verifiedCurated Strategy
· 53 yr backtestTactical

Vigilant Asset Allocation - G12

Real CAGR11.6%
Max Drawdown-21.4%
Sharpe Ratio0.87

The Vigilant Asset Allocation G12 is a quantitative momentum strategy developed by Wouter Keller and Jan Willem Keuning, published in their research paper "Breadth Momentum and the Canary Universe: Defensive Asset Allocation" and available through SSRN. The G12 version applies Keller and Keuning's Vigilant Asset Allocation (VAA) framework across a universe of twelve assets — including global equity indices, real estate, corporate bonds, and government bonds — using a momentum scoring system combined with a "canary" indicator that signals when to shift the portfolio into defensive safe-haven assets.

Investment Philosophy

Vigilant Asset Allocation is designed around the observation that aggressive trend-following — using very responsive momentum signals — combined with a breadth-based crash protection mechanism can significantly reduce drawdowns while capturing strong risk-adjusted returns in trending markets. The "canary" universe is a subset of assets whose momentum deterioration signals broad market weakness, prompting a shift toward cash or short-term government bonds well before the full portfolio would otherwise be affected. The G12 breadth of risky assets provides diverse exposure to the momentum signal.

Who It's For

This strategy is suited to quantitatively minded, self-directed investors who are comfortable implementing and monitoring a rules-based tactical system with monthly evaluation and potential rebalancing. It requires familiarity with momentum scoring methodology and the discipline to act on signals mechanically without discretionary override.

Pros

  • Canary-based crash protection mechanism aims to shift to defensive assets well before major bear markets develop
  • Broad twelve-asset universe diversifies the momentum signal across multiple markets
  • Fully systematic approach removes emotional bias from allocation decisions

Cons

  • Complex implementation requires monthly data collection and momentum scoring across twelve assets
  • Can produce frequent short-term whipsaw signals in volatile markets
  • Aggressive trend-following can result in holding cash during early stages of equity bull markets, reducing long-run returns

Technical Notes

Keller and Keuning publish updated research and parameter details on SSRN. The strategy requires monthly momentum scoring across all twelve assets and the canary universe, with rebalancing when the top-ranked assets or the defensive signal changes.

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Average Allocation

Based on historical average weights across all rebalance periods.

Monthly
Cash(BIL)25.3%
Intermediate-Term Treasury Bond(IEF)19.9%
Investment Grade Corporate Bond(LQD)17.3%
US Large-Cap Tech Growth(QQQ)5.6%
Emerging Markets Equity(EEM)5.1%
US Small-Cap Blend(IWM)4.9%
European Equity(VGK)4.1%
US Real Estate(VNQ)3.8%
Japan Equity(EWJ)3.6%
US Large-Cap Blend(SPY)3.1%
Gold(GLD)2.7%
Broad Commodities(DBC)2.4%
Long-Term Treasury Bond(TLT)1.7%
High Yield Corporate Bond(HYG)0.3%

Performance Snapshot

trending_upReal CAGR
11.58%
balanceSharpe Ratio
0.870
trending_downMax Drawdown
-21.37%
show_chartSortino Ratio
0.150
arrow_upwardBest Year
+36.0%
arrow_downwardWorst Year
-9.7%
update10-Year CAGR
4.71%
warningUlcer Index
4.79
analyticsUlcer Perf. Index
1.480
account_balanceGFC CAGR
+13.2%
computerDot-com CAGR
-0.1%
syncTrade Frequency
Monthly
shieldRisk Level
2/5 — Conservative
calendar_monthMin. Timeline
5 years
historyBacktest Period
53 years

Rolling Returns

PeriodLowAverageHigh
1 Year-15.5%+12.0%+53.5%
3 Year-5.4%+11.9%+30.6%
5 Year-0.8%+12.1%+26.9%
10 Year+2.7%+12.2%+24.0%
Compare to:

Growth of $10,000

Vigilant Asset Allocation - G12
Sharpe Ratio0.87
Best Year+36.0%
Worst Year-9.7%
Final Value$3,453,003

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.

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