TQQQ Trend-Timing — QQQ MA Hysteresis Gate: 22/55 vs 22/44

Strategy: hold TQQQ (3× daily-leveraged QQQ) when QQQ is in an uptrend by a moving-average gate; otherwise sit in cash. This report compares two gate bands on the same instrument — the original 22/55 (enter ≥ SMA22, exit < SMA55) and a faster-exit 22/44 (same fast leg, slow leg 55→44). Only the slow leg changes; everything else — window, data, fill convention — is identical, so the two are directly comparable. Single instrument — this is not a QU100 basket. Start $100,000. Gross of trading costs (0 bp).

Window: 2020-10-01 → 2026-06-04 · 1,402 ranking-days (~5.7 yrs) on the same QU100 ranking-day calendar · TQQQ & QQQ = yfinance adjusted close (auto_adjust=False; folds in TQQQ's Jan-2022 split). Fills at same-day close (no look-ahead).

The gate (evaluated each ranking-day t on QQQ MAs computed through day t; carry an invested flag, start flat). The fast leg (SMA22) is shared; the slow leg is the only difference between the two variants:
  • QQQ_close ≥ QQQ_SMA22RISK-ON → hold 100% TQQQ
  • QQQ_close < QQQ_SMA_slowRISK-OFF → sell, hold cash (0%)  (slow = SMA55 for the 22/55 variant, SMA44 for 22/44)
  • SMA_slow ≤ close < SMA22 (the band) → HOLD previous state
The hysteresis band suppresses whipsaw: you only flip ON above the fast MA and OFF below the slow MA. A shorter slow leg (44) tightens that band, so the gate exits sooner on a downturn but also flips more often. TQQQ is 3× daily leveraged — in choppy/down markets its compounding decays below 3× the index, which is exactly the risk the gate is built to dodge.

22/55 (original slow leg)

+715.6%
Total return (gated)
+44.8%
CAGR
-45.3%
Max drawdown
1.05
Sharpe
73%
Time in market
33
Round-trips (66 flips)

22/44 (faster exit — slow leg 55→44)

+807.3%
Total return (gated)
+47.5%
CAGR
-39.8%
Max drawdown
1.10
Sharpe
72%
Time in market
38
Round-trips (76 flips)

1 · Headline comparison (0 bp, gross)

StrategyTotal returnCAGRMax DDAnn volSharpeTime in mktFlips
TQQQ-gated (22/44) best+807.3%+47.5%-39.8%45.4%1.1072%76
TQQQ-gated (22/55) strategy+715.6%+44.8%-45.3%46.2%1.0573%66
TQQQ buy & hold+420.9%+33.8%-81.7%66.4%0.78100%0
QQQ buy & hold+171.6%+19.3%-35.1%22.4%0.92100%0
SPY buy & hold+142.5%+16.9%-24.5%16.8%1.03100%0
Verdict. Both gates tame TQQQ's catastrophic drawdown while keeping — and even amplifying — the leveraged upside. Versus buy & hold, max drawdown shrinks from -81.7% to -45.3% (22/55) or -39.8% (22/44), total return rises from +420.9% to +715.6% / +807.3%, and Sharpe climbs from 0.78 to 1.05 / 1.10 — all while sitting in cash ~27% of the time. The mechanism is almost entirely 2022: the gate stepped out of the leverage-decay blender (22/55 -35.6%, 22/44 -33.4%, vs B&H -79.1%), and avoiding a deep leveraged drawdown leaves far more capital to compound in the 2023–2025 recovery.

Does the faster exit (44) help here? On this sample, yes — modestly across the board. Tightening the slow leg 55→44 lifts total return (+715.6% → +807.3%), trims max drawdown (-45.3% → -39.8%), and nudges Sharpe up (1.05 → 1.10) — the earlier 2022 exit (gate off ~2pp sooner in the year, -33.4% vs -35.6%) compounds into a better recovery base, and the tighter band gives back only a little upside in the bull years (notably 2023: +154.9% vs +173.8%, where re-entering later cost some of the rip). But it does so at more flips: 76 vs 66 (38 vs 33 round-trips). A faster exit means it crosses the slow MA more often, so it is more cost-sensitive: every extra flip is another spread+commission hit, amplified by 3× leverage. At 0 bp the 22/44 edge is real; under a realistic costed run those 10 extra flips eat into it first.

Be honest: both are one 2020–2026 sample whose result is dominated by a single crash the gate happened to sidestep, at 0 bp on a 3× instrument that flips 66–76 times — the strategy class is heavily overfit in backtests, and it looks best precisely because 2022 happened. The 22/44-beats-22/55 ordering is a thin, single-path margin on the same single crash; do not read it as "44 is the right number." The faster band's extra flips make it the more fragile of the two once costs enter.

2 · Equity curves (log scale, $100k start)

2020 2021 2022 2023 2024 2025 2026 $100k $200k $400k $800k
TQQQ-gated (22/55) TQQQ-gated (22/44) TQQQ buy & hold QQQ buy & hold

Log scale: both gated lines (green 22/55, amber dashed 22/44) track the B&H line (red) in bull legs, but B&H plunges in 2022 while the gated lines flatten in cash — that gap never closes, which is the whole edge. The amber 22/44 line steps off slightly earlier in the 2022 decline and ends the window a touch higher than green, the visual signature of its modest out-performance.

3 · Per-year returns

PeriodTQQQ-gated (22/55)TQQQ-gated (22/44)TQQQ B&HQQQ B&HSPY B&H
2020 Q4+13.8%+18.4%+32.7%+11.4%+11.4%
2021+22.9%+42.1%+83.0%+27.4%+28.7%
2022 ← leverage decay-35.6%-33.4%-79.1%-32.6%-18.2%
2023+173.8%+154.9%+198.0%+54.9%+26.2%
2024+54.5%+55.4%+58.3%+25.6%+24.9%
2025+55.2%+48.0%+34.4%+20.8%+17.7%
2026 YTD+38.1%+38.1%+61.9%+20.9%+11.4%

2022 is the whole story for leverage. QQQ fell -32.6% that year — but 3× daily leverage compounded that into -79.1% for TQQQ buy & hold (decay makes the leveraged loss far worse than 3×). Both gates sidestepped the worst of it by sitting in cash: 22/55 cut it to -35.6%, and the faster 22/44 to -33.4% — the tighter band tripped its exit ~2pp earlier in the decline, so it bled slightly less. That small 2022 edge is what carries the 22/44 variant's whole out-performance: a deeper recovery base compounds into the +807% vs +715% gap. Every other year the gates give up a little upside (they lag B&H in 2020 Q4, 2021, 2023, 2026 YTD by staying defensive or re-entering late — and 22/44 gives back more in 2023, +154.9% vs +173.8%, by re-entering later) — but 2022 alone more than pays for all of that lag for both bands.

Methodology & caveats. Gross of costs — 0 bp, no commissions or slippage. A costed run matters more here than for an unlevered basket: leveraged trend strategies flip in and out (22/55: 33 round-trips / 66 flips; 22/44: 38 round-trips / 76 flips over 5.7 yrs), and 3× leverage amplifies every cost-drag dollar; a realistic spread+commission assumption would erode the edge — and it would erode the faster 22/44 band more, since its 10 extra flips are 10 extra costed transactions. That is a separate study. TQQQ real-world frictions: TQQQ carries ≈0.95% annual expense ratio, daily-rebalance decay, and embedded financing/borrowing cost on the leverage. We hold TQQQ's actual traded adjusted close, so those frictions are already baked into the price series we use (we are not synthesizing 3×QQQ) — the one thing NOT modeled is the cost of our own trading (the 0-bp caveat above). Single-sample overfit: this is one 2020–2026 path dominated by the 2022 crash. Trend-timing on leveraged ETFs is a notoriously overfit strategy class; both gates look excellent here largely because a deep, slow 2022 bear gave a slow MA gate plenty of time to step aside. A faster crash, or a choppy market that whipsaws the band, would punish them. The 22/44-beats-22/55 ordering is a thin single-path margin off the same 2022 crash — do not read it as "44 is the right slow leg." The two bands are presented as a sensitivity check, not a tuned optimum. Out-of-sample and costed validation are required before treating any of this as real. Same-day-close fill convention: the gate is evaluated on QQQ MAs through day t and the position is set at that day's close, matching the other Rainier backtests (no look-ahead — MAs use only data up to and including t). QQQ MAs seeded from 2020-06 so SMA22/SMA44/SMA55 are all valid on the first ranking-day (2020-10-01). Both gate variants run through the exact same harness on the same data so they are directly comparable. Metrics: max drawdown measured close-to-close at ranking-day granularity (intraday was deeper); vol = daily-return std ×√252; Sharpe = mean/std ×√252 (rf=0). Sanity checks (both passed): the 22/55 gate reproduces ≈ +715.6% / MaxDD −45.3% / Sharpe 1.05 / TiM 73% from the original report, and TQQQ buy & hold over this exact window reproduces ≈ +421% / CAGR 34% / MaxDD −82% / vol 66% / Sharpe 0.78, matching the figure in the existing top-N report. Not investment advice — a research backtest.