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U.S. House of Representatives

Rep. John James

Republican · Representative, MI-10

Energy and Commerce
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on event timing (abnormal returns), direction before market-wide shocks, disclosure timeliness and more.

Trades disclosed
274
Nov 10, 2023 to Jun 12, 2026
Companies traded
148
Disclosed value
$316.3K–$4.2M
Sum of reported ranges
Filed after 45 days
2
Median filing lag 91 days

Scorecard

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

T4Event timing (abnormal returns)Across 253 priced trades, purchases and sales moved 0.57% 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) = 0.0057; 90% KP interval [-0.0199, 0.0312]; t_BMP = 1.98, r-bar = 0.052, t_KP = 0.51, Patell Z = 1.87, Corrado Z = 1.08. Dollar-weighted identified set [-0.0560, 0.0697]. Calendar-time alpha 15.99%/yr (NW t = 0.82, 220 days).

Evidence
Statistical
Mean signed 21-day CAR
+0.57% [−1.99%, +3.12%] 90%
p-value
0.304
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+0.57%
All computed statistics (16)
n253
theta0.0057
ci[-0.0199, 0.0312]
p0.3041
t_kp0.5134
rbar0.0521
se_cs0.0040
se_kp0.0155
t_cs1.4170
t_bmp1.9829
patell_z1.8694
corrado_z1.0788
dollar_weighted_bounds[-0.0560, 0.0697]
calendar_time[object Object]
calendar_alpha_ci[-6.40e-4, 0.0019]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question+0.48%
Horizon 63 daysOpen question+2.72%
Excluding largest batch dateOpen question+0.71%
Self-owned accounts onlyOpen question+0.57%
Dollar-weighted (bounds)Open question+6.97%
Calendar-time alpha (annualized)+15.99%
T5Direction before market-wide shocksBefore 1 large market moves, the member's net trading pointed the right way 1 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% [0.05, 1.00]; exact one-sided p = 0.500; magnitude-weighted sign-flip p = 0.500. 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% [5.0%, 100.0%] 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 member100.0%
All computed statistics (7)
n_episodes1
hits1
hit_rate1
ci[0.0500, 1]
p_exact0.5000
p_magnitude0.4999
episodes[[object Object]]
T7Disclosure timeliness1 of 274 trades (0.4%) were disclosed late; median lag 91 days. Another 147 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 0.004, Wilson [0.001, 0.016]; 90th percentile lag 297 days; longest 297 days.

Evidence
Descriptive
Late share
0.4% [0.1%, 1.6%] 90%
Robust to variants
Yes
0Estimate
This member0.4%
All computed statistics (15)
n274
amendment_rows_excluded0
late1
late_from_trade148
excused_by_notification147
late_share0.0037
late_ci[8.15e-4, 0.0162]
median_lag91
p90_lag297
max_lag297
filings3
late_filings1
late_priced1
timely_priced252
late_priced_dates1
Robustness variantReadingEstimate
Late from the trade date alone, ignoring notification datesOpen question54.0%
T12Anticipation of large stock moves26 trades were followed within two weeks by a large company-specific move; 17 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 0.65, Clopper-Pearson [0.47, 0.81], exact one-sided p = 0.084; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
65.4% [47.4%, 80.6%] 90%
p-value
0.084
Holm-adjusted p
0.675
BH q-value
0.903
Margin δ
10 points above a coin flip
0δEstimate
This member65.4%
All computed statistics (6)
n26
hits17
hit_rate0.6538
ci[0.4738, 0.8060]
priced253
share_followed0.1028
T1Trade size99% of 267 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 0.989, 90% Wilson [0.972, 0.996]. 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
98.9% [97.2%, 99.6%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member98.9%
All computed statistics (9)
n267
lowest_band_share0.9888
lowest_band_ci[0.9722, 0.9955]
share_over_50k0
max_z0
size_gap0
size_gap_p1
event_linked16
event_linked_outliers0
T2Breadth and concentration141 different companies; the effective number of equally sized positions is 102 and trading spans 91% 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 0.010 (identified set [0.007, 0.076]); trade-count HHI 0.008 vs. 95th percentile 0.007 of 267 random draws from all congressional trades (p = 0.020). Normalized sector entropy 0.91 [0.87, 0.95]. Top three issuers (MSFT, SPCX, MDT) carry at least 1% of dollar volume.

Evidence
Statistical
Effective number of issuers
102 [13, 139] 90%
0Estimate
This member102
All computed statistics (13)
n267
issuers141
hhi_mid0.0098
hhi_bounds[0.0072, 0.0758]
n_eff102.0597
hhi_count0.0077
peer_benchmark_p950.0072
peer_benchmark_p0.0200
sector_entropy0.9136
sector_entropy_ci[0.8671, 0.9454]
top3_share_lower0.0125
top3[MSFT, SPCX, MDT]
top3_tied_to_eventsfalse
T3Cadence and event proximity15% of trading days were batches of three or more companies; 44% of trades look routine; 6.0% of trades came within five trading days before a large company-specific move (chance alone: 7.6%).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 5/34, Wilson [0.07, 0.27]; index of dispersion 90.38 (chi-square p = 0); routine share 0.44 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.060 vs. circular-shift null mean 0.076, p = 0.562.

Evidence
Statistical
Batch-day share
14.7% [7.3%, 27.3%] 90%
p-value
0.562
Holm-adjusted p
1.000
BH q-value
0.941
0Estimate
This member14.7%
All computed statistics (14)
n267
trade_days34
batch_share_trades0.8689
batch_day_share0.1471
batch_day_ci[0.0735, 0.2727]
dispersion_index90.3792
dispersion_p0
routine_share0.4382
proximity_share0.0599
proximity_null_mean0.0757
proximity_null_p950.1910
proximity_p0.5620
proximity_nonroutine0.0733
proximity_routine0.0427
T8Committee overlap29% of the member's mapped trading by dollar value was in industries their committees oversee, against 28% 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 HSIF; jurisdiction sectors Automobile Manufacturers, Communication Services, Energy, Health Care, Interactive Media & Services, Tobacco, Utilities. Dollar share 0.295 (identified set [0.029, 0.847], bootstrap 0.227-0.339); benchmarks S&P 500 0.275, congressional peers 0.274.

Evidence
Descriptive
Jurisdiction excess share
1.9% [-4.9%, 6.3%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member1.9%
All computed statistics (15)
n254
in_jurisdiction_trades80
share0.2947
share_bounds[0.0288, 0.8474]
share_ci[0.2266, 0.3386]
benchmark_sp5000.2752
benchmark_peers0.2737
excess0.0195
excess_ci[-0.0486, 0.0633]
committees[HSIF]
jurisdiction_sectors[Automobile Manufacturers, Communication Services, Energy, Health Care, Interactive Media & Services, Tobacco, Utilities]
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 2024-09-30, trading ran at 0.00 times its earlier rate.Does not fit

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 2024-09-30, trading ran at 0.00 times its earlier rate. Change point 2024-09-05 (p = 0.002).

Evidence
Statistical
Rate ratio after/before
0.00 [0.00, 0.01] 90%
0Estimate
This member0.00
All computed statistics (8)
changepoint2024-09-05
changepoint_LR67.6526
changepoint_p0.0020
tradeday_rate_before0.1542
tradeday_rate_after0.0022
scrutiny_date2024-09-30
rate_ratio0.0020
rate_ratio_ci[1.00e-4, 0.0094]
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 72% 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 0.0057, 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)
raw0.0057
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.7239
members_compared134
lower95-0.0058
T13Co-trading with other members6% of trades had another member trading the same stock the same way within a week (chance alone: 17%).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 0.064; circular-shift null mean 0.166, 95th pct 0.297, p = 0.940. Co-traded signed CAR -0.0156, p = 0.742.

Evidence
Statistical
Co-traded share
6.4%
p-value
0.742
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n267
cotraded_share0.0637
null_mean0.1662
null_p950.2970
excess_p0.9400
cotraded_share_wo_top0.0599
excess_p_wo_top0.9700
cotraded_car-0.0156
cotraded_car_ci[-0.0500, 0.0188]
cotraded_car_p0.7421
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit6.0%
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
T6Control and independenceTrading arrangement: not documented; trading during absence ran at nan 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 nan times the normal rate.

Evidence
Statistical
All computed statistics (6)
rate_ratio–
rate_ratio_ci[0, –]
rate_ratio_batchdays–
rate_ratio_batchdays_ci[0, –]
absence_days0
trades_in_absence0
T9Policy-topic overlap79 trades in industries the member's committees oversee came in the month before a committee or floor action on a bill; they moved +0.08% in the trade's favour, -0.71% relative to the member's other trades.Inconclusive (too few trades)

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 = 0.0008; pre-event minus other trades = -0.0071 [-0.0292, 0.0136], p = 0.74; mean pre-trade drift psi = -0.0233.

Evidence
Statistical
Pre-event minus other trades, signed CAR
−0.71% [−2.92%, +1.36%] 90%
p-value
0.740
Holm-adjusted p
1.000
BH q-value
0.944
Margin δ
0.5% per trade
Robust to variants
No, reading changes under some variants
0δEstimate
This member−0.71%
All computed statistics (13)
n79
n_other174
theta98.12e-4
diff-0.0071
ci[-0.0292, 0.0136]
p0.7400
pre_trade_drift-0.0233
pre_trade_drift_significantfalse
events2882
events_by_kind[object Object]
affected_share_of_priced_trades0.3123
trade_dates12
placebo_reading–
Robustness variantReadingEstimate
Window 15 daysOpen question−0.67%
Window 60 daysOpen question−0.83%
Excluding largest batch dateDoes not fit−1.95%
Placebo: month after events–
T14Family-account trades0% of trades were in a spouse's or dependent's name; returns not computed for them.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
0% of trades were in a spouse's or dependent's name; returns not computed for them.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (3)
family_trades1
family_share0.0037
owner_unknown0
T15Short-swing round trips21 buy-and-sell round trips within six months; in the month after opening, those positions moved +0.25% 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) 0.0025 [-0.0198, 0.0249], t_KP = 0.39, over 20 priced openings. Realized market-adjusted return to the closing trade averaged +0.21% (win rate 50%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+0.25% [−1.98%, +2.49%] 90%
p-value
0.351
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+0.25%
All computed statistics (9)
round_trips21
share_in_round_trips0.1573
priced20
realized_mean0.0021
realized_win_rate0.5000
opening_car0.0025
ci[-0.0198, 0.0249]
p0.3508
openings_priced20

Documented episodes

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

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

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

Right way.

Disclosed trades per monthPurchasesSales
202420252026

Largest positions traded

CompanyTradesDisclosed value
MSFT Microsoft Corporation - Common Stock2$30K to $100K
MDT Medtronic plc. Ordinary Shares4$4,004 to $60K
SPCX Space Exploration Technologies Corp.1$15K to $50K
GOOG Alphabet Inc. - Class C Capital Stock3$3,003 to $45K
AXP American Express Company Common Stock3$3,003 to $45K
ELV Elevance Health, Inc. Common Stock3$3,003 to $45K
KLAC KLA Corporation - Common Stock3$3,003 to $45K
PGR Progressive Corporation3$3,003 to $45K

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
274 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Jun 12, 2026SPCX Space Exploration Technologies Corp.Purchase$15K to $50Kspouse30 d–Filing
Sep 4, 2024ABT Abbott Laboratories Common StockCommitteeSale$1,001 to $15Kself2 d−1.7%Filing
Sep 4, 2024ABBV AbbVie Inc. Common StockCommitteeSale$1,001 to $15Kself2 d+1.7%Filing
Sep 4, 2024ACN Accenture plc Class A Ordinary SharesSale$1,001 to $15Kself2 d−1.6%Filing
Sep 4, 2024AMD Advanced Micro Devices, Inc.Sale$1,001 to $15Kself2 d−5.2%Filing
Sep 4, 2024APD Air Products and Chemicals, Inc. Common StockSale$1,001 to $15Kself2 d−1.2%Filing
Sep 4, 2024GOOGL Alphabet Inc. - Class A Common StockCommitteeSale$1,001 to $15Kself2 d+4.1%Filing
Sep 4, 2024GOOG Alphabet Inc. - Class C Capital StockCommitteeSale$1,001 to $15Kself2 d+4.3%Filing
Sep 4, 2024AMZN Amazon.com, Inc. - Common StockSale$1,001 to $15Kself2 d−5.5%Filing
Sep 4, 2024AEE Ameren Corporation Common StockCommitteeSale$1,001 to $15Kself2 d−0.6%Filing
Sep 4, 2024AEP American Electric Power Company, Inc.CommitteeSale$1,001 to $15Kself2 d+0.0%Filing
Sep 4, 2024ADI Analog Devices, Inc. - Common StockSale$1,001 to $15Kself2 d−0.7%Filing
Sep 4, 2024AAPL Apple Inc. - Common StockSale$1,001 to $15Kself2 d−0.2%Filing
Sep 4, 2024AMAT Applied Materials, Inc. - Common StockSale$1,001 to $15Kself2 d−0.9%Filing
Sep 4, 2024APTV Aptiv PLC Ordinary SharesSale$1,001 to $15Kself2 d+5.1%Filing
Sep 4, 2024T AT&T Inc.CommitteeSale$1,001 to $15Kself2 d−3.5%Filing
Sep 4, 2024ADP Automatic Data Processing, Inc. - Common StockSale$1,001 to $15Kself2 d−0.8%Filing
Sep 4, 2024AVB AvalonBay Communities, Inc. Common StockSale$1,001 to $15Kself2 d–Filing
Sep 4, 2024AVTR Avantor, Inc. Common StockSale$1,001 to $15Kself2 d−7.0%Filing
Sep 4, 2024AVY Avery Dennison Corporation Common StockSale$1,001 to $15Kself2 d+0.8%Filing
Sep 4, 2024BAC Bank of America Corporation Common StockSale$1,001 to $15Kself2 d+4.2%Filing
Sep 4, 2024BDX Becton, Dickinson and Company Common StockCommitteeSale$1,001 to $15Kself2 d+0.5%Filing
Sep 4, 2024BRK.B Berkshire Hathaway Inc. New Common StockSale$1,001 to $15Kself2 d+5.9%Filing
Sep 4, 2024BLK BlackRock, Inc. Common StockSale$1,001 to $15Kself2 d+1.1%Filing
Sep 4, 2024BX Blackstone Inc. Common StockSale$985.47 to $985.47self2 d−2.9%Filing
Sep 4, 2024BAH Booz Allen Hamilton Holding Corporation Common StockSale$1,001 to $15Kself2 d+4.2%Filing
Sep 4, 2024BP BP p.l.c. Common StockCommitteeSale$1,001 to $15Kself2 d+3.4%Filing
Sep 4, 2024AVGO Broadcom Inc. - Common StockSale$1,001 to $15Kself2 d−1.7%Filing
Sep 4, 2024CAH Cardinal Health, Inc. Common StockCommitteeSale$1,001 to $15Kself2 d+0.8%Filing
Sep 4, 2024CDW CDW Corporation - Common StockSale$1,001 to $15Kself2 d−0.2%Filing
Sep 4, 2024CVX Chevron Corporation Common StockCommitteeSale$1,001 to $15Kself2 d+2.9%Filing
Sep 4, 2024CB Chubb Limited Common StockSale$1,001 to $15Kself2 d+3.0%Filing
Sep 4, 2024CIEN Ciena CorporationSale$1,001 to $15Kself2 d+3.3%Filing
Sep 4, 2024CSCO Cisco Systems, Inc. - Common StockSale$1,001 to $15Kself2 d+0.9%Filing
Sep 4, 2024CME CME Group Inc. - Class A Common StockSale$1,001 to $15Kself2 d−1.6%Filing
Sep 4, 2024KO Coca-Cola CompanySale$1,001 to $15Kself2 d+2.4%Filing
Sep 4, 2024CTSH Cognizant Technology Solutions Corporation - Class A Common StockSale$1,001 to $15Kself2 d+1.6%Filing
Sep 4, 2024CMCSA Comcast Corporation - Class A Common StockCommitteeSale$1,001 to $15Kself2 d−0.2%Filing
Sep 4, 2024COP ConocoPhillips Common StockCommitteeSale$1,001 to $15Kself2 d+5.6%Filing
Sep 4, 2024CTVA Corteva, Inc. Common StockSale$1,001 to $15Kself2 d+1.0%Filing
Sep 4, 2024CCI Crown Castle Inc. Common StockSale$1,001 to $15Kself2 d−5.0%Filing
Sep 4, 2024CMI Cummins Inc. Common StockSale$1,001 to $15Kself2 d+3.4%Filing
Sep 4, 2024DEO Diageo plc Common StockSale$1,001 to $15Kself2 d+0.1%Filing
Sep 4, 2024DFS Discover Financial Services Common StockSale$1,001 to $15Kself2 d–Filing
Sep 4, 2024DLTR Dollar Tree, Inc. - Common StockSale$1,001 to $15Kself2 d−5.1%Filing
Sep 4, 2024DNB Dun & Bradstreet Holdings, Inc. Common StockSale$1,001 to $15Kself2 d–Filing
Sep 4, 2024EBAY eBay Inc. - Common StockSale$1,001 to $15Kself2 d−2.4%Filing
Sep 4, 2024EA Electronic Arts Inc. - Common StockSale$1,001 to $15Kself2 d–Filing
Sep 4, 2024ELV Elevance Health, Inc. Common StockCommitteeSale$1,001 to $15Kself2 d+0.8%Filing
Sep 4, 2024ETR Entergy Corporation Common StockCommitteeSale$1,001 to $15Kself2 d+0.8%Filing