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The Congressional Alpha Playbook

Mathematically validated copy-trade strategies derived from 11,820 congressional buy disclosures and 12,767 sells, priced via Yahoo Finance, alpha-tested against SPY. Updated 2026-04-16.

Best Sharpe
0.53
Dem sells (short)
Best 30d alpha
+1.43%
Committee >$150k
Top individual Sharpe
2.01
Dave McCormick
Trades analysed
24,587
3-year window
Politicians
160+
Apr 2023 → Apr 2026
Section 1

The 5 Strongest Signals (ranked by 30d Sharpe)

Out of 11,820 buy trades analysed, the baseline 'follow everything' strategy delivers 0.00% alpha. The signal lives in the filtered subsets below.

short
#1

民主党大额卖出 → 做空

当民主党国会议员申报金额 ≥ $50,000 的卖出时,该股票在接下来 30–90 天内系统性跑输 SPY。整个数据集中原始 Sharpe 最高的信号。

Trigger
民主党申报卖出 · 中位金额 ≥ $50k
Sharpe (30d)
0.53
Alpha (30d)
+1.26%
Sharpe (90d)
0.31
Alpha (90d)
+2.40%
Win Rate
58.0%
Sample
305 trades
Hold
30 days
Direction
Short
Example

Pelosi 以平均 $6.5M 的规模申报 AAPL 卖出,就是教科书级的触发示例。

long
#2

委员会 $150k+ 高信念买入

标记为与议员所在委员会管辖范围重叠的买入,单笔 $150,000 及以上。单笔交易 alpha 最高——但每年仅约 20 笔合格交易。

Trigger
委员会标记的买入 · 中位金额 ≥ $150k
Sharpe (30d)
0.50
Alpha (30d)
+1.43%
Sharpe (90d)
-0.06
Alpha (90d)
−0.57%
Win Rate
50.0%
Sample
58 trades
Hold
30 days
Direction
Long
Example

McCormick(参议院银行委员会)以 $175k × 5 笔买入 Goldman Sachs,是该信号的原型。

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For comparison: The unfiltered baseline (all 11,423 buys) has alpha of 0.00%, Sharpe 0.001, win rate 47.3%. Following Congress without filters is a coin flip.
Section 2

The Critical Party Asymmetry

The single most surprising finding in the data: Democratic and Republican signals are not symmetrical. Republicans don't sell on information.

民主党买入 ≥ $50k
long · 30d hold
+1.18%
Sharpe 0.43
strong
共和党买入 ≥ $50k
long · 30d hold
+0.60%
Sharpe 0.20
moderate
民主党卖出 ≥ $50k(做空)
short · 30d hold
+1.26%
Sharpe 0.53
strong
共和党卖出 ≥ $50k(做空)
short · 30d hold
-0.25%
Sharpe -0.08
fade

Hypothesis: Democratic sells in size tend to anticipate regulatory or policy headwinds the seller has insight into. Republican sells in size tend to be wealth-management (diversification, lifestyle) rather than informational — and so should not be shorted.

Section 3

Politicians Worth Following

Five named individuals with statistically validated alpha or signature trading patterns.

•••••• ••••••

R

House · NC· 29d avg delay

α (30d)
+6.27%
Sharpe
1.23
Win
66%
129 buys analysedView profile

•••••• ••••••

R

Senate · PA· 22d avg delay

α (30d)
+5.14%
Sharpe
2.01
Win
83%
34 buys analysedView profile

•••••• ••••••

R

House · TX· 7d avg delay

α (30d)
+3.47%
Sharpe
1.26
Win
50%
14 buys analysedView profile

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We name the 5 individuals with statistically validated alpha (Sharpe up to 2.01).

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Section 4

Sector Strategy: Chase, Neutral, Fade

Some sectors have persistent positive alpha when politicians buy them. Others have persistent negative alpha — meaning a politician buy is a contrarian sell signal.

Sectorα (30d)α (90d)Strategy
金融服务+0.68%+0.47%
Chase
工业+0.58%+1.58%
Chase
可选消费+0.31%-1.17%
Neutral
科技+0.13%+0.27%
Neutral

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Section 5

Three Trade-Ready Templates

Concrete entry, hold, and stop parameters for the highest-conviction signals.

策略 A — 民主党高信念多头

Sharpe 0.43

核心、可规模化的多头信号。每年约 15 笔合格交易。

Trigger
民主党申报买入 · 中位金额 ≥ $50k · 板块 ∈ {金融服务、工业、科技}
Entry
申报日次日开盘
Hold
30 天(Sharpe 在此达到峰值)
Stop
从入场最高点 −10% 回撤止损
Frequency
约 15 笔/年
Expected α
每笔约 1.18% · 持续部署年化约 18%

策略 B — 民主党卖出做空

Sharpe 0.53

数据集中 Sharpe 最高的策略。在 90 天仍然有效。

Trigger
民主党申报卖出 · 中位金额 ≥ $50k
Entry
次日开盘做空
Hold
30–90 天(alpha 从 1.26% 增长至 2.40%)
Stop
+12%(股价反弹则回补)· 90 天硬性回补
Frequency
约 75 笔/年
Expected α
每笔 +1.26%(30 天)至 +2.40%(90 天)

策略 C — 参议院金融建仓

Sharpe 0.43

信息优势最强、频率最低的策略。McCormick 模板。

Trigger
参议院银行委员会成员买入金融股或加密 ETF · 金额 ≥ $150k
Entry
次日开盘
Hold
90 天(大仓位需要更长的获利周期)
Stop
−15%(更长的持有期对应更宽的止损)
Frequency
约 5–8 笔/年
Expected α
$500k+ 大单在 90 天达 +3.16%,Sharpe 0.43

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Three concrete A/B/C strategies with entry, hold, and stop parameters.

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Section 6

The Filing Delay Reality Check

The STOCK Act gives politicians 45 days to disclose. Only 4.7% file within 7 days. By the time you see most trades, the alpha window is half-spent.

0–7 天
4.7%罕见。Alpha 捕获最优。
1,208
8–14 天
13.8%仍可操作。
3,543
15–30 天
46.3%样本量最大。边际收益。
11,870
31–45 天
28.1%可能已过峰值。
7,197
45+ 天
7.0%迟报者(罚款 $200)。
1,792

The math: Median filing delay is ~22 days. For a 30-day alpha window post-trade, you capture roughly 8 of 30 days = 27%. For a 90-day window, you capture 68 of 90 = 76%. Long-horizon strategies survive the delay; short-horizon ones don't.

Section 7

What NOT to Do

Anti-patterns the data clearly disconfirms.

不要跟随 $15k 以下的买入

78.9% 的交易落在此区间——纯粹是托管账户噪音。零 alpha。

不要做空共和党的卖出

共和党 ≥ $50k 的卖出做空 alpha 为负(30 天 −0.25%)。这些是财富管理性的退出,不携带信息含量。

不要买入医疗健康、必需消费、房地产

在所有时间窗口都持续负 alpha。必需消费在 90 天达 −3.51%,最差。即使委员会标记的买入也跑输 SPY。

不要单凭委员会标记下注

整体委员会买入 alpha 为负(−0.25%)。信号只有在 $150k+ 的高信念阈值才显现。

Section 8

Methodology

How the numbers were produced.

Source data
Capitol Trades scraper, all STOCK Act buy & sell disclosures from 2023年4月 to 2026年4月.
Universe
11,820 buy results + 12,767 sell results across 160+ politicians, with prices fetched from Yahoo Finance.
Entry
Open of the next trading day after filing date — not trade date — to model what a copy-trader could realistically achieve.
Exit / hold periods
Computed at 7, 14, 21, 30, 45, 60, 90 calendar-day marks using closing prices.
Alpha
Stock return minus SPY return over the identical calendar window.
Sharpe
Annualised: (α / σ_α) × √(252 / hold). Risk-free rate 5%, capped at ±10 to prevent division-by-tiny artifacts.
Caveats: Yahoo Finance data is split- and dividend-adjusted but may have artifacts on delisted or heavily-restructured securities. Win rate is measured against alpha (vs SPY), not absolute return. Stop-loss simulations use end-of-day closing prices, not intraday — real-world execution will differ. Not investment advice; for research only.

Apply this on the live trades feed

Filter the politician trades feed by Senate · Democrat · ≥ $50k. Set alerts on the politicians named here. Watch the next qualifying signal in real time.