verifiedCurated Strategy
· 53 yr backtestTactical

Generalized Protective Momentum

Real CAGR12.0%
Max Drawdown-9.9%
Sharpe Ratio0.88

The Generalized Protective Momentum (GPM) strategy was developed by Wouter Keller and Jan Willem Keuning as an evolution of their earlier momentum and trend-following frameworks. It builds on the concept of using momentum signals to select among a diverse set of asset classes while applying a crash-avoidance filter that moves the portfolio to safe assets when market conditions deteriorate. The strategy is documented in Keller and Keuning's publicly available research papers on SSRN. A related strategy from the same authors is Vigilant Asset Allocation G12.

Investment Philosophy

GPM applies momentum ranking across a broad universe of risky assets -- including global equities, bonds, real estate, and commodities -- and combines this with an absolute return filter to avoid holding assets in sustained downtrends. The "generalized" aspect refers to the framework's flexibility: the asset universe, lookback periods, and crash protection parameters can be adjusted within the model's design. The underlying philosophy is that momentum is a persistent, cross-asset return anomaly, and that systematic crash protection can improve risk-adjusted outcomes without sacrificing long-run returns.

Who It's For

This portfolio suits investors who are comfortable with quantitative, rules-based strategies and understand that systematic approaches can underperform in certain market environments. It requires monthly monitoring to implement momentum signals and a willingness to hold cash or bonds when the model dictates a defensive posture.

Pros

  • Broad asset class universe provides diversified exposure to the momentum signal
  • Crash protection filter helps limit severe drawdowns during prolonged market downturns
  • Fully systematic and rules-based, removing emotional bias from allocation decisions

Cons

  • Complex to implement compared to static buy-and-hold portfolios
  • Can underperform in choppy markets where momentum signals are frequently reversed (whipsaw)
  • Multiple adjustable parameters create the risk of overfitting if the strategy is modified based on historical backtests

Technical Notes

Keller and Keuning publish updated research and parameter details through their papers on SSRN. The strategy requires monthly rebalancing and access to performance data for the constituent asset classes.

arrow_backBack to Database
mark_email_unreadMonthly signals for select portfolios

We cover a curated selection of portfolios in this database.

workspace_premiumSee what's covered

Cancel anytime. No lock-in.

Average Allocation

Based on historical average weights across all rebalance periods.

Monthly
Cash(BIL)26.1%
Intermediate-Term Treasury Bond(IEF)23.1%
Gold(GLD)7.3%
Broad Commodities(DBC)6.3%
Japan Equity(EWJ)5.9%
US Real Estate(VNQ)5.4%
Emerging Markets Equity(EEM)4.6%
US Large-Cap Tech Growth(QQQ)4.6%
Investment Grade Corporate Bond(LQD)3.9%
European Equity(VGK)3.1%
US Small-Cap Blend(IWM)2.6%
High Yield Corporate Bond(HYG)1%
US Large-Cap Blend(SPY)0.6%

Performance Snapshot

trending_upReal CAGR
11.98%
balanceSharpe Ratio
0.880
trending_downMax Drawdown
-9.86%
show_chartSortino Ratio
0.160
arrow_upwardBest Year
+41.9%
arrow_downwardWorst Year
-3.2%
update10-Year CAGR
7.22%
warningUlcer Index
2.42
analyticsUlcer Perf. Index
3.090
account_balanceGFC CAGR
+12.6%
computerDot-com CAGR
+8.9%
syncTrade Frequency
Monthly
shieldRisk Level
1/5 — Conservative
calendar_monthMin. Timeline
3 years
historyBacktest Period
53 years

Rolling Returns

PeriodLowAverageHigh
1 Year-8.4%+12.2%+68.5%
3 Year+0.6%+12.0%+36.0%
5 Year+1.6%+12.3%+25.5%
10 Year+4.3%+12.3%+23.5%
Compare to:

Growth of $10,000

Generalized Protective Momentum
Sharpe Ratio0.88
Best Year+41.9%
Worst Year-3.2%
Final Value$4,183,640

Historical Drawdown

Percentage decline from the portfolio's peak value at each point in time.

Rolling Returns

Annualised return for each rolling period ending on that date.

Annualised return for each 1Y period ending on that date.

Related Portfolios