 days.Screening signal

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 0.483, Wilson [0.409, 0.558]; 90th percentile lag 547 days; longest 594 days. Late-minus-timely signed CAR 0.0279, p = 0.016.

Evidence
Statistical
Late share
48.3% [40.9%, 55.8%] 90%
p-value
0.016
Holm-adjusted p
0.160
BH q-value
0.168
0Estimate
This member48.3%
All computed statistics (18)
n118
amendment_rows_excluded5
late57
late_from_trade57
excused_by_notification0
late_share0.4831
late_ci[0.4086, 0.5582]
median_lag45
p90_lag547
max_lag594
filings13
late_filings3
late_priced57
timely_priced54
late_priced_dates12
late_minus_timely_car0.0279
late_minus_timely_ci[0.0043, 0.0529]
late_minus_timely_p0.0160
T8Committee overlap31% of the member's mapped trading by dollar value was in industries their committees oversee, against 14% 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 HSWM; jurisdiction sectors Distillers & Vintners, Health Care, Life & Health Insurance, Tobacco. Dollar share 0.306 (identified set [0.102, 0.630], bootstrap 0.231-0.400); benchmarks S&P 500 0.139, congressional peers 0.119.

Evidence
Descriptive
Jurisdiction excess share
16.8% [9.3%, 26.2%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member16.8%
All computed statistics (15)
n97
in_jurisdiction_trades27
share0.3065
share_bounds[0.1015, 0.6297]
share_ci[0.2312, 0.4004]
benchmark_sp5000.1386
benchmark_peers0.1194
excess0.1679
excess_ci[0.0926, 0.2618]
committees[HSWM]
jurisdiction_sectors[Distillers & Vintners, Health Care, Life & Health Insurance, Tobacco]
regression_errorError evaluating factor: TypeError: 'module' object is not callable y ~ J + C(sector) + C(month) ^^^^^^^^^
gamma1–
gamma1_ci[–, –]
gamma1_p–
T9Policy-topic overlap26 trades in industries the member's committees oversee came in the month before a committee or floor action on a bill; they moved +1.39% in the trade's favour, +1.43% relative to the member's other trades.Open question

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 = 0.0139; pre-event minus other trades = 0.0143 [-0.0036, 0.0436], p = 0.172; mean pre-trade drift psi = 0.0038.

Evidence
Statistical
Pre-event minus other trades, signed CAR
+1.43% [−0.36%, +4.36%] 90%
p-value
0.172
Holm-adjusted p
1.000
BH q-value
0.707
Margin δ
0.5% per trade
Robust to variants
Yes
0δEstimate
This member+1.43%
All computed statistics (13)
n26
n_other85
theta90.0139
diff0.0143
ci[-0.0036, 0.0436]
p0.1720
pre_trade_drift0.0038
pre_trade_drift_significantfalse
events1493
events_by_kind[object Object]
affected_share_of_priced_trades0.2342
trade_dates10
placebo_reading–
Robustness variantReadingEstimate
Window 15 daysOpen question+0.74%
Window 60 daysOpen question+1.51%
Excluding largest batch dateOpen question+1.68%
Placebo: month after events–
T14Family-account trades57% of trades were in family accounts; those moved +1.51% in the trade's favour over a month.Open question

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 0.0151 [-0.0220, 0.0523], t_KP = 0.55; family minus self 0.0301 [0.0019, 0.0507], p = 0.018.

Evidence
Statistical
Family-account signed CAR
+1.51% [−2.20%, +5.23%] 90%
p-value
0.293
Holm-adjusted p
1.000
BH q-value
0.908
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+1.51%
All computed statistics (8)
family_trades70
family_share0.5738
owner_unknown0
family_car0.0151
family_ci[-0.0220, 0.0523]
diff0.0301
diff_ci[0.0019, 0.0507]
diff_p0.0180
T2Breadth and concentration79 different companies; the effective number of equally sized positions is 39 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 0.026 (identified set [0.016, 0.062]); trade-count HHI 0.016 vs. 95th percentile 0.012 of 122 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.82 [0.78, 0.91]. Top three issuers (SCHP, SHY, EMXC) carry at least 6% of dollar volume.

Evidence
Statistical
Effective number of issuers
39 [16, 64] 90%
0Estimate
This member39
All computed statistics (13)
n122
issuers79
hhi_mid0.0259
hhi_bounds[0.0157, 0.0618]
n_eff38.6018
hhi_count0.0157
peer_benchmark_p950.0122
peer_benchmark_p0.0020
sector_entropy0.8151
sector_entropy_ci[0.7845, 0.9104]
top3_share_lower0.0622
top3[SCHP, SHY, EMXC]
top3_tied_to_eventsfalse
T3Cadence and event proximity38% of trading days were batches of three or more companies; 0% of trades look routine; 3.3% of trades came within five trading days before a large company-specific move (chance alone: 6.1%).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 11/29, Wilson [0.25, 0.53]; index of dispersion 11.29 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.033 vs. circular-shift null mean 0.061, p = 0.864.

Evidence
Statistical
Batch-day share
37.9% [24.7%, 53.2%] 90%
p-value
0.864
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member37.9%
All computed statistics (14)
n122
trade_days29
batch_share_trades0.7787
batch_day_share0.3793
batch_day_ci[0.2475, 0.5317]
dispersion_index11.2922
dispersion_p0
routine_share0
proximity_share0.0328
proximity_null_mean0.0612
proximity_null_p950.1230
proximity_p0.8640
proximity_nonroutine0.0328
proximity_routine0
T5Direction before market-wide shocksBefore 4 large market moves, the member's net trading pointed the right way 1 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 0.25, Clopper-Pearson 90% [0.01, 0.75]; exact one-sided p = 0.938; magnitude-weighted sign-flip p = 0.873. 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
25.0% [1.3%, 75.1%] 90%
p-value
0.938
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member25.0%
All computed statistics (7)
n_episodes4
hits1
hit_rate0.2500
ci[0.0127, 0.7514]
p_exact0.9375
p_magnitude0.8725
episodes[[object Object], [object Object], [object Object], [object Object]]
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 66% 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 0.0029, 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)
raw0.0029
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.6567
members_compared134
lower95-0.0058
T13Co-trading with other members13% of trades had another member trading the same stock the same way within a week (chance alone: 9%).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 0.131; circular-shift null mean 0.085, 95th pct 0.139, p = 0.080. Co-traded signed CAR 0.0034, p = 0.546.

Evidence
Statistical
Co-traded share
13.1%
p-value
0.546
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n122
cotraded_share0.1311
null_mean0.0852
null_p950.1393
excess_p0.0800
cotraded_share_wo_top0.1230
excess_p_wo_top0.1300
cotraded_car0.0034
cotraded_car_ci[-0.0481, 0.0548]
cotraded_car_p0.5460
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit12.3%
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 111 priced trades, purchases and sales moved 0.29% 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) = 0.0029; 90% KP interval [-0.0313, 0.0372]; t_BMP = 0.38, r-bar = 0.058, t_KP = 0.14, Patell Z = 0.45, Corrado Z = 0.49. Dollar-weighted identified set [-0.0287, 0.0388]. Calendar-time alpha 8.83%/yr (NW t = 0.52, 425 days).

Evidence
Statistical
Mean signed 21-day CAR
+0.29% [−3.13%, +3.72%] 90%
p-value
0.446
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+0.29%
All computed statistics (16)
n111
theta0.0029
ci[-0.0313, 0.0372]
p0.4458
t_kp0.1367
rbar0.0583
se_cs0.0074
se_kp0.0206
t_cs0.3977
t_bmp0.3836
patell_z0.4454
corrado_z0.4934
dollar_weighted_bounds[-0.0287, 0.0388]
calendar_time[object Object]
calendar_alpha_ci[-7.73e-4, 0.0015]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.21%
Horizon 63 daysOpen question+0.17%
Excluding largest batch dateOpen question+0.49%
Self-owned accounts onlyOpen question−1.50%
Dollar-weighted (bounds)Open question+3.88%
Calendar-time alpha (annualized)+8.83%
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, 8.02] 90%
0Estimate
This member0.00
All computed statistics (6)
rate_ratio0
rate_ratio_ci[0, 8.0196]
rate_ratio_batchdays0
rate_ratio_batchdays_ci[0, 35.1070]
absence_days5
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 2018-12-28 (permutation p = 0.248).

Evidence
Descriptive
All computed statistics (5)
changepoint2018-12-28
changepoint_LR6.1128
changepoint_p0.2480
tradeday_rate_before1
tradeday_rate_after0.0173
T12Anticipation of large stock moves14 trades were followed within two weeks by a large company-specific move; 7 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 0.50, Clopper-Pearson [0.26, 0.74], exact one-sided p = 0.605; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
50.0% [26.4%, 73.6%] 90%
p-value
0.605
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member50.0%
All computed statistics (6)
n14
hits7
hit_rate0.5000
ci[0.2636, 0.7364]
priced111
share_followed0.1261
T15Short-swing round trips3 buy-and-sell round trips within six months; in the month after opening, those positions moved -0.59% in the trade's favour relative to the market.Inconclusive (too few trades)

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) -0.0059 [-0.2060, 0.1942], t_KP = -0.13, over 3 priced openings. Realized market-adjusted return to the closing trade averaged -3.12% (win rate 0%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
−0.59% [−20.60%, +19.42%] 90%
p-value
0.547
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−0.59%
All computed statistics (9)
round_trips3
share_in_round_trips0.0492
priced3
realized_mean-0.0312
realized_win_rate0
opening_car-0.0059
ci[-0.2060, 0.1942]
p0.5474
openings_priced3

Documented episodes

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

Market move on 2019-01-04
–
1 trade(s) in the prior five trading days
+3.35%

S&P 500 (SPY) daily move (Jan 4, 2019)

Wrong way.

Market move on 2020-03-17
–
1 trade(s) in the prior five trading days
+5.4%

S&P 500 (SPY) daily move (Mar 17, 2020)

Wrong way.

Market move on 2020-03-18
–
2 trade(s) in the prior five trading days
-5.06%

S&P 500 (SPY) daily move (Mar 18, 2020)

Right way.

Market move on 2020-03-24
–
1 trade(s) in the prior five trading days
+9.06%

S&P 500 (SPY) daily move (Mar 24, 2020)

Wrong way.

Disclosed trades per monthPurchasesSales
2019202020212022202320242025

Largest positions traded

CompanyTradesDisclosed value
SCHP Schwab U.S. TIPS ETF2$101K to $265K
SHY iShares 1-3 Year Treasury Bond ETF1$100K to $250K
FSMDX Fidelity Mid Cap Index Fund2$65K to $150K
EMXC iShares MSCI Emerging Markets ex China ETF2$65K to $150K
CLX Clorox Company3$45K to $150K
PFE Pfizer, Inc.4$32K to $130K
DGX Quest Diagnostics Incorporated4$32K to $130K
TGT Target Corporation4$32K to $130K

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
123 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Mar 10, 2025AFL AFLAC Incorporated Common StockCommitteePurchase$1,001 to $15Kself32 d+0.7%Filing
Mar 10, 2025AWK American Water Works Company, Inc. Common StockPurchase$1,001 to $15Kself32 d−3.2%Filing
Mar 10, 2025CME CME Group Inc. - Class A Common StockPurchase$1,001 to $15Kself32 d+0.3%Filing
Mar 10, 2025GILD Gilead Sciences, Inc. - Common StockCommitteePurchase$1,001 to $15Kself32 d−4.4%Filing
Mar 10, 2025HON Honeywell International Inc. - Common StockPurchase$1,001 to $15Kself32 d−2.3%Filing
Mar 10, 2025ITW Illinois Tool Works Inc. Common StockPurchase$1,001 to $15Kself32 d−4.8%Filing
Mar 10, 2025LMT Lockheed Martin Corporation Common StockPurchase$1,001 to $15Kself32 d−2.8%Filing
Mar 10, 2025PEP PepsiCo, Inc. - Common StockPurchase$1,001 to $15Kself32 d−3.0%Filing
Mar 10, 2025PFE Pfizer, Inc. Common StockCommitteeSale$1,001 to $15Kself32 d+2.5%Filing
Mar 10, 2025DGX Quest Diagnostics Incorporated Common StockCommitteeSale$1,001 to $15Kself32 d+0.5%Filing
Mar 10, 2025TGT Target Corporation Common StockSale$1,001 to $15Kself32 d+7.4%Filing
Mar 10, 2025HSY The Hershey Company Common StockPurchase$1,001 to $15Kself32 d−8.3%Filing
Mar 10, 2025USB U.S. Bancorp Common StockSale$1,001 to $15Kself32 d+1.6%Filing
Mar 10, 2025UPS United Parcel Service, Inc. Common StockSale$1,001 to $15Kself32 d+2.3%Filing
Mar 10, 2025PFE Pfizer, Inc. Common StockCommitteeSale$15K to $50Kspouse521 d+2.5%Filing
Mar 10, 2025DGX Quest Diagnostics Incorporated Common StockCommitteeSale$15K to $50Kspouse521 d+0.5%Filing
Mar 10, 2025TGT Target Corporation Common StockSale$15K to $50Kspouse521 d+7.4%Filing
Mar 10, 2025USB U.S. Bancorp Common StockSale$15K to $50Kspouse521 d+1.6%Filing
Aug 12, 2024WBD Warner Bros. Discovery, Inc. - Series A Common StockSale$1,001 to $15Kself32 d–Filing
May 8, 2024T AT&T Inc.Sale$1,001 to $15Kself28 d−0.7%Filing
May 8, 2024T AT&T Inc.Sale$1,001 to $15Kself28 d−0.7%Filing
May 8, 2024COKE Coca-Cola Consolidated, Inc. - Common StockSale$1,001 to $15Kself28 d+1.2%Filing
May 8, 2024COKE Coca-Cola Consolidated, Inc. - Common StockSale$1,001 to $15Kself28 d+1.2%Filing
May 8, 2024CMCSA Comcast Corporation - Class A Common StockSale$1,001 to $15Kself28 d+0.9%Filing
May 8, 2024CMCSA Comcast Corporation - Class A Common StockSale$15K to $50Kself28 d+0.9%Filing
May 8, 2024MCK McKesson Corporation Common StockCommitteeSale$15K to $50Kself28 d−0.8%Filing
May 8, 2024MCK McKesson Corporation Common StockCommitteeSale$15K to $50Kself28 d−0.8%Filing
May 8, 2024YUM Yum! Brands, Inc.Sale$15K to $50Kself28 d+0.3%Filing
May 8, 2024YUM Yum! Brands, Inc.Sale$1,001 to $15Kself28 d+0.3%Filing
Nov 30, 2023IGSB iShares 1-5 Year Investment Grade Corporate Bond ETFPurchase$1,001 to $15Kspouse7 d+0.4%Filing
Nov 28, 2023CORP Pimco Investment Grade Corporate Bond Index Exchange-Traded FundSale$1,001 to $15Kspouse9 d−1.4%Filing
Nov 3, 2023EOG EOG Resources, Inc.Purchase$15K to $50Kself34 d−5.1%Filing
Nov 3, 2023UNP Union Pacific CorporationSale$15K to $50Kself34 d+1.4%Filing
Oct 6, 2023EMXC iShares MSCI Emerging Markets ex China ETFPurchase$15K to $50Kspouse34 d−0.3%Filing
Oct 6, 2023EMXC iShares MSCI Emerging Markets ex China ETFPurchase$50K to $100Kself34 d−0.3%Filing
Mar 3, 2023CMI Cummins Inc.Purchase$1,001 to $15Kself45 d−3.1%Filing
Mar 3, 2023PARA Paramount Global - Class BSale$1,001 to $15Kself45 d+0.2%Filing
Mar 3, 2023PFE Pfizer, Inc.CommitteePurchase$1,001 to $15Kself45 d−2.0%Filing
Dec 22, 2022SHY iShares 1-3 Year Treasury Bond ETFPurchase$100K to $250Kself13 d−0.1%Filing
Dec 2, 2022SGENX First Eagle SOGEN Global FundPurchase$109.03 to $109.03self33 d–Filing
Dec 2, 2022SCHP Schwab U.S. TIPS ETFSale$100K to $250Kself33 d+1.0%Filing
Nov 14, 2022FSMDX Fidelity Mid Cap INDX-IN$ PRPurchase$50K to $100Kself29 d–Filing
Nov 14, 2022EFA iShares MSCI EAFE ETFPurchase$50K to $100Kself29 d+0.2%Filing
Nov 14, 2022DGX Quest Diagnostics IncorporatedCommitteePurchase$1,001 to $15Kself29 d−2.5%Filing
Nov 11, 2022TGT Target CorporationPurchase$1,001 to $15Kself32 d−3.4%Filing
Nov 11, 2022TXN Texas Instruments IncorporatedPurchase$15K to $50Kself32 d−2.0%Filing
Nov 2, 2022BAGIX Baird Aggregate Bond Fund Class InstitutionalPurchase$1,001 to $15Kself41 d–Filing
Nov 2, 2022FHYS Federated Hermes ETF Trust Federated Hermes Short Duration High Yield ETFPurchase$1,001 to $15Kself41 d−0.0%Filing
Nov 2, 2022FDEV Fidelity Emerging Markets Multifactor ETFPurchase$1,001 to $15Kself41 d+3.1%Filing
Nov 2, 2022FSMDX Fidelity Mid Cap Index FundPurchase$15K to $50Kself41 d–Filing