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U.S. House of Representatives

Rep. Sara Jacobs

Democrat · Representative, CA-51

Armed ServicesForeign Affairs
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on trade size, breadth and concentration, event timing (abnormal returns).

Trades disclosed
66
Feb 19, 2021 to May 7, 2026
Companies traded
59
Disclosed value
$4.5M–$13.2M
Sum of reported ranges
Filed after 45 days
2
Median filing lag 49 days

Scorecard

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

T1Trade size2% of 54 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 0.019, 90% Wilson [0.004, 0.079]. 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
1.9% [0.4%, 7.9%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member1.9%
All computed statistics (9)
n54
lowest_band_share0.0185
lowest_band_ci[0.0041, 0.0788]
share_over_50k0.3519
max_z0
size_gap0
size_gap_p1
event_linked3
event_linked_outliers0
T2Breadth and concentration48 different companies; the effective number of equally sized positions is 6 and trading spans 63% 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 0.162 (identified set [0.064, 0.349]); trade-count HHI 0.023 vs. 95th percentile 0.024 of 54 random draws from all congressional trades (p = 0.158). Normalized sector entropy 0.63 [0.09, 0.88]. Top three issuers (QCOM, AAPL, LHCG) carry at least 27% of dollar volume.

Evidence
Statistical
Effective number of issuers
6 [3, 16] 90%
0Estimate
This member6
All computed statistics (13)
n54
issuers48
hhi_mid0.1616
hhi_bounds[0.0640, 0.3490]
n_eff6.1897
hhi_count0.0226
peer_benchmark_p950.0240
peer_benchmark_p0.1580
sector_entropy0.6326
sector_entropy_ci[0.0925, 0.8780]
top3_share_lower0.2691
top3[QCOM, AAPL, LHCG]
top3_tied_to_eventstrue
T4Event timing (abnormal returns)Across 46 priced trades, purchases and sales moved 0.63% 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) = 0.0063; 90% KP interval [-0.0367, 0.0494]; t_BMP = -0.50, r-bar = 0.044, t_KP = -0.29, Patell Z = -0.50, Corrado Z = -1.18. Dollar-weighted identified set [-0.0965, -0.0266]. Calendar-time alpha -19.93%/yr (NW t = -0.24, 85 days).

Evidence
Statistical
Mean signed 21-day CAR
+0.63% [−3.67%, +4.94%] 90%
p-value
0.612
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+0.63%
All computed statistics (16)
n46
theta0.0063
ci[-0.0367, 0.0494]
p0.6119
t_kp-0.2859
rbar0.0436
se_cs0.0146
se_kp0.0256
t_cs0.4356
t_bmp-0.5031
patell_z-0.5037
corrado_z-1.1812
dollar_weighted_bounds[-0.0965, -0.0266]
calendar_time[object Object]
calendar_alpha_ci[-0.0063, 0.0047]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.06%
Horizon 63 daysOpen question+3.06%
Excluding largest batch dateOpen question+0.20%
Self-owned accounts onlyOpen question+0.63%
Dollar-weighted (bounds)Does not fit−2.66%
Calendar-time alpha (annualized)−19.93%
T3Cadence and event proximity40% of trading days were batches of three or more companies; 0% of trades look routine; 5.6% of trades came within five trading days before a large company-specific move (chance alone: 5.1%).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 2/5, Wilson [0.14, 0.73]; index of dispersion 33.02 (chi-square p = 0); routine share 0.00 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.056 vs. circular-shift null mean 0.051, p = 0.448.

Evidence
Statistical
Batch-day share
40.0% [14.3%, 72.8%] 90%
p-value
0.448
Holm-adjusted p
1.000
BH q-value
0.829
0Estimate
This member40.0%
All computed statistics (14)
n54
trade_days5
batch_share_trades0.9444
batch_day_share0.4000
batch_day_ci[0.1427, 0.7275]
dispersion_index33.0216
dispersion_p0
routine_share0
proximity_share0.0556
proximity_null_mean0.0510
proximity_null_p950.1481
proximity_p0.4480
proximity_nonroutine0.0556
proximity_routine0
T7Disclosure timeliness0 of 66 trades (0.0%) were disclosed late; median lag 49 days. Another 51 were over 45 days from the trade but filed within 30 days of the stated notification date.Does not fit

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 0.000, Wilson [0.000, 0.039]; 90th percentile lag 60 days; longest 60 days.

Evidence
Descriptive
Late share
0.0% [0.0%, 3.9%] 90%
Robust to variants
No, reading changes under some variants
0Estimate
This member0.0%
All computed statistics (15)
n66
amendment_rows_excluded0
late0
late_from_trade51
excused_by_notification51
late_share0
late_ci[0, 0.0394]
median_lag49
p90_lag60
max_lag60
filings6
late_filings0
late_priced0
timely_priced46
late_priced_dates0
Robustness variantReadingEstimate
Late from the trade date alone, ignoring notification datesOpen question77.3%
T8Committee overlap45% of the member's mapped trading by dollar value was in industries their committees oversee, against 10% 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 HSAS, HSFA; jurisdiction sectors Aerospace & Defense, Semiconductor Materials & Equipment, Semiconductors. Dollar share 0.455 (identified set [0.269, 0.652], bootstrap 0.049-0.889); benchmarks S&P 500 0.065, congressional peers 0.096.

Evidence
Descriptive
Jurisdiction excess share
35.9% [-4.8%, 79.3%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member35.9%
All computed statistics (15)
n46
in_jurisdiction_trades5
share0.4549
share_bounds[0.2688, 0.6521]
share_ci[0.0485, 0.8892]
benchmark_sp5000.0653
benchmark_peers0.0961
excess0.3588
excess_ci[-0.0476, 0.7931]
committees[HSAS, HSFA]
jurisdiction_sectors[Aerospace & Defense, 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 75% 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 0.0063, 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)
raw0.0063
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.7537
members_compared134
lower95-0.0058
T13Co-trading with other members4% of trades had another member trading the same stock the same way within a week (chance alone: 10%).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 0.037; circular-shift null mean 0.097, 95th pct 0.204, p = 0.930.

Evidence
Statistical
Co-traded share
3.7%
Robust to variants
Yes
All computed statistics (7)
n54
cotraded_share0.0370
null_mean0.0971
null_p950.2037
excess_p0.9300
cotraded_share_wo_top0.0370
excess_p_wo_top0.9100
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit3.7%
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
T5Direction before market-wide shocksNo market-wide shocks or documented events fell within five trading days after the member's trades.Not assessed

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
No market-wide shocks or documented events fell within five trading days after the member's trades.

Evidence
Descriptive
Margin δ
10 points above a coin flip
All computed statistics (1)
n_episodes0
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, 19.34] 90%
0Estimate
This member0.00
All computed statistics (6)
rate_ratio0
rate_ratio_ci[0, 19.3380]
rate_ratio_batchdays0
rate_ratio_batchdays_ci[0, 278.1713]
absence_days4
trades_in_absence0
T9Policy-topic overlap5 priced trades fell in affected industries in the 30 days before the member's committee events and 41 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
5 priced trades fell in affected industries in the 30 days before the member's committee events and 41 did not; at least 10 of each are needed to compare them.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (3)
n5
n_other41
events1534
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 2026-05-06 (permutation p = 0.004).

Evidence
Descriptive
All computed statistics (5)
changepoint2026-05-06
changepoint_LR19.3671
changepoint_p0.0040
tradeday_rate_before0.0022
tradeday_rate_after1
T12Anticipation of large stock moves3 trades were followed within two weeks by a large company-specific move; 1 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 0.33, Clopper-Pearson [0.02, 0.86], exact one-sided p = 0.875; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
33.3% [1.7%, 86.5%] 90%
p-value
0.875
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member33.3%
All computed statistics (6)
n3
hits1
hit_rate0.3333
ci[0.0170, 0.8647]
priced46
share_followed0.0652
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
T15Short-swing round trips4 buy-and-sell round trips within six months; in the month after opening, those positions moved -4.36% 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) -0.0436 [-0.2278, 0.1406], t_KP = -0.84, over 3 priced openings. Realized market-adjusted return to the closing trade averaged -3.15% (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
−4.36% [−22.78%, +14.06%] 90%
p-value
0.755
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−4.36%
All computed statistics (9)
round_trips4
share_in_round_trips0.1481
priced3
realized_mean-0.0315
realized_win_rate0.3333
opening_car-0.0436
ci[-0.2278, 0.1406]
p0.7547
openings_priced3
Disclosed trades per monthPurchasesSales
202120222023202420252026

Largest positions traded

CompanyTradesDisclosed value
U.S. Treasury Bills1$1M to $5M
QCOM QUALCOMM Incorporated - Common Stock2$1M to $2M
San Diego CO CA RGL Transn Rev Sub Ltd BDS B 5.0%; Due 04/01/20452$200K to $500K
California St Dept Water Res Cent VY Proj Rev 5.0% Due 12/1/20291$100K to $250K
California St GO Various Purpose Bonds 5.0% Due 11/1/20291$100K to $250K
California St Var Purpose Go Bonds 5.0% Due 10/1/20391$100K to $250K
Los Angeles California Dept Water & Power Sys C 5.0% Due 10/1/20391$100K to $250K
Los Angeles California Dept Water Works Rev Bonds B 5.0% Due 7/1/20431$100K to $250K

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
66 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
May 7, 2026QCOM QUALCOMM Incorporated - Common StockCommitteeSale$500K to $1Mself13 d+2.5%Filing
May 6, 2026QCOM QUALCOMM Incorporated - Common StockCommitteeSale$500K to $1Mself14 d−10.5%Filing
May 31, 2022 U.S. Treasury BillsPurchase$1M to $5Mself21 d–Filing
Jul 6, 2021AAPL Apple Inc.Sale$100K to $250Kself42 d−1.8%Filing
May 3, 2021 California St Dept Water Res Cent VY Proj Rev 5.0% Due 12/1/2029Sale$100K to $250Kself60 d–Filing
May 3, 2021 California St GO Various Purpose Bonds 5.0% Due 11/1/2029Sale$100K to $250Kself60 d–Filing
May 3, 2021 California St Var Purpose Go Bonds 5.0% Due 10/1/2039Sale$100K to $250Kself60 d–Filing
May 3, 2021 Los Angeles California Dept Water & Power Sys C 5.0% Due 10/1/2039Sale$100K to $250Kself60 d–Filing
May 3, 2021 Los Angeles California Dept Water Works Rev Bonds B 5.0% Due 7/1/2043Sale$100K to $250Kself60 d–Filing
May 3, 2021 Los Angeles California Uni SchSale$100K to $100Kself60 d–Filing
May 3, 2021 Los Angeles California Waste Water System Rev 5.0% Due 6/1/2030Sale$100K to $250Kself60 d–Filing
May 3, 2021 San Diego CO CA RGL Transn Rev Sub Ltd BDS B 5.0%; Due 04/01/2045Sale$100K to $250Kself60 d–Filing
May 3, 2021 San Francisco California Bart Dist Election of LT GO 5.0% Due 8/1/2035Sale$100K to $250Kself60 d–Filing
May 3, 2021 San Marcos California Uni Sch Dist Go Ref Bonds 5.0% Due 8/1/2036Sale$100K to $250Kself60 d–Filing
Apr 21, 2021 San Diego CO CA RGL Transn Rev Sub Ltd BDS B 5.0%; Due 04/01/2045Purchase$100K to $250Kself37 d–Filing
Apr 9, 2021ACN Accenture plc Class A Ordinary SharesSale$50K to $100Kself49 d+1.6%Filing
Apr 9, 2021AFL AFLAC IncorporatedSale$50K to $100Kself49 d−2.0%Filing
Apr 9, 2021ANTM Anthem, Inc.Sale$50K to $100Kself49 d–Filing
Apr 9, 2021AZN AstraZeneca PLC - American Depositary SharesSale$15K to $50Kself49 d−1.0%Filing
Apr 9, 2021AVB Avalonbay Communities, Inc.Sale$15K to $50Kself49 d–Filing
Apr 9, 2021AGR Avangrid, Inc.Sale$15K to $50Kself49 d–Filing
Apr 9, 2021BDX Becton, Dickinson and CompanySale$15K to $50Kself49 d−4.9%Filing
Apr 9, 2021BLKB Blackbaud, Inc.Sale$15K to $50Kself49 d+1.6%Filing
Apr 9, 2021CREE Cree, Inc.Sale$15K to $50Kself49 d–Filing
Apr 9, 2021FSLR First Solar, Inc.CommitteeSale$15K to $50Kself49 d+1.9%Filing
Apr 9, 2021GILD Gilead Sciences, Inc.Sale$15K to $50Kself49 d−2.5%Filing
Apr 9, 2021HXL Hexcel CorporationSale$15K to $50Kself49 d+1.2%Filing
Apr 9, 2021IFF Internationa Flavors & Fragrances, Inc.Sale$15K to $50Kself49 d−0.9%Filing
Apr 9, 2021IPG Interpublic Group of Companies, Inc.Sale$15K to $50Kself49 d–Filing
Apr 9, 2021JLL Jones Lang LaSalle IncorporatedSale$15K to $50Kself49 d+4.3%Filing
Apr 9, 2021LW Lamb Weston Holdings, Inc.Sale$15K to $50Kself49 d−2.2%Filing
Apr 9, 2021LHCG LHC Group - common StockSale$50K to $100Kself49 d–Filing
Apr 9, 2021LIN Linde plc Ordinary ShareSale$50K to $100Kself49 d−0.5%Filing
Apr 9, 2021LPLA LPL Financial Holdings Inc.Sale$15K to $50Kself49 d+2.1%Filing
Apr 9, 2021MKC McCormick & Company, IncorporatedSale$15K to $50Kself49 d−0.1%Filing
Apr 9, 2021MDT Medtronic plc. Ordinary SharesSale$50K to $100Kself49 d−2.1%Filing
Apr 9, 2021MRK Merck & Company, Inc. Common StockSale$50K to $100Kself49 d−1.3%Filing
Apr 9, 2021NYT New York Times CompanySale$50K to $100Kself49 d+0.1%Filing
Apr 9, 2021OMCL Omnicell, Inc.Sale$50K to $100Kself49 d−0.3%Filing
Apr 9, 2021ORA Ormat Technologies, Inc.Sale$15K to $50Kself49 d−4.1%Filing
Apr 9, 2021PAYC Paycom Software, Inc.Sale$15K to $50Kself49 d−2.1%Filing
Apr 9, 2021PG Procter & Gamble CompanySale$50K to $100Kself49 d−0.0%Filing
Apr 9, 2021DGX Quest Diagnostics IncorporatedSale$50K to $100Kself49 d−1.7%Filing
Apr 9, 2021RGA Reinsurance Group of America, IncorporatedSale$15K to $50Kself49 d−0.8%Filing
Apr 9, 2021SBAC SbA Communications Corporation - Class ASale$50K to $100Kself49 d−4.5%Filing
Apr 9, 2021SBUX Starbucks CorporationSale$15K to $50Kself49 d−2.9%Filing
Apr 9, 2021SYK Stryker CorporationSale$15K to $50Kself49 d+0.0%Filing
Apr 9, 2021TSM Taiwan Semiconductor Manufacturing Company Ltd.Sale$50K to $100Kself49 d+6.3%Filing
Apr 9, 2021TTEK Tetra Tech, Inc.Sale$15K to $50Kself49 d+7.1%Filing
Apr 9, 2021TRV The Travelers Companies, Inc.Sale$50K to $100Kself49 d−1.3%Filing