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U.S. House of Representatives

Rep. Scott Franklin

Republican · Representative, FL-18

AppropriationsScience, Space, and Technology
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on breadth and concentration, event timing (abnormal returns), disclosure timeliness and more.

Trades disclosed
267
Feb 11, 2021 to Aug 26, 2026
Companies traded
75
Disclosed value
$13.6M–$57.7M
Sum of reported ranges
Filed after 45 days
3
Median filing lag 26 days

Scorecard

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

T2Breadth and concentration57 different companies; the effective number of equally sized positions is 5 and trading spans 69% 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 0.201 (identified set [0.060, 0.501]); trade-count HHI 0.024 vs. 95th percentile 0.008 of 243 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.69 [0.39, 0.84]. Top three issuers (BRP, BWIN, FBKWX) carry at least 32% of dollar volume.

Evidence
Statistical
Effective number of issuers
5 [2, 17] 90%
0Estimate
This member5
All computed statistics (13)
n243
issuers57
hhi_mid0.2013
hhi_bounds[0.0598, 0.5012]
n_eff4.9671
hhi_count0.0236
peer_benchmark_p950.0078
peer_benchmark_p0.0020
sector_entropy0.6875
sector_entropy_ci[0.3949, 0.8392]
top3_share_lower0.3208
top3[BRP, BWIN, FBKWX]
top3_tied_to_eventsfalse
T4Event timing (abnormal returns)Across 213 priced trades, purchases and sales moved 1.37% 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) = 0.0137; 90% KP interval [-0.0095, 0.0369]; t_BMP = 2.66, r-bar = 0.036, t_KP = 0.89, Patell Z = 2.84, Corrado Z = 1.54. Dollar-weighted identified set [0.0077, 0.0586]. Calendar-time alpha 8.89%/yr (NW t = 0.49, 340 days).

Evidence
Statistical
Mean signed 21-day CAR
+1.37% [−0.95%, +3.69%] 90%
p-value
0.313
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+1.37%
All computed statistics (16)
n213
theta0.0137
ci[-0.0095, 0.0369]
p0.1883
t_kp0.8862
rbar0.0361
se_cs0.0047
se_kp0.0141
t_cs2.9277
t_bmp2.6561
patell_z2.8377
corrado_z1.5354
dollar_weighted_bounds[0.0077, 0.0586]
calendar_time[object Object]
calendar_alpha_ci[-8.46e-4, 0.0016]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.40%
Horizon 63 daysOpen question+2.72%
Excluding largest batch dateOpen question+0.97%
Self-owned accounts onlyOpen question+1.27%
Dollar-weighted (bounds)Open question+5.86%
Calendar-time alpha (annualized)+8.89%
T7Disclosure timeliness35 of 265 trades (13.2%) were disclosed late; median lag 25 days. Another 3 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 0.132, Wilson [0.102, 0.170]; 90th percentile lag 330 days; longest 520 days.

Evidence
Descriptive
Late share
13.2% [10.2%, 17.0%] 90%
Robust to variants
Yes
0Estimate
This member13.2%
All computed statistics (15)
n265
amendment_rows_excluded1
late35
late_from_trade38
excused_by_notification3
late_share0.1321
late_ci[0.1016, 0.1700]
median_lag25
p90_lag330
max_lag520
filings21
late_filings1
late_priced31
timely_priced182
late_priced_dates3
Robustness variantReadingEstimate
Late from the trade date alone, ignoring notification datesOpen question14.3%
T12Anticipation of large stock moves27 trades were followed within two weeks by a large company-specific move; 18 were on the profitable side.Open question

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 0.67, Clopper-Pearson [0.49, 0.81], exact one-sided p = 0.061; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
66.7% [49.1%, 81.4%] 90%
p-value
0.061
Holm-adjusted p
0.488
BH q-value
0.721
Margin δ
10 points above a coin flip
0δEstimate
This member66.7%
All computed statistics (6)
n27
hits18
hit_rate0.6667
ci[0.4905, 0.8138]
priced213
share_followed0.1268
T14Family-account trades26% of trades were in family accounts; those moved +1.70% 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 0.0170 [-0.0080, 0.0419], t_KP = 1.25; family minus self 0.0043 [-0.0085, 0.0165], p = 0.370.

Evidence
Statistical
Family-account signed CAR
+1.70% [−0.80%, +4.19%] 90%
p-value
0.109
Holm-adjusted p
0.763
BH q-value
0.908
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+1.70%
All computed statistics (8)
family_trades62
family_share0.2551
owner_unknown0
family_car0.0170
family_ci[-0.0080, 0.0419]
diff0.0043
diff_ci[-0.0085, 0.0165]
diff_p0.3700
T15Short-swing round trips16 buy-and-sell round trips within six months; in the month after opening, those positions moved +4.92% 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) 0.0492 [-0.0090, 0.1074], t_KP = 1.29, over 16 priced openings. Realized market-adjusted return to the closing trade averaged +5.02% (win rate 56%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+4.92% [−0.90%, +10.74%] 90%
p-value
0.109
Holm-adjusted p
0.763
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+4.92%
All computed statistics (9)
round_trips16
share_in_round_trips0.1317
priced16
realized_mean0.0502
realized_win_rate0.5625
opening_car0.0492
ci[-0.0090, 0.1074]
p0.1089
openings_priced16
T1Trade size56% of 243 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 0.560, 90% Wilson [0.507, 0.611]. 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
56.0% [50.7%, 61.1%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member56.0%
All computed statistics (9)
n243
lowest_band_share0.5597
lowest_band_ci[0.5069, 0.6111]
share_over_50k0.1728
max_z0
size_gap0
size_gap_p1
event_linked15
event_linked_outliers0
T3Cadence and event proximity40% of trading days were batches of three or more companies; 24% of trades look routine; 6.2% of trades came within five trading days before a large company-specific move (chance alone: 6.2%).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 14/35, Wilson [0.28, 0.54]; index of dispersion 16.65 (chi-square p = 0); routine share 0.24 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.062 vs. circular-shift null mean 0.062, p = 0.512.

Evidence
Statistical
Batch-day share
40.0% [27.6%, 53.9%] 90%
p-value
0.512
Holm-adjusted p
1.000
BH q-value
0.904
0Estimate
This member40.0%
All computed statistics (14)
n243
trade_days35
batch_share_trades0.7860
batch_day_share0.4000
batch_day_ci[0.2757, 0.5386]
dispersion_index16.6481
dispersion_p0
routine_share0.2387
proximity_share0.0617
proximity_null_mean0.0621
proximity_null_p950.1111
proximity_p0.5120
proximity_nonroutine0.0649
proximity_routine0.0517
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 = 0.938. 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_magnitude0.9381
episodes[[object Object], [object Object], [object Object], [object Object]]
T6Control and independenceTrading arrangement: discretion with an adviser or trustee.Does not fit

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: discretion with an adviser or trustee.

Evidence
Documentary
All computed statistics (1)
arrangement[object Object]
T8Committee overlap4% of the member's mapped trading by dollar value was in industries their committees oversee, against 11% 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 HSAP, HSSY; jurisdiction sectors Aerospace & Defense, Biotechnology, Semiconductor Materials & Equipment, Semiconductors. Dollar share 0.040 (identified set [0.014, 0.118], bootstrap 0.008-0.110); benchmarks S&P 500 0.081, congressional peers 0.109.

Evidence
Descriptive
Jurisdiction excess share
-6.8% [-10.1%, 0.2%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member-6.8%
All computed statistics (15)
n193
in_jurisdiction_trades13
share0.0402
share_bounds[0.0135, 0.1176]
share_ci[0.0078, 0.1104]
benchmark_sp5000.0812
benchmark_peers0.1086
excess-0.0684
excess_ci[-0.1008, 0.0018]
committees[HSAP, HSSY]
jurisdiction_sectors[Aerospace & Defense, Biotechnology, Semiconductor Materials & Equipment, Semiconductors]
regression_errorError 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 84% 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 0.0137, 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)
raw0.0137
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.8433
members_compared134
lower95-0.0058
T13Co-trading with other members17% of trades had another member trading the same stock the same way within a week (chance alone: 20%).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 0.169; circular-shift null mean 0.204, 95th pct 0.293, p = 0.780. Co-traded signed CAR 0.0243, p = 0.133.

Evidence
Statistical
Co-traded share
16.9%
p-value
0.133
Holm-adjusted p
0.763
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n243
cotraded_share0.1687
null_mean0.2041
null_p950.2926
excess_p0.7800
cotraded_share_wo_top0.1605
excess_p_wo_top0.7300
cotraded_car0.0243
cotraded_car_ci[-0.0069, 0.0554]
cotraded_car_p0.1332
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit16.0%
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_trades0
option_share0
T9Policy-topic overlap13 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 5 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
13 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 5 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)
n13
n_other200
trade_dates5
events702
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 2022-09-08 (permutation p = 0.008).

Evidence
Descriptive
All computed statistics (5)
changepoint2022-09-08
changepoint_LR13.7908
changepoint_p0.0080
tradeday_rate_before0.0028
tradeday_rate_after0.0328

Documented episodes

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

Market move on 2022-09-13
–
12 trade(s) in the prior five trading days
-4.35%

S&P 500 (SPY) daily move (Sep 13, 2022)

Wrong way.

Market move on 2024-08-05
–
28 trade(s) in the prior five trading days
-2.91%

S&P 500 (SPY) daily move (Aug 5, 2024)

Wrong way.

Market move on 2024-08-08
–
88 trade(s) in the prior five trading days
+2.31%

S&P 500 (SPY) daily move (Aug 8, 2024)

Right way.

Market move on 2025-04-03
–
2 trade(s) in the prior five trading days
-4.93%

S&P 500 (SPY) daily move (Apr 3, 2025)

Wrong way.

Disclosed trades per monthPurchasesSales
202120222023202420252026

Largest positions traded

CompanyTradesDisclosed value
BRP BRP Group, Inc. - Class A5$3.5M to $16M
BWIN The Baldwin Insurance Group, Inc. - Class A Common Stock3$1.5M to $6.1M
FBKWX Fidelity Advisor Total Bond CL Z6$232K to $630K
SBUX Starbucks Corporation13$203K to $620K
QQQ Invesco QQQ Trust, Series 15$153K to $395K
LUBYX Lord Abbett Ultra Short Bond CL I5$118K to $345K
COST Costco Wholesale Corporation8$120K to $325K
UPS United Parcel Service, Inc.9$100K to $325K

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
266 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Aug 26, 2026ACN Accenture plc Class A Ordinary SharesPurchase$1,001 to $15Kself22 d+4.8%Filing
Aug 26, 2026ACN Accenture plc Class A Ordinary SharesPurchase$1,001 to $15Kspouse22 d+4.8%Filing
Aug 26, 2026LSYIX Lord Abbett Short Duration High Yield I (LSYIX) bond FundPurchase$1,001 to $15Kspouse22 d–Filing
Aug 26, 2026MCD McDonald's Corporation Common StockPurchase$1,001 to $15Kspouse22 d−1.2%Filing
Aug 26, 2026NVO Novo Nordisk A/S Common StockPurchase$1,001 to $15Kself22 d−0.2%Filing
Aug 26, 2026PEP Pepsico, Inc.Purchase$1,001 to $15Kself22 d−1.2%Filing
Aug 26, 2026PEP Pepsico, Inc.Purchase$1,001 to $15Kspouse22 d−1.2%Filing
Aug 20, 2026GOOG Alphabet Inc. - Class C Capital StockSale$1,001 to $15Kspouse28 d+2.5%Filing
Aug 20, 2026GOOG Alphabet Inc. - Class C Capital StockSale$1,001 to $15Kself28 d+2.5%Filing
Aug 20, 2026AAPL Apple Inc. - Common StockSale$1,001 to $15Kspouse28 d+0.3%Filing
Aug 20, 2026JPM JP Morgan Chase & Co. Common StockSale$1,001 to $15Kself28 d+0.2%Filing
Aug 20, 2026JPM JP Morgan Chase & Co. Common StockSale$1,001 to $15Kspouse28 d+0.2%Filing
Feb 10, 2026HSY The Hershey Company Common StockSale$1,001 to $15Kself13 d+2.8%Filing
Feb 10, 2026HSY The Hershey Company Common StockSale$1,001 to $15Kspouse13 d+2.8%Filing
Feb 10, 2026HSY The Hershey Company Common StockSale$50K to $100Kself13 d+2.8%Filing
Oct 14, 2025IVV iShares Core S&P 500 ETFPurchase$1,001 to $15Kspouse8 d+0.0%Filing
Oct 14, 2025IVV iShares Core S&P 500 ETFPurchase$1,001 to $15Kself8 d+0.0%Filing
Oct 14, 2025IVV iShares Core S&P 500 ETFPurchase$50K to $100Kself8 d+0.0%Filing
Oct 14, 2025UNP Union Pacific Corporation Common StockPurchase$50K to $100Kself8 d−0.9%Filing
Oct 14, 2025UNP Union Pacific Corporation Common StockPurchase$1,001 to $15Kself8 d−0.9%Filing
Oct 14, 2025UNP Union Pacific Corporation Common StockPurchase$1,001 to $15Kspouse8 d−0.9%Filing
Aug 4, 2025CMCSA Comcast Corporation - Class A Common StockSale$1,001 to $15Kspouse10 d+3.7%Filing
Aug 4, 2025CMCSA Comcast Corporation - Class A Common StockSale$1,001 to $15Kself10 d+3.7%Filing
Aug 4, 2025CMCSA Comcast Corporation - Class A Common StockSale$15K to $50Kself10 d+3.7%Filing
Aug 4, 2025NVO Novo Nordisk A/S Common StockPurchase$15K to $50Kself10 d+3.4%Filing
Aug 4, 2025NVO Novo Nordisk A/S Common StockPurchase$1,001 to $15Kself10 d+3.4%Filing
Aug 4, 2025NVO Novo Nordisk A/S Common StockPurchase$1,001 to $15Kself10 d+3.4%Filing
Aug 4, 2025NVO Novo Nordisk A/S Common StockPurchase$1,001 to $15Kspouse10 d+3.4%Filing
Jul 22, 2025UPS United Parcel Service, Inc. Common StockSale$1,001 to $15Kself9 d+10.0%Filing
Jul 22, 2025UPS United Parcel Service, Inc. Common StockSale$1,001 to $15Kspouse9 d+10.0%Filing
Jul 22, 2025UPS United Parcel Service, Inc. Common StockSale$50K to $100Kself9 d+10.0%Filing
Jun 16, 2025GOOG Alphabet Inc. - Class C Capital StockSale$1,001 to $15Kjoint28 d+6.6%Filing
Jun 16, 2025AAPL Apple Inc. - Common StockSale$15K to $50Kjoint28 d+0.0%Filing
Jun 16, 2025BRK.B Berkshire Hathaway Inc. New Common StockSale$15K to $50Kjoint28 d+0.5%Filing
Jun 16, 2025CSCO Cisco Systems, Inc. - Common StockSale$1,001 to $15Kjoint28 d−2.2%Filing
Jun 16, 2025HD Home Depot, Inc.Sale$15K to $50Kjoint28 d−1.3%Filing
Jun 16, 2025JNJ Johnson & Johnson Common StockSale$15K to $50Kjoint28 d+2.2%Filing
Jun 16, 2025JPM JP Morgan Chase & Co. Common StockSale$15K to $50Kjoint28 d−2.5%Filing
Jun 16, 2025KVUE Kenvue Inc. Common StockSale$1,001 to $15Kjoint28 d+3.1%Filing
Jun 16, 2025MCD McDonald's Corporation Common StockSale$15K to $50Kjoint28 d+2.4%Filing
Jun 16, 2025MRK Merck & Company, Inc. Common StockSale$1,001 to $15Kjoint28 d+0.1%Filing
Jun 16, 2025MSFT Microsoft Corporation - Common StockSale$15K to $50Kjoint28 d−1.5%Filing
Jun 16, 2025PEP Pepsico, Inc.Sale$1,001 to $15Kjoint28 d−0.0%Filing
Jun 16, 2025PG Procter & Gamble CompanySale$15K to $50Kjoint28 d+0.4%Filing
Jun 16, 2025UPS United Parcel Service, Inc. Common StockSale$1,001 to $15Kjoint28 d+0.4%Filing
Jun 16, 2025V Visa Inc.Sale$15K to $50Kjoint28 d+2.1%Filing
Jun 16, 2025WMT Walmart Inc. Common StockSale$15K to $50Kjoint28 d−2.4%Filing
Apr 21, 2025UNP Union Pacific Corporation Common StockPurchase$1,001 to $15Kspouse42 d−5.2%Filing
Apr 10, 2025BWIN The Baldwin Insurance Group, Inc. - Class A Common StockSale$500K to $1Mjoint7 d−0.0%Filing
Mar 27, 2025NVO Novo Nordisk A/S Common StockPurchase$1,001 to $15Kself15 d+1.7%Filing