固有ボラティリティ(米国S&P500)のバックテスト
Idiosyncratic Volatility (US S&P 500)
slug: idiosyncratic-vol-us-sp500
米国S&P500(約503銘柄)で固有ボラティリティをバックテストした。315通りの中央値 Sharpe は -0.89。p-value は 0.05。Max DD は -48.2%。期間は 2022-02-01〜2026-06-01。最良 Sharpe -0.18 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)
-0.89
Max DD
-48.2%
勝率
—
Alpha(年率)
—
p-value
0.05
期間: 2022-02-01 → 2026-06-01
315通りの Sharpe:中央値 -0.89最良 -0.18 (代表値ではない)最悪 -1.72p25–p75 -1.15–-0.61
仮説
原文は英語。
Ang, Hodrick, Xing, Zhang (2006): stocks with high idiosyncratic volatility earn lower returns. Applied to S&P 500 constituents.
採用しなかった理由
Across 315 grid combinations, median Sharpe=-0.89, best=-0.18. Primary failure mode: no_edge.
検証ファクト (5)
Best grid Sharpe ratio is -0.18 (p=0.52).
period 2022-02-01–2026-06-01; cost=5bps
cite ↗ /cite/idiosyncratic-vol-us-sp500-fact-best-sharpevia r-idiosyncratic-vol-us-sp500-0065
Median Sharpe across 315 grid runs is -0.89.
Full grid of 315 parameter combinations.
Median Sharpe in DOWN regime is -0.83 across 315 runs.
Regime=DOWN, N225 SMA20/SMA60 classification.
Median Sharpe in FLAT regime is -1.17 across 315 runs.
Regime=FLAT, N225 SMA20/SMA60 classification.
Median Sharpe in UP regime is -0.70 across 315 runs.
Regime=UP, N225 SMA20/SMA60 classification.
検証ラン (30)
| run | params | sharpe | UP | FLAT | DOWN |
|---|---|---|---|---|---|
estimation_window=20, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0000 | cost_bps: 5 n_stocks: 5 regime_gate: false | -1.07 | -1.56 | -0.92 | -0.33 |
estimation_window=20, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0001 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.58 | -0.51 | -0.92 | -0.33 |
estimation_window=20, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=False r-idiosyncratic-vol-us-sp500-0002 | cost_bps: 10 n_stocks: 5 regime_gate: false | -1.25 | -1.77 | -1.06 | -0.49 |
estimation_window=20, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=True r-idiosyncratic-vol-us-sp500-0003 | cost_bps: 10 n_stocks: 5 regime_gate: true | -0.74 | -0.84 | -1.06 | -0.49 |
estimation_window=20, holding_days=1, n_stocks=50, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0012 | cost_bps: 5 n_stocks: 50 regime_gate: false | -0.85 | -0.48 | -2.04 | +0.08 |
estimation_window=20, holding_days=5, n_stocks=5, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0017 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.48 | -0.22 | -0.94 | -0.06 |
estimation_window=20, holding_days=5, n_stocks=50, cost_bps=10, regime_gate=False r-idiosyncratic-vol-us-sp500-0030 | cost_bps: 10 n_stocks: 50 regime_gate: false | -1.34 | -1.33 | -2.11 | -0.26 |
estimation_window=20, holding_days=10, n_stocks=20, cost_bps=10, regime_gate=False r-idiosyncratic-vol-us-sp500-0042 | cost_bps: 10 n_stocks: 20 regime_gate: false | -1.72 | -1.16 | -2.63 | -1.60 |
estimation_window=20, holding_days=10, n_stocks=50, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0044 | cost_bps: 5 n_stocks: 50 regime_gate: false | -1.51 | -0.79 | -2.90 | -1.40 |
estimation_window=20, holding_days=20, n_stocks=20, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0057 | cost_bps: 5 n_stocks: 20 regime_gate: true | -0.56 | +1.06 | -0.99 | -1.78 |
estimation_window=20, holding_days=60, n_stocks=5, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0065 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.18 | +1.11 | -0.57 | -0.27 |
estimation_window=20, holding_days=60, n_stocks=20, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0073 | cost_bps: 5 n_stocks: 20 regime_gate: true | -0.39 | +1.13 | -1.36 | -0.69 |
estimation_window=40, holding_days=1, n_stocks=10, cost_bps=10, regime_gate=False r-idiosyncratic-vol-us-sp500-0086 | cost_bps: 10 n_stocks: 10 regime_gate: false | -0.98 | -1.03 | -1.11 | -0.77 |
estimation_window=40, holding_days=5, n_stocks=5, cost_bps=10, regime_gate=True r-idiosyncratic-vol-us-sp500-0099 | cost_bps: 10 n_stocks: 5 regime_gate: true | -0.50 | +0.01 | -1.15 | +0.01 |
estimation_window=40, holding_days=10, n_stocks=5, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0112 | cost_bps: 5 n_stocks: 5 regime_gate: false | -1.17 | -1.20 | -1.36 | -0.67 |
estimation_window=40, holding_days=10, n_stocks=50, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0125 | cost_bps: 5 n_stocks: 50 regime_gate: true | -0.70 | +0.56 | -1.58 | -1.10 |
estimation_window=40, holding_days=20, n_stocks=20, cost_bps=10, regime_gate=False r-idiosyncratic-vol-us-sp500-0138 | cost_bps: 10 n_stocks: 20 regime_gate: false | -1.28 | -1.51 | -0.91 | -1.74 |
estimation_window=40, holding_days=60, n_stocks=20, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0152 | cost_bps: 5 n_stocks: 20 regime_gate: false | -1.17 | -1.28 | -1.37 | -0.71 |
estimation_window=60, holding_days=1, n_stocks=10, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0165 | cost_bps: 5 n_stocks: 10 regime_gate: true | -0.66 | +0.24 | -0.99 | -0.92 |
estimation_window=60, holding_days=5, n_stocks=5, cost_bps=10, regime_gate=False r-idiosyncratic-vol-us-sp500-0178 | cost_bps: 10 n_stocks: 5 regime_gate: false | -0.86 | -1.22 | -0.74 | -0.14 |
estimation_window=60, holding_days=5, n_stocks=50, cost_bps=10, regime_gate=True r-idiosyncratic-vol-us-sp500-0191 | cost_bps: 10 n_stocks: 50 regime_gate: true | -0.53 | +0.34 | -1.47 | -0.18 |
estimation_window=60, holding_days=10, n_stocks=50, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0204 | cost_bps: 5 n_stocks: 50 regime_gate: false | -1.15 | -0.89 | -1.40 | -1.21 |
estimation_window=60, holding_days=20, n_stocks=20, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0217 | cost_bps: 5 n_stocks: 20 regime_gate: true | -0.52 | +0.99 | -0.71 | -1.57 |
estimation_window=60, holding_days=60, n_stocks=10, cost_bps=10, regime_gate=False r-idiosyncratic-vol-us-sp500-0230 | cost_bps: 10 n_stocks: 10 regime_gate: false | -1.15 | -1.18 | -1.25 | -0.88 |
estimation_window=120, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0240 | cost_bps: 5 n_stocks: 5 regime_gate: false | -1.33 | -1.45 | -0.95 | -2.43 |
estimation_window=120, holding_days=1, n_stocks=10, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0244 | cost_bps: 5 n_stocks: 10 regime_gate: false | -1.28 | -1.09 | -1.17 | -2.13 |
estimation_window=120, holding_days=5, n_stocks=5, cost_bps=5, regime_gate=True r-idiosyncratic-vol-us-sp500-0257 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.48 | -0.39 | -0.47 | -0.95 |
estimation_window=120, holding_days=5, n_stocks=50, cost_bps=10, regime_gate=False r-idiosyncratic-vol-us-sp500-0270 | cost_bps: 10 n_stocks: 50 regime_gate: false | -1.23 | -1.34 | -1.31 | -0.63 |
estimation_window=120, holding_days=10, n_stocks=20, cost_bps=10, regime_gate=True r-idiosyncratic-vol-us-sp500-0283 | cost_bps: 10 n_stocks: 20 regime_gate: true | -0.89 | +0.30 | -1.35 | -1.52 |
estimation_window=120, holding_days=20, n_stocks=20, cost_bps=5, regime_gate=False r-idiosyncratic-vol-us-sp500-0296 | cost_bps: 5 n_stocks: 20 regime_gate: false | -1.15 | -1.49 | -0.66 | -1.45 |
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: 2026-09-24T02:22:19