Accelerating Momentum
Combines momentum across multiple timeframes (1M, 3M, 6M, 12M) with higher weights on recent periods. Captures accelerating trends where short-term momentum aligns with longer-term direction.
At a glance
What the backtest shows
- Beat buy-and-hold on 4 of 10 markets by annual return over 5 years.
- Had a smaller maximum drawdown than buy-and-hold on 8 of 10 markets.
- Best market by Sharpe ratio: GLD (Sharpe 0.88, CAGR 12.9%).
- Weakest market: UNG (Sharpe -0.20, CAGR -11.0%).
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 | -8.8% | -19.2% |
| COVID crash (Feb–Mar 2020) | -12.3% | -33.7% |
| 2022 bear market | -11.8% | -24.5% |
| Market above its 200-day average (annualized) · 81% | +7.8% | +12.5% |
| Market below its 200-day average (annualized) · 19% | -0.9% | +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.
Results by market (5 years)
| Market | CAGR | Buy & hold CAGR | Sharpe | Max drawdown | Buy & hold max DD | Volatility | Arena Score |
|---|---|---|---|---|---|---|---|
| GLDSPDR Gold Shares | 12.9% | 16.4% | 0.88 | -20.5% | -28.3% | 15.3% | 70 |
| SPYSPDR S&P 500 | 7.8% | 11.6% | 0.81 | -14.6% | -24.5% | 9.6% | 76 |
| BTC-USDBitcoin | 13.7% | 2.6% | 0.47 | -30.7% | -75.9% | 23.6% | 80 |
| DBAInvesco DB Agriculture | 4.2% | 8.8% | 0.45 | -14.0% | -15.9% | 10.7% | 59 |
| DBCInvesco DB Commodity Index | 4.3% | 10.8% | 0.34 | -36.7% | -27.3% | 14.6% | 43 |
| SLViShares Silver Trust | 5.6% | 15.2% | 0.34 | -53.9% | -57.8% | 29.7% | 42 |
| USOUnited States Oil Fund | 3.9% | 20.2% | 0.26 | -53.0% | -36.2% | 28.6% | 40 |
| ETH-USDEthereum | 1.4% | -15.1% | 0.16 | -40.8% | -79.0% | 28.1% | 51 |
| EURUSD=XEUR/USD | 0.5% | -0.7% | 0.13 | -7.3% | -17.2% | 4.2% | 66 |
| UNGUnited States Natural Gas | -11.0% | -30.7% | -0.20 | -69.8% | -93.3% | 32.5% | 40 |
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
Composite score > 0 All periods positive (confirmation)
Exit
Composite score < 0 Or short-term momentum turns negative
Indicators
1M return (21 days) 3M return (63 days) 6M return (126 days) 12M return (252 days) Weighted composite score
Inputs
Periods = [21, 63, 126, 252] Weights = [0.4, 0.3, 0.2, 0.1]
Position sizing
Based on momentum strength
Risk controls
Reduce position if acceleration slows
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
- Short-term momentum predicts near-term returns
- Multi-period confirmation reduces whipsaws
- Weights emphasize recent performance
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.