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·3 min read·BestFolio Research Team

Updated

HAA at 1x, 2x, and 3x: where more leverage stopped helping

Across the same 52-year history, Hybrid Asset Allocation's 2x variant beat 3x on CAGR, Sharpe, Sortino, and drawdown. The signals were unchanged and turnover nearly so.

Most leverage comparisons change several things at once. The 3x portfolio holds different assets, uses a faster trend rule, or starts after the 3x fund launched. The resulting performance gap cannot be assigned cleanly to the leverage dose.

Hybrid Asset Allocation, credited to Wouter Keller and Jan Willem Keuning, offers a tighter comparison. BestFolio's 1x, 2x, and 3x variants use the same signals, the same 1974-02-28 through 2026-09-25 history, and nearly the same annual turnover (3.05 to 3.13). The leveraged versions substitute funds with leveraged proxies, but in different places. The 2x variant swaps nearly every fund for its 2x version, the defensive IEF included; only DBC and BIL stay at 1x. The 3x variant swaps only SPY, QQQ, IWM and TLT and holds everything else at 1x. Measured on the target weights, both average about 1.8x exposure (1.798x and 1.800x), so 3x is not a bigger dose overall.

The dose curve peaks at 2x

Matched history from 1974-02-28 through 2026-09-25, about 52 years
Full-period resultHAA Standard, 1xHAA Leveraged 2xHAA Leveraged 3x
CAGR16.38%26.54%24.05%
Sharpe1.101.040.88
Sortino2.081.971.61
Maximum drawdown-19.53%-36.46%-47.11%
Volatility10.97%21.20%23.50%
Annual one-way turnover3.053.113.13
Line chart of HAA CAGR and maximum drawdown at 1x, 2x, and 3x leverage
CAGR rose sharply from 1x to 2x, then fell at 3x while the drawdown continued to deepen.

The 2x variant beat 3x CAGR by 2.49 percentage points. The 3x maximum drawdown was 10.65 percentage points deeper. Its volatility rose by another 2.30 points, while Sharpe declined from 1.04 to 0.88 and Sortino from 1.97 to 1.61.

That combination is the central result. Both variants carry about 1.8x exposure, so the gap compares leverage spread evenly with leverage concentrated in US stocks and long bonds. In this path the concentrated version had more risk and less compound return.

Why a 3x sleeve can trail 2x

The comparison does not isolate a single cause, but 3 mechanisms fit the result.

1. Compound return pays for variance. A deeper loss requires a disproportionately larger gain to recover. The extra daily movement in a 3x proxy raises the variance drag even when its arithmetic average return rises.

2. Leverage has a financing bill. Leveraged fund expenses and embedded financing consume more return as exposure rises. A rule that rotates about 3 times a year adds trading friction on top.

3. A monthly tactical signal cannot remove every fast decline. The portfolio can remain in a leveraged risk asset between evaluation dates or during a confirmation period. Raising the dose makes those unavoided days more important.

The backtest shows their combined historical outcome. It cannot allocate the 2.49-point CAGR gap among daily reset effects, financing, path order, and missed exits without a separate decomposition.

The 1x result still owns the best risk-adjusted record

The 2x variant has the highest absolute compound return. HAA Standard has the highest Sharpe at 1.10, the highest Sortino at 2.08, and the shallowest drawdown at -19.53%.

This creates 3 different answers depending on the investor's objective. The historical CAGR winner is 2x. The historical risk-adjusted winner is 1x. The 3x variant, with about the same average exposure as 2x but concentrated in fewer funds, wins on none of these measures.

What the match controls, and what it leaves open

Same dates and signals, and near-identical turnover, make this stronger than comparing unrelated strategies. The proxy mapping still prevents a pure scalar experiment. Assets without an eligible leveraged proxy remain at 1x, so the portfolio is not literally the standard return multiplied by 2 or 3 each day.

The 3 observed doses also cannot establish a universal optimum. A different history, financing spread, rebalance timestamp, or proxy set could move the peak. The 2x result is evidence from this specification and this path.

A leverage comparison checklist

  • Hold the signal and date range constant.
  • List every asset that receives a leveraged substitute and every asset that stays 1x.
  • Publish financing, expenses, and turnover assumptions.
  • Compare CAGR with Sharpe, Sortino, drawdown depth, and recovery time.
  • Inspect whether the highest leverage also has the highest compound return.

HAA passes the most useful test in that list: the variants can be compared on common ground. On that ground, spreading the leverage (2x) delivered the highest historical CAGR, and concentrating about the same exposure in US stocks and long bonds (3x) delivered a deeper loss with a lower return.

Data sources

Past performance does not guarantee future results. Backtested results are hypothetical and do not represent actual trading.

Corrections

  • : 22 October 2026: Sortino is now measured above cash, see bestfolio.app/changelog
  • : Figures updated to the current cards, same 1974 to 2026 window. Sharpe and UPI are now measured above cash, see bestfolio.app/changelog. Sharpe is now 1.10, 1.04 and 0.88 at 1x, 2x and 3x (was 1.50, 1.25, 1.07); Sortino 3.15, 2.48, 2.04; 3x drawdown -47.11%; turnover 3.05 to 3.13. The chart is redrawn. 2x still beats 3x on every measure and 1x keeps the best Sharpe.
  • : The 17 October 2026 rerun lowered HAA Leveraged 3x to 24.05% a year over this window, so the 2x lead is now 2.49 points.
  • : Card figures restated on 16 October 2026: early-1990s international and emerging-market history now uses index data instead of two actively managed funds. On the same 1974 to 2026 window 1x, 2x and 3x now return 16.34%, 26.54% and 24.21% (were 16.31%, 26.42% and 24.10%), with Sharpe 1.50, 1.25 and 1.07. The conclusion is unchanged; the chart is redrawn.
  • : Volatility restated on 15 October 2026: the cards now measure it on observed prices, so months rebuilt from monthly data count at their month-end returns instead of as smooth daily steps. Over the same 1974 to 2026 window, 1x, 2x and 3x now read 10.99%, 21.25% and 23.65%, and the 3x step adds 2.40 points, not 2.50. The conclusion is unchanged.
  • : The post read 2x against 3x as a leverage dose test. Both average about 1.8x exposure; 3x concentrates it in US stocks and long bonds, so the conclusion now compares where the leverage sits.
  • : Hybrid Asset Allocation is by Keller and Keuning; the post credited Keller alone.
  • : Figures restated on 28 September 2026 (release e9a2a80: backtests hold positions between signals, and pre-1990 fund histories now include dividends and income). Numbers updated to the live strategy cards; the argument is unchanged. Turnover now differs slightly across 1x, 2x and 3x because positions drift between signals; chart redrawn.
  • : The September 24, 2026 release corrected backtest history (PRITX replaces a Treasury fund in the 1989 to 1996 international-stock chain, 81 one-day price spikes removed, return-stacked stand-ins now pay financing) and every card was recomputed. HAA Leveraged 2x now 26.21% CAGR (was 26.28%), 3x 24.15% (was 24.05%); the table now uses the live cards through 2026-09-23. The conclusion is unchanged: 2x has the highest CAGR, 3x the deeper drawdown and lower Sharpe.
  • : Chart corrected. Its printed labels came from a third set of numbers (16.17 / 26.56 / 24.08 CAGR and -36.16 drawdown) that matched neither the article's table nor either data run, so after the table correction it contradicted the text. The chart was redrawn from the same 28 February 1974 to 28 August 2026 run as the table.
  • : The original table mixed figures from two data runs: Sharpe and maximum drawdown from a 25 August 2026 run, volatility from a 28 August 2026 run, and a Sortino row that matched neither. Every figure now comes from one run over the window the article always described, 28 February 1974 to 28 August 2026, and every dependent difference was recalculated. The conclusion is unchanged: 2x still beat 3x on CAGR, Sharpe, Sortino and drawdown.

Figure sources

The strategy figures in this post were read from these published backtest runs. Each strategy page shows its latest run, which may differ.

  • haa (haa-simple-leveraged-qld), backtest run of 1974-02-28 to 2026-10-21. Engine drift-until-flip-v1, data version 7623f457, published 2026-10-17.

Written with the help of AI tools and reviewed before publication.

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