Volatility Risk Premium
Volatility Risk Premium (VRP) is the difference between implied and realized volatility. When VRP is high (implied > realized), sell volatility by holding the underlying. When VRP is negative, stay out as markets may be turbulent.
At a glance
What the backtest shows
- Beat buy-and-hold on 3 of 10 markets by annual return over 5 years.
- Had a smaller maximum drawdown than buy-and-hold on 9 of 10 markets.
- Best market by Sharpe ratio: DBC (Sharpe 1.07, CAGR 12.6%).
- Weakest market: EURUSD=X (Sharpe -0.69, CAGR -4.4%).
- Few or no trades in the window on UNG — treat those rows as a sign the rules rarely triggered, not as an edge.
Equity curve
Score and risk profile
Each bar is a percentile against every strategy on the same market and window (100 = best).
How it held up in sell-offs (SPY)
| Period | Strategy | Buy & hold |
|---|---|---|
| Q4 2018 sell-off | -18.7% | -19.2% |
| COVID crash (Feb–Mar 2020) | -4.7% | -33.7% |
| 2022 bear market | -8.9% | -24.5% |
| Market above its 200-day average (annualized) · 81% | +4.9% | +12.5% |
| Market below its 200-day average (annualized) · 19% | +5.8% | +19.8% |
Sell-off dates follow the US stock market. Above/below the 200-day average uses the previous day's position, so there is no look-ahead.
Out-of-sample check (SPY)
| Check | Value |
|---|---|
| Chosen parameters on their 3-year training windows (average Sharpe) | 0.93 |
| Same parameters in the following 6 months, when traded (Sharpe) | 0.62 |
| Default parameters over the same months (Sharpe) | 0.82 |
| Parameter re-selections / changes | 28 / 11 |
| Parameter settings with a positive Sharpe (full history) | 9 of 9 |
| Sharpe across settings: worst / median / best | 0.48 / 0.68 / 0.81 |
Out-of-sample periods start on 2013-01-04. Training-window figures are flattered by picking the best of 9 settings; the out-of-sample figure is what the strategy actually earned. A large drop, or a result that depends on one setting, points to overfitting. How walk-forward testing works.
Results by market (5 years)
| Market | CAGR | Buy & hold CAGR | Sharpe | Max drawdown | Buy & hold max DD | Volatility | Arena Score |
|---|---|---|---|---|---|---|---|
| DBCInvesco DB Commodity Index | 12.6% | 10.8% | 1.07 | -17.5% | -27.3% | 11.8% | 84 |
| USOUnited States Oil Fund | 7.5% | 20.2% | 0.76 | -12.2% | -36.2% | 10.2% | 64 |
| DBAInvesco DB Agriculture | 3.8% | 8.8% | 0.43 | -14.5% | -15.9% | 10.1% | 58 |
| SPYSPDR S&P 500 | 4.3% | 11.6% | 0.43 | -14.4% | -24.5% | 10.7% | 53 |
| SLViShares Silver Trust | 3.5% | 15.2% | 0.36 | -32.2% | -57.8% | 12.9% | 48 |
| GLDSPDR Gold Shares | 3.6% | 16.4% | 0.35 | -25.4% | -28.3% | 12.7% | 32 |
| BTC-USDBitcoin | 0.7% | 2.6% | 0.10 | -19.7% | -75.9% | 9.3% | 50 |
| ETH-USDEthereum | 0.0% | -15.1% | 0.05 | -25.3% | -79.0% | 8.9% | — |
| UNGUnited States Natural Gas | -0.8% | -30.7% | -0.45 | -3.9% | -93.3% | 1.8% | — |
| EURUSD=XEUR/USD | -4.4% | -0.7% | -0.69 | -22.4% | -17.2% | 6.1% | 14 |
Strategy metrics use daily returns without trading costs. Buy-and-hold figures are for the same market and window. Rows are sorted by Sharpe ratio.
SPY across time windows
Rules
Entry
VRP > threshold (implied > realized)
Exit
VRP < 0 (realized catching up)
Indicators
Realized Vol = Std(returns) * sqrt(252) Implied Vol proxy = Recent vol range VRP = Implied - Realized
Inputs
Realized_Lookback = 20 VRP_Threshold = 0.02
Position sizing
Fixed 100% allocation
Risk controls
Exit when VRP turns negative
Strategy evidence
- BTC-USD · Inspect evidence 2026-11-10
- DBA · Inspect evidence 2026-11-10
- DBC · Inspect evidence 2026-11-10
- ETH-USD · Inspect evidence 2026-11-10
- EURUSD=X · Inspect evidence 2026-11-10
- GLD · Inspect evidence 2026-11-10
- SLV · Inspect evidence 2026-11-10
- SPY · Inspect evidence 2026-11-10
- UNG · Inspect evidence 2026-11-10
- USO · Inspect evidence 2026-11-10
Only available, validated bundles appear below. Missing evidence is not a passing validation result.
Evidence coverage
10 / 10 declared strategy–market pairs validated
Notes
- VRP is typically positive (variance risk premium)
- High VRP = market calm, good to hold
- Negative VRP = turbulence ahead
Related strategies
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Backtests are historical simulations on daily data and do not include commissions or slippage. They do not guarantee future results and are not investment advice. See the methodology for how every strategy is tested.