RISK-04 · Trend Following

Trailing Stop Strategy

Uses ATR-based trailing stop that follows price higher. Stop is set at highest high minus ATR multiplier. Locks in gains during uptrends while allowing room for normal volatility.

Risk ManagementTrendStop Loss

At a glance

Best onTrending markets
Signal frequencyDaily
Typical holding periodDays to weeks
Asset classesIndex, Commodity, FX
Markets tested10
Data through2026-11-10

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 9 of 10 markets.
  • Best market by Sharpe ratio: GLD (Sharpe 0.73, CAGR 10.3%).
  • Weakest market: UNG (Sharpe -0.16, CAGR -16.4%).

Equity curve

0.542.795.057.309.55 201020122014201620182020202220242026
Trailing Stop Strategy Buy & hold · SPY, 2010-01-04 → 2026-11-10, growth of 1

Score and risk profile

Arena Score: 49.4SPY, 5 years
Return quality · 30%47
Drawdown control · 25%55
Consistency · 20%63
Robustness · 15%2
Significance · 10%84

Each bar is a percentile against every strategy on the same market and window (100 = best).

How it held up in sell-offs (SPY)

PeriodStrategyBuy & hold
Q4 2018 sell-off-8.6%-19.2%
COVID crash (Feb–Mar 2020)-1.4%-33.7%
2022 bear market-6.6%-24.5%
Market above its 200-day average (annualized) · 81%+5.1%+12.5%
Market below its 200-day average (annualized) · 19%+14.8%+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)

CheckValue
Chosen parameters on their 3-year training windows (average Sharpe)0.79
Same parameters in the following 6 months, when traded (Sharpe)0.67
Default parameters over the same months (Sharpe)0.60
Parameter re-selections / changes28 / 8
Parameter settings with a positive Sharpe (full history)9 of 9
Sharpe across settings: worst / median / best0.56 / 0.64 / 0.69

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)

MarketCAGRBuy & hold CAGRSharpeMax drawdownBuy & hold max DDVolatilityArena Score
GLDSPDR Gold Shares10.3%16.4%0.73-19.8%-28.3%15.5%62
SLViShares Silver Trust14.2%15.2%0.62-39.6%-57.8%29.3%77
DBCInvesco DB Commodity Index8.6%10.8%0.61-16.9%-27.3%15.2%80
DBAInvesco DB Agriculture4.2%8.8%0.47-15.9%-15.9%10.4%63
SPYSPDR S&P 5004.4%11.6%0.44-14.8%-24.5%10.9%49
ETH-USDEthereum15.0%-15.1%0.43-42.5%-79.0%39.3%84
USOUnited States Oil Fund6.9%20.2%0.36-50.2%-36.2%29.9%54
BTC-USDBitcoin4.4%2.6%0.23-52.6%-75.9%28.2%52
EURUSD=XEUR/USD0.5%-0.7%0.11-10.1%-17.2%5.7%67
UNGUnited States Natural Gas-16.4%-30.7%-0.16-81.0%-93.3%46.1%43

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

WindowTotal returnCAGRSharpeSortinoMax DDWin daysTrades
1 year-9.5%-9.5%-0.88-0.99-14.8%30%43
3 years+21.6%6.7%0.790.91-14.8%40%103
5 years+24.3%4.4%0.440.49-14.8%35%160
Full history+204.5%6.8%0.680.72-26.2%38%522

Rules

Entry

Price > MA (trend confirmation)

Exit

Price < Trailing Stop (Highest High - ATR * Mult)

Indicators

ATR for stop distance
Trailing high
MA for entry

Inputs

ATR_Period = 14
Multiplier = 2.5
Entry_MA = 20

Position sizing

Fixed 100% allocation

Risk controls

Trailing stop protects gains

Strategy evidence

Only available, validated bundles appear below. Missing evidence is not a passing validation result.

Evidence coverage

10 / 10 declared strategy–market pairs validated

Notes

  • Stop only moves up, never down
  • ATR adapts to market volatility
  • Captures big moves while protecting profits

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.

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