Garman-Klass Volatility Factor (US S&P 500)
slug: garman-klass-vol-us-sp500
Garman-Klass Volatility Factor (US S&P 500) backtest. Median Sharpe across 212 parameter sets is -0.78. p-value is 0.09. Max DD is -50.1%. Period: 2022-02-01 to 2026-09-01. Best Sharpe -0.39 is not the representative figure.
Verdict: rejected. The median reaches neither promising (Sharpe > 0.5 and p-value < 0.05) nor marginal (Sharpe > 0.05 and best p-value < 0.10). Primary reason: no_edge. It is not regime, frequency, or cost, and the median does not clear the bar.
Performance summary
Sharpe (median)
-0.78
Max DD
-50.1%
Win rate
—
Alpha (ann.)
—
p-value
0.09
backtest period: 2022-02-01 → 2026-09-01
Sharpe across 212 grid runs:median -0.78best -0.39 (not representative)worst -1.53p25–p75 -0.99–-0.59
Hypothesis
Garman & Klass (1980): OHLC-based volatility estimator. Testing low-volatility anomaly using GK vol on S&P 500 constituents.
Why it didn't work
Across 212 grid combinations, median Sharpe=-0.78, best=-0.39. Primary failure mode: no_edge.
Facts (5)
Best grid Sharpe ratio is -0.39 (p=0.39).
period 2022-02-01–2026-09-01; cost=5bps
cite ↗ /cite/garman-klass-vol-us-sp500-fact-best-sharpevia r-garman-klass-vol-us-sp500-0025
Median Sharpe across 212 grid runs is -0.78.
Full grid of 212 parameter combinations.
Median Sharpe in DOWN regime is -0.58 across 212 runs.
Regime=DOWN, N225 SMA20/SMA60 classification.
Median Sharpe in FLAT regime is -1.11 across 212 runs.
Regime=FLAT, N225 SMA20/SMA60 classification.
Median Sharpe in UP regime is -0.55 across 212 runs.
Regime=UP, N225 SMA20/SMA60 classification.
Runs (30)
| run | params | sharpe | UP | FLAT | DOWN |
|---|---|---|---|---|---|
formation_days=10, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=False r-garman-klass-vol-us-sp500-0000 | cost_bps: 5 n_stocks: 5 regime_gate: false | -0.91 | -1.28 | -1.08 | -0.11 |
formation_days=10, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0001 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.54 | -0.48 | -1.08 | -0.11 |
formation_days=10, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=False r-garman-klass-vol-us-sp500-0002 | cost_bps: 10 n_stocks: 5 regime_gate: false | -1.04 | -1.44 | -1.21 | -0.21 |
formation_days=10, holding_days=1, n_stocks=5, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0003 | cost_bps: 10 n_stocks: 5 regime_gate: true | -0.66 | -0.96 | -1.21 | -0.21 |
formation_days=10, holding_days=1, n_stocks=50, cost_bps=5, regime_gate=False r-garman-klass-vol-us-sp500-0012 | cost_bps: 5 n_stocks: 50 regime_gate: false | -0.82 | -0.82 | -1.48 | -0.01 |
formation_days=10, holding_days=1, n_stocks=50, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0013 | cost_bps: 5 n_stocks: 50 regime_gate: true | -0.67 | -0.48 | -1.48 | -0.01 |
formation_days=10, holding_days=5, n_stocks=10, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0023 | cost_bps: 10 n_stocks: 10 regime_gate: true | -0.58 | -0.73 | -1.02 | -0.29 |
formation_days=10, holding_days=5, n_stocks=20, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0025 | cost_bps: 5 n_stocks: 20 regime_gate: true | -0.39 | +0.14 | -0.75 | -0.34 |
formation_days=10, holding_days=10, n_stocks=5, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0035 | cost_bps: 10 n_stocks: 5 regime_gate: true | -0.76 | +0.30 | -1.15 | -0.98 |
formation_days=10, holding_days=10, n_stocks=50, cost_bps=10, regime_gate=False r-garman-klass-vol-us-sp500-0046 | cost_bps: 10 n_stocks: 50 regime_gate: false | -1.53 | -1.28 | -1.89 | -1.31 |
formation_days=10, holding_days=20, n_stocks=5, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0049 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.47 | +0.57 | -0.49 | -1.19 |
formation_days=10, holding_days=20, n_stocks=50, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0063 | cost_bps: 10 n_stocks: 50 regime_gate: true | -0.65 | +0.71 | -0.92 | -1.60 |
formation_days=10, holding_days=60, n_stocks=50, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0077 | cost_bps: 5 n_stocks: 50 regime_gate: true | -0.44 | +1.13 | -1.32 | -0.63 |
formation_days=20, holding_days=1, n_stocks=10, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0087 | cost_bps: 10 n_stocks: 10 regime_gate: true | -0.64 | -1.11 | -1.20 | -0.08 |
formation_days=20, holding_days=5, n_stocks=5, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0097 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.67 | -0.14 | -1.24 | -0.36 |
formation_days=20, holding_days=5, n_stocks=20, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0107 | cost_bps: 10 n_stocks: 20 regime_gate: true | -0.59 | -0.16 | -1.15 | -0.28 |
formation_days=20, holding_days=10, n_stocks=20, cost_bps=5, regime_gate=False r-garman-klass-vol-us-sp500-0120 | cost_bps: 5 n_stocks: 20 regime_gate: false | -1.36 | -1.50 | -1.40 | -0.96 |
formation_days=20, holding_days=20, n_stocks=10, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0133 | cost_bps: 5 n_stocks: 10 regime_gate: true | -0.47 | +0.74 | -0.53 | -1.23 |
formation_days=20, holding_days=60, n_stocks=50, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0159 | cost_bps: 10 n_stocks: 50 regime_gate: true | -0.46 | +1.05 | -1.31 | -0.55 |
formation_days=40, holding_days=1, n_stocks=20, cost_bps=5, regime_gate=False r-garman-klass-vol-us-sp500-0168 | cost_bps: 5 n_stocks: 20 regime_gate: false | -0.77 | -0.76 | -1.18 | -0.26 |
formation_days=40, holding_days=5, n_stocks=5, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0179 | cost_bps: 10 n_stocks: 5 regime_gate: true | -0.73 | -0.61 | -0.99 | -0.82 |
formation_days=40, holding_days=5, n_stocks=50, cost_bps=5, regime_gate=False r-garman-klass-vol-us-sp500-0188 | cost_bps: 5 n_stocks: 50 regime_gate: false | -1.03 | -1.50 | -1.00 | -0.15 |
formation_days=40, holding_days=10, n_stocks=20, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0201 | cost_bps: 5 n_stocks: 20 regime_gate: true | -0.82 | +0.52 | -1.41 | -1.06 |
formation_days=40, holding_days=20, n_stocks=10, cost_bps=10, regime_gate=True r-garman-klass-vol-us-sp500-0215 | cost_bps: 10 n_stocks: 10 regime_gate: true | -0.58 | +0.13 | -0.56 | -1.34 |
formation_days=60, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=False r-garman-klass-vol-us-sp500-0240 | cost_bps: 5 n_stocks: 5 regime_gate: false | -0.85 | -1.02 | -0.69 | -0.89 |
formation_days=60, holding_days=1, n_stocks=5, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0241 | cost_bps: 5 n_stocks: 5 regime_gate: true | -0.60 | -0.60 | -0.69 | -0.89 |
formation_days=60, holding_days=1, n_stocks=20, cost_bps=10, regime_gate=False r-garman-klass-vol-us-sp500-0250 | cost_bps: 10 n_stocks: 20 regime_gate: false | -1.17 | -1.02 | -1.38 | -1.11 |
formation_days=60, holding_days=5, n_stocks=10, cost_bps=5, regime_gate=False r-garman-klass-vol-us-sp500-0260 | cost_bps: 5 n_stocks: 10 regime_gate: false | -1.03 | -1.45 | -0.97 | -0.38 |
formation_days=60, holding_days=5, n_stocks=50, cost_bps=5, regime_gate=True r-garman-klass-vol-us-sp500-0269 | cost_bps: 5 n_stocks: 50 regime_gate: true | -0.52 | -0.09 | -1.01 | -0.22 |
formation_days=60, holding_days=10, n_stocks=50, cost_bps=5, regime_gate=False r-garman-klass-vol-us-sp500-0284 | cost_bps: 5 n_stocks: 50 regime_gate: false | -1.36 | -1.28 | -1.52 | -1.16 |
Target universe
S&P 500 constituents, ~503 stocks
Related strategies
source: qbuntu-analysis · kabu STATION REST API + J-Quants daily bars
computed asof: 2026-09-24T02:22:18