Idiosyncratic Volatility (JP Growth Stocks)
Idiosyncratic Volatility (JP Growth Stocks) backtest. Median Sharpe across 320 parameter sets is +0.13. p-value is 0.53. Max DD is -21.6%. Period: 2023-07-03 to 2026-06-01. Best Sharpe +1.61 is not the representative figure.
Verdict: marginal. Some parameter set has a p-value under 0.10, but the median itself misses promising (Sharpe > 0.5 and p-value < 0.05). Primary reason: no_edge. It is not regime, frequency, or cost, and the median does not clear the bar.
Performance summary
Hypothesis
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.
Why it didn't work
Across 320 grid combinations, median Sharpe=0.13, best=1.61. Primary failure mode: no_edge.
Facts (5)
Runs (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 |