固有ボラティリティ(東証グロース)のバックテスト
Idiosyncratic Volatility (JP Growth Stocks)
slug: idiosyncratic-vol-jp-growth
東証グロース(約495銘柄)で固有ボラティリティをバックテストした。320通りの中央値 Sharpe は +0.13。p-value は 0.53。Max DD は -21.6%。期間は 2023-07-03〜2026-06-01。最良 Sharpe +1.61 は代表値ではない。
判定は marginal。どこかのパラメータでは p-value が 0.10 を下回るが、中央値自体は promising の基準(Sharpe > 0.5 かつ p-value < 0.05)に届いていない。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)
+0.13
Max DD
-21.6%
勝率
—
Alpha(年率)
—
p-value
0.53
期間: 2023-07-03 → 2026-06-01
320通りの Sharpe:中央値 0.13最良 1.61 (代表値ではない)最悪 -1.12p25–p75 -0.23–0.41
仮説
原文は英語。
Ang, Hodrick, Xing, Zhang (2006): stocks with high idiosyncratic volatility earn lower returns. Idio vol = std(residuals) from market model (rolling OLS against N225). LONG lowest idio-vol, SHORT highest.
採用しなかった理由
Across 320 grid combinations, median Sharpe=0.13, best=1.61. Primary failure mode: no_edge.
検証ファクト (5)
Best grid Sharpe ratio is 1.61 (p=0.0077).
period 2023-07-03–2026-06-01; cost=5bps
cite ↗ /cite/idiosyncratic-vol-jp-growth-fact-best-sharpevia r-idiosyncratic-vol-jp-growth-0000
Median Sharpe across 320 grid runs is 0.13.
Full grid of 320 parameter combinations.
Median Sharpe in DOWN regime is 0.33 across 320 runs.
Regime=DOWN, N225 SMA20/SMA60 classification.
Median Sharpe in FLAT regime is 0.15 across 320 runs.
Regime=FLAT, N225 SMA20/SMA60 classification.
Median Sharpe in UP regime is -0.48 across 320 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-jp-growth-0000 | cost_bps: 5 n_stocks: 5 regime_gate: false | +1.61 | +1.21 | +1.50 | +6.93 |
estimation_window=20, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=True r-idiosyncratic-vol-jp-growth-0001 | cost_bps: 5 n_stocks: 5 regime_gate: true | +1.25 | -1.56 | +1.50 | +6.93 |
estimation_window=20, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=False r-idiosyncratic-vol-jp-growth-0002 | cost_bps: 10 n_stocks: 5 regime_gate: false | +1.48 | +1.10 | +1.36 | +6.70 |
estimation_window=20, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=True r-idiosyncratic-vol-jp-growth-0003 | cost_bps: 10 n_stocks: 5 regime_gate: true | +1.12 | -1.88 | +1.36 | +6.70 |
estimation_window=20, holding_days=1, n_stocks=50, cost_bps=5, regime_gate=False r-idiosyncratic-vol-jp-growth-0012 | cost_bps: 5 n_stocks: 50 regime_gate: false | +0.86 | +0.30 | +0.91 | +4.04 |
estimation_window=20, holding_days=5, n_stocks=5, cost_bps=5, regime_gate=True r-idiosyncratic-vol-jp-growth-0017 | cost_bps: 5 n_stocks: 5 regime_gate: true | +0.19 | +0.24 | -0.24 | +27.62 |
estimation_window=20, holding_days=5, n_stocks=50, cost_bps=10, regime_gate=False r-idiosyncratic-vol-jp-growth-0030 | cost_bps: 10 n_stocks: 50 regime_gate: false | +0.09 | -0.44 | +0.57 | -0.24 |
estimation_window=20, holding_days=10, n_stocks=20, cost_bps=10, regime_gate=True r-idiosyncratic-vol-jp-growth-0043 | cost_bps: 10 n_stocks: 20 regime_gate: true | -0.14 | -0.48 | -0.16 | +1.39 |
estimation_window=20, holding_days=20, n_stocks=20, cost_bps=5, regime_gate=False r-idiosyncratic-vol-jp-growth-0056 | cost_bps: 5 n_stocks: 20 regime_gate: false | +0.34 | -0.53 | +0.82 | +0.86 |
estimation_window=20, holding_days=60, n_stocks=5, cost_bps=5, regime_gate=False r-idiosyncratic-vol-jp-growth-0064 | cost_bps: 5 n_stocks: 5 regime_gate: false | +0.19 | +2.13 | -0.19 | -0.28 |
estimation_window=20, holding_days=60, n_stocks=10, cost_bps=10, regime_gate=False r-idiosyncratic-vol-jp-growth-0070 | cost_bps: 10 n_stocks: 10 regime_gate: false | +0.25 | +0.99 | +0.06 | +0.32 |
estimation_window=40, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=True r-idiosyncratic-vol-jp-growth-0083 | cost_bps: 10 n_stocks: 5 regime_gate: true | +0.94 | -1.33 | +1.26 | +3.04 |
estimation_window=40, holding_days=5, n_stocks=5, cost_bps=5, regime_gate=False r-idiosyncratic-vol-jp-growth-0096 | cost_bps: 5 n_stocks: 5 regime_gate: false | +0.54 | -0.50 | +2.05 | +17.11 |
estimation_window=40, holding_days=5, n_stocks=50, cost_bps=5, regime_gate=True r-idiosyncratic-vol-jp-growth-0109 | cost_bps: 5 n_stocks: 50 regime_gate: true | +0.40 | -0.46 | +0.71 | +0.53 |
estimation_window=40, holding_days=10, n_stocks=20, cost_bps=10, regime_gate=False r-idiosyncratic-vol-jp-growth-0122 | cost_bps: 10 n_stocks: 20 regime_gate: false | -0.36 | -0.98 | -0.04 | -0.34 |
estimation_window=40, holding_days=20, n_stocks=10, cost_bps=10, regime_gate=True r-idiosyncratic-vol-jp-growth-0135 | cost_bps: 10 n_stocks: 10 regime_gate: true | +0.18 | -1.23 | +0.45 | -0.00 |
estimation_window=40, holding_days=60, n_stocks=10, cost_bps=5, regime_gate=False r-idiosyncratic-vol-jp-growth-0148 | cost_bps: 5 n_stocks: 10 regime_gate: false | +0.34 | +1.34 | +0.11 | -1.11 |
estimation_window=60, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=True r-idiosyncratic-vol-jp-growth-0161 | cost_bps: 5 n_stocks: 5 regime_gate: true | +0.55 | -1.46 | +1.09 | +0.26 |
estimation_window=60, holding_days=1, n_stocks=50, cost_bps=10, regime_gate=False r-idiosyncratic-vol-jp-growth-0174 | cost_bps: 10 n_stocks: 50 regime_gate: false | +0.30 | -0.65 | +0.75 | +3.05 |
estimation_window=60, holding_days=5, n_stocks=20, cost_bps=10, regime_gate=True r-idiosyncratic-vol-jp-growth-0187 | cost_bps: 10 n_stocks: 20 regime_gate: true | +0.14 | -0.88 | +0.19 | +1.30 |
estimation_window=60, holding_days=10, n_stocks=5, cost_bps=10, regime_gate=True r-idiosyncratic-vol-jp-growth-0195 | cost_bps: 10 n_stocks: 5 regime_gate: true | -1.12 | -1.49 | -1.18 | -1.44 |
estimation_window=60, holding_days=10, n_stocks=20, cost_bps=5, regime_gate=True r-idiosyncratic-vol-jp-growth-0201 | cost_bps: 5 n_stocks: 20 regime_gate: true | -0.40 | -0.89 | -0.41 | +0.37 |
estimation_window=60, holding_days=20, n_stocks=10, cost_bps=10, regime_gate=False r-idiosyncratic-vol-jp-growth-0214 | cost_bps: 10 n_stocks: 10 regime_gate: false | -0.27 | -0.17 | -0.36 | +0.09 |
estimation_window=60, holding_days=60, n_stocks=5, cost_bps=10, regime_gate=True r-idiosyncratic-vol-jp-growth-0227 | cost_bps: 10 n_stocks: 5 regime_gate: true | -0.46 | -2.67 | -0.41 | -0.80 |
estimation_window=120, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=False r-idiosyncratic-vol-jp-growth-0240 | cost_bps: 5 n_stocks: 5 regime_gate: false | +0.67 | +0.95 | +0.68 | -0.70 |
estimation_window=120, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=True r-idiosyncratic-vol-jp-growth-0241 | cost_bps: 5 n_stocks: 5 regime_gate: true | +0.34 | -0.77 | +0.68 | -0.70 |
estimation_window=120, holding_days=1, n_stocks=50, cost_bps=10, regime_gate=False r-idiosyncratic-vol-jp-growth-0254 | cost_bps: 10 n_stocks: 50 regime_gate: false | +0.20 | -0.52 | +0.29 | +7.14 |
estimation_window=120, holding_days=5, n_stocks=20, cost_bps=10, regime_gate=True r-idiosyncratic-vol-jp-growth-0267 | cost_bps: 10 n_stocks: 20 regime_gate: true | -0.60 | -0.62 | -0.68 | -0.24 |
estimation_window=120, holding_days=10, n_stocks=20, cost_bps=5, regime_gate=False r-idiosyncratic-vol-jp-growth-0280 | cost_bps: 5 n_stocks: 20 regime_gate: false | -0.59 | -0.24 | -0.63 | -1.27 |
estimation_window=120, holding_days=20, n_stocks=10, cost_bps=5, regime_gate=True r-idiosyncratic-vol-jp-growth-0293 | cost_bps: 5 n_stocks: 10 regime_gate: true | +0.01 | +1.22 | -0.06 | -1.09 |
対象ユニバース
Tokyo Stock Exchange Growth Market, ~495 stocks, tv >= 30M JPY
source: qbuntu-analysis · kabu STATION REST API + J-Quants daily bars
computed asof: 2026-09-24T02:22:19