ダウンサイドベータ(米国S&P500)のバックテスト
Downside Beta (US S&P 500)
slug: downside-beta-us-sp500
米国S&P500(約503銘柄)でダウンサイドベータをバックテストした。318通りの中央値 Sharpe は -1.15。p-value は 0.01。Max DD は -52.4%。期間は 2022-04-01〜2026-07-01。最良 Sharpe -0.37 は代表値ではない。
判定は rejected。中央値は promising(Sharpe > 0.5 かつ p-value < 0.05)にも marginal(Sharpe > 0.05 かつ最良 p-value < 0.10)にも届いていない。主因は no_edge。レジーム・取引回数・コストには分類されず、中央値が採用ラインに届いていない。
成績の中央値
Sharpe(中央値)
-1.15
Max DD
-52.4%
勝率
—
Alpha(年率)
—
p-value
0.01
期間: 2022-04-01 → 2026-07-01
318通りの Sharpe:中央値 -1.15最良 -0.37 (代表値ではない)最悪 -2.26p25–p75 -1.45–-0.90
仮説
原文は英語。
Ang, Chen, Xing (2006): downside beta commands a higher risk premium. Applied to S&P 500 constituents.
採用しなかった理由
Across 318 grid combinations, median Sharpe=-1.15, best=-0.37. Primary failure mode: no_edge.
検証ファクト (5)
Best grid Sharpe ratio is -0.37 (p=0.19).
period 2022-04-01–2026-07-01; cost=5bps
cite ↗ /cite/downside-beta-us-sp500-fact-best-sharpevia r-downside-beta-us-sp500-0065
Median Sharpe across 318 grid runs is -1.15.
Full grid of 318 parameter combinations.
Median Sharpe in DOWN regime is -2.01 across 318 runs.
Regime=DOWN, N225 SMA20/SMA60 classification.
Median Sharpe in FLAT regime is -1.24 across 318 runs.
Regime=FLAT, N225 SMA20/SMA60 classification.
Median Sharpe in UP regime is -0.77 across 318 runs.
Regime=UP, N225 SMA20/SMA60 classification.
検証ラン (30)
| run | params | sharpe | UP | FLAT | DOWN |
|---|---|---|---|---|---|
formation_days=40, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0000 | cost_bps: 5 n_stocks: 5 regime_gate: false | -1.15 | -1.18 | -1.03 | -1.30 |
formation_days=40, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=True r-downside-beta-us-sp500-0001 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.90 | -0.61 | -1.03 | -1.30 |
formation_days=40, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0002 | cost_bps: 10 n_stocks: 5 regime_gate: false | -1.34 | -1.40 | -1.20 | -1.44 |
formation_days=40, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=True r-downside-beta-us-sp500-0003 | cost_bps: 10 n_stocks: 5 regime_gate: true | -1.06 | -0.83 | -1.20 | -1.44 |
formation_days=40, holding_days=1, n_stocks=50, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0012 | cost_bps: 5 n_stocks: 50 regime_gate: false | -1.10 | -0.78 | -1.64 | -0.87 |
formation_days=40, holding_days=5, n_stocks=5, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0018 | cost_bps: 10 n_stocks: 5 regime_gate: false | -0.96 | -0.83 | -0.49 | -2.40 |
formation_days=40, holding_days=10, n_stocks=5, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0032 | cost_bps: 5 n_stocks: 5 regime_gate: false | -0.79 | -0.08 | -0.82 | -2.91 |
formation_days=40, holding_days=10, n_stocks=50, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0046 | cost_bps: 10 n_stocks: 50 regime_gate: false | -1.78 | -1.66 | -1.69 | -2.42 |
formation_days=40, holding_days=20, n_stocks=50, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0060 | cost_bps: 5 n_stocks: 50 regime_gate: false | -1.42 | -1.35 | -0.83 | -2.86 |
formation_days=40, holding_days=60, n_stocks=5, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0064 | cost_bps: 5 n_stocks: 5 regime_gate: false | -0.76 | -0.58 | -0.85 | -1.15 |
formation_days=40, holding_days=60, n_stocks=5, cost_bps=5, regime_gate=True r-downside-beta-us-sp500-0065 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.37 | +0.69 | -0.85 | -1.15 |
formation_days=40, holding_days=60, n_stocks=50, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0076 | cost_bps: 5 n_stocks: 50 regime_gate: false | -1.15 | -0.94 | -1.23 | -1.59 |
formation_days=60, holding_days=1, n_stocks=20, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0090 | cost_bps: 10 n_stocks: 20 regime_gate: false | -1.53 | -1.41 | -1.64 | -1.44 |
formation_days=60, holding_days=5, n_stocks=20, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0104 | cost_bps: 5 n_stocks: 20 regime_gate: false | -1.59 | -2.38 | -0.99 | -1.66 |
formation_days=60, holding_days=10, n_stocks=10, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0118 | cost_bps: 10 n_stocks: 10 regime_gate: false | -1.62 | -1.74 | -1.37 | -2.00 |
formation_days=60, holding_days=20, n_stocks=10, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0132 | cost_bps: 5 n_stocks: 10 regime_gate: false | -1.45 | -2.24 | -0.39 | -2.06 |
formation_days=60, holding_days=60, n_stocks=5, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0146 | cost_bps: 10 n_stocks: 5 regime_gate: false | -1.04 | -1.06 | -0.96 | -1.10 |
formation_days=120, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0160 | cost_bps: 5 n_stocks: 5 regime_gate: false | -1.27 | -1.57 | -1.02 | -1.35 |
formation_days=120, holding_days=1, n_stocks=50, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0174 | cost_bps: 10 n_stocks: 50 regime_gate: false | -1.12 | -1.22 | -1.13 | -0.90 |
formation_days=120, holding_days=5, n_stocks=50, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0188 | cost_bps: 5 n_stocks: 50 regime_gate: false | -1.66 | -1.59 | -1.35 | -2.45 |
formation_days=120, holding_days=10, n_stocks=20, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0202 | cost_bps: 10 n_stocks: 20 regime_gate: false | -1.74 | -1.46 | -1.97 | -2.01 |
formation_days=120, holding_days=20, n_stocks=20, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0216 | cost_bps: 5 n_stocks: 20 regime_gate: false | -1.40 | -1.57 | -0.85 | -2.27 |
formation_days=120, holding_days=60, n_stocks=10, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0230 | cost_bps: 10 n_stocks: 10 regime_gate: false | -1.29 | -1.22 | -1.45 | -1.20 |
formation_days=250, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0240 | cost_bps: 5 n_stocks: 5 regime_gate: false | -0.92 | -1.05 | -0.79 | -0.70 |
formation_days=250, holding_days=1, n_stocks=10, cost_bps=5, regime_gate=True r-downside-beta-us-sp500-0245 | cost_bps: 5 n_stocks: 10 regime_gate: true | -0.85 | -0.70 | -1.09 | -0.97 |
formation_days=250, holding_days=5, n_stocks=5, cost_bps=10, regime_gate=True r-downside-beta-us-sp500-0259 | cost_bps: 10 n_stocks: 5 regime_gate: true | -1.17 | -0.07 | -1.38 | -5.09 |
formation_days=250, holding_days=10, n_stocks=5, cost_bps=5, regime_gate=True r-downside-beta-us-sp500-0273 | cost_bps: 5 n_stocks: 5 regime_gate: true | -1.18 | +0.49 | -1.95 | -2.59 |
formation_days=250, holding_days=10, n_stocks=10, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0278 | cost_bps: 10 n_stocks: 10 regime_gate: false | -2.26 | -2.09 | -2.31 | -2.69 |
formation_days=250, holding_days=20, n_stocks=5, cost_bps=5, regime_gate=False r-downside-beta-us-sp500-0288 | cost_bps: 5 n_stocks: 5 regime_gate: false | -1.72 | -2.02 | -1.12 | -2.85 |
formation_days=250, holding_days=20, n_stocks=50, cost_bps=10, regime_gate=False r-downside-beta-us-sp500-0302 | cost_bps: 10 n_stocks: 50 regime_gate: false | -1.67 | -1.90 | -1.10 | -2.51 |
対象ユニバース
S&P 500 constituents, ~503 stocks
関連する戦略
source: qbuntu-analysis · kabu STATION REST API + J-Quants daily bars
computed asof: 2026-09-24T02:22:20