TQQQ60.44+6.86%TLT80.92+0.05%QQQ690.38+2.31%close 2026-11-11updated Nov 11, 10:34 PM EST
FallowResearchPlans

Whitepaper, 1985 to 2026

Holding 3x Nasdaq only when the market allows it

A study of one timing rule over 41 years of daily data. It holds TQQQ when three conditions on the Nasdaq-100 are met and 20-year Treasuries when they aren't. Over the full period it compounded at 39.5% a year against 14.7% for holding TQQQ throughout, with a worst drawdown of −48.2% against −99.98%. Every figure here is a backtest.

At a glance

this site's execution
Fallow TQQQTQQQ buy & holdQQQ buy & hold
CAGR39.5%14.7%14.9%
Worst drawdown−48.2%−99.98%−83.0%
Sharpe0.930.520.55
Time in TQQQ59.7%100%–
Round trips a year2.3400
Typical 10-year stretch, a year41.9%18.9%14.6%
Worst 10-year stretch, a year17.8%-48.6%-8.1%

1985-10-02 to 2026-11-11. Synthetic TQQQ before February 2010, the real fund after. Signal at the 4pm close; sell the old position after hours at about the close; buy the new one at the next open. 5bp per switch. The 10-year rows cover every 10-year stretch starting at a month-end (374 of them); Fallow TQQQ beat QQQ in 100% of them.

The problem with holding TQQQ

A 3x fund resets its leverage every day. In a calm market that works for you. In a volatile one it loses value even when the index goes nowhere. The drag is roughly three times the index's variance each year, so at 40% volatility the fund bleeds about 48% a year whichever way the market moves.

Held through 2000–02, a TQQQ-like fund fell 99.98% and never came back. Over 41 years it ended about where unleveraged QQQ did, having taken three times the risk to get there. The question with leverage is when to hold it, and the conditions that wreck a leveraged fund are easier to see while they are happening than to forecast.

What the rule does

After each close it checks the Nasdaq-100 for three things: how volatile the market is, whether volatility is rising sharply, and how far the index has fallen from its high. When all three are within their limits it holds TQQQ. When any one is not, it holds 20-year Treasuries. A change has to hold before the position switches.

The exact measures and limits aren't published. They were chosen by a search that re-ran every January using only data available at the time, and it has picked the same settings every year since 2009.

Growth of $10,000

1985-10-02 to 2026-11-11, log scale
$10k$100k$1M$10M$100M$1B$10B198519932002201020182026
-100.0%-80.0%-60.0%-40.0%-20.0%0.0%198519932002201020182026
CAGRWorst drawdownSharpe$10,000 became
Fallow TQQQ
TQQQ while the gates are open, long Treasuries while shut
39.5%−48.2%0.93$8.9B
Fallow QQQ
the same signal without leverage
19.0%−34.1%0.95$12.7M
QQQ buy & hold
Nasdaq-100, held throughout
14.9%−83.0%0.55$3.0M

When the trade happens

this site's execution
ExecutionFallow TQQQ CAGRWorstFallow QQQ CAGRWorst
Switch at the signal's close (the original study)40.1%−48.2%19.1%−34.1%
Sell after hours at the close, buy at the next open (this site)39.5%−48.2%19.0%−34.1%
Both trades at the next open40.0%−48.2%19.1%−34.1%
Switch at the following day's close35.5%−53.8%17.7%−34.8%

Acting the same evening or at the next open makes little difference on average; the next open has even been slightly better, because the Nasdaq has tended to rise overnight. Waiting until the following close costs about 4 points a year and a deeper worst drawdown. The evening sale is there to avoid an overnight gap on the nights the signal says get out. Before 1999 the index's recorded open is just the prior close, so the overnight move can't be measured and is taken as zero.

What the money sits in while the gates are shut

The rule is out of TQQQ about 40% of the time, so the defensive asset matters almost as much as the gates. Everything below uses identical signals and dates. Only the asset held while out changes.

Defensive asset

this site's execution
Held while outCAGRWorstSharpeSortinoMAR
T-bills35.3%−46.8%0.860.930.75
10-year Treasury38.3%−47.7%0.911.110.80
20-year Treasury39.5%−48.2%0.931.170.82
20-year Treasury, coupon only36.1%−46.7%0.880.940.77
QQQ buy & hold14.9%−83.0%0.550.720.18
TQQQ buy & hold14.7%−100.0%0.520.690.15

The 10-year yield fell from over 10% in 1985 to under 5% today. Holding long bonds through that paid a capital gain that can't repeat. The coupon-only row strips it out: same bond, same dates, assuming the yield never moves. That's the repeatable part, and it's worth far less than the full 20-year row.

By era

this site's execution
EraT-bills CAGRWorst20-year Treasury CAGRWorst
1985–198931.1%−29.1%43.0%−30.6%
1990–199958.8%−46.8%59.8%−48.2%
2000–200911.4%−43.7%18.4%−43.7%
2010–201930.6%−36.8%35.9%−38.3%
2020–202652.5%−37.7%48.8%−37.0%

2022 is the warning. The Nasdaq and long Treasuries fell together, so the hedge failed exactly when it was held. Duration only protects while stocks and bonds move in opposite directions, which wasn't true in the inflation era either.

Gold was tested in the same slot and rejected. From 2000 it looked better than Treasuries, but that window starts at the bottom of gold's twenty-year bear market. Extended back to 1986, gold added only 1.3 points a year while pushing the worst drawdown from −46.8% to −56.3%, and from 1986 to 2000 it cost 5.2 points a year. Original study: T-bills while out of the market, switching at the close the signal is read on.

Every major decline

index peak to trough
EpisodeDatesQQQTQQQ buy & holdFallow TQQQFallow QQQTime in TQQQ
1987 crash1987-10-05 to 1987-10-26−39.9%−83.2%+8.9%+8.9%0%
1990 recession1990-07-16 to 1990-10-11−32.9%−73.0%−46.9%−18.5%24%
Dot-com bust2000-03-27 to 2002-10-09−83.0%−100.0%+57.3%+57.3%0%
Financial crisis2007-10-31 to 2008-11-20−53.4%−93.9%−20.2%+6.2%21%
2011 debt ceiling2011-07-26 to 2011-08-19−16.1%−43.9%+8.5%+12.7%11%
2015–16 China2015-12-01 to 2016-02-09−16.1%−43.4%−2.1%+5.6%47%
2018 Q42018-10-01 to 2018-12-24−22.7%−57.5%−20.4%−3.0%14%
COVID crash2020-02-19 to 2020-03-16−28.6%−68.5%+4.4%+10.8%11%
2022 bear market2021-12-27 to 2022-11-03−35.1%−80.2%−32.1%−32.1%0%
2025 tariff shock2025-02-19 to 2025-04-08−22.8%−56.8%−24.7%−7.9%35%

The two declines that would have ended a leveraged account, 2000–02 and 2022, are the two it sat out almost entirely. In 2022 the Treasuries it held fell too. Slow, grinding declines like 1990 are where it does worst.

What the complexity buys

this site's execution, Treasuries while out
ApproachCAGRWorstMARSharpeUlcerRound trips a year
TQQQ buy & hold14.7%−99.98%0.150.5279.8%0
QQQ buy & hold, no leverage14.9%−83.0%0.180.5535.9%0
TQQQ with a 200-day moving average21.8%−95.4%0.230.5857.3%3.38
TQQQ with a 210-day moving average22.4%−89.5%0.250.5950.1%3.36
TQQQ with a volatility gate only32.0%−76.7%0.420.7231.7%1.00
Fallow TQQQ (all three gates)39.5%−48.2%0.820.9317.4%2.34

The moving average is the usual advice for leveraged funds, and it still loses almost everything. The volatility gate on its own does most of the work. The other two gates mostly turn drawdown into return.

How it was tested

About 6,000 variants were searched to find this rule, which makes any single backtest suspect. These are the tests that searching can't fake.

Walk-forward

original study, 1996 to 2026
CAGRWorstMARSharpe
Settings re-picked blind each January31.34%−64.37%0.490.80
Final settings, fixed with hindsight40.13%−45.09%0.890.95
TQQQ buy & hold12.22%−99.98%0.120.52

Each January every candidate setting is scored on the history to date, the best is picked, and it trades blind for the next twelve months. The nine-point gap between the first two rows is the hindsight premium: treat 31% as the estimate. The search settled on one set of settings in 2009 and picked it every year after, seventeen independent times. Original study: T-bills while out of the market, switching at the close the signal is read on.

Another market

original study
3x S&P 500, 1985–2026CAGRWorstMAR
Buy & hold9.33%−98.81%0.09
Same rule, untouched15.06%−68.32%0.22

The rule, frozen at its Nasdaq settings, applied to a 3x S&P 500 fund it was never fitted to. Risk-adjusted return more than doubles. The improvement is smaller than on the Nasdaq, and −68% is still brutal.

Random timing

original study, 5,000 trials
RuleRandom averageBest randomp
CAGR36.59%10.48%34.02%0.0002
Worst drawdown−46.75%−98.73%−73.61%0.0002
MAR0.7830.1070.3920.0002
Sharpe0.8870.4650.8300.0002

Random signals invested as often and switching as often as the rule. None of 5,000 matched it on any measure, and their median drawdown was −99.6%. The timing is what saves it, not the trading.

Both halves of history

this site's execution
WindowCAGRWorstSharpeTQQQ buy & hold CAGR
1985–200741.8%−48.2%0.915.4%
2008–202636.9%−40.9%0.9626.8%
Real fund only, 2010–202643.0%−38.3%1.0640.9%

Two halves whose buy & hold returns differ enormously give similar results. On real fund prices alone it matches buy & hold's return with a much smaller drawdown. Separately, every one of 1,944 nearby setting combinations beat buy & hold on risk-adjusted return in the original study, so the result is a broad plateau, not a narrow spike.

Where it fails

The worst drawdown is still about half the account, twice in 41 years. That beats losing everything, but it isn't safe, and the slowest recovery took well over a year.

Before 2010, TQQQ is reconstructed. It tracks the real fund at 0.9989 daily correlation since 2010, but it assumes the fund could always borrow at the T-bill rate plus 0.45%. A real funding crisis would break that, and pre-2010 is 60% of the sample.

It beat holding TQQQ in 18 of 42 calendar years and lost money in 8. All the outperformance comes from the few years it avoids a crash. In an ordinary bull year it lags, so you pay for the insurance in most years.

Tax cost the base rule about 10.7 points a year in the original study, because nearly every gain is short-term. Buy & hold gave up 0.7. It belongs in a sheltered account.

It reads closing prices, so an overnight collapse is taken at full exposure. It reduces the number of crashes you sit through; it doesn't make any single one survivable. Unemployment and credit-spread indicators went untested. And 41 years holds perhaps five independent bear markets, under one long regime of monetary policy.

A calmer variant

The same gates can size the position down as volatility rises instead of switching all or nothing. It gives up about half the return for a much calmer ride, and beats unleveraged QQQ with a third of its drawdown.

Volatility-sized variant

original study, 1985–2026
CAGRWorstSharpeUlcer
Full exposure36.59%−46.75%0.8918.3%
Volatility-sized17.84%−28.73%0.779.6%
QQQ buy & hold15.18%−82.96%0.5636.0%

Original study: T-bills while out of the market, switching at the close the signal is read on.

Taxable accounts

Buy & hold never realises a gain, so it compounds untaxed and settles once. The switching rule realises almost everything short-term. Slowing the rule down to trade less made things worse: after-tax CAGR fell from 24.6% to 17.5%, and checking monthly instead of daily cut it to 16.9% with a deeper drawdown. Missing crashes costs more than the tax it saves.

What works is keeping the gates and changing which exits you take. When the gates say exit and the position is sitting on a short-term gain, the taxable variant holds until the gain turns long-term, unless the drawdown gate has fired, which always overrides. Losses are never deferred.

After tax, $100k, top federal rates

original study
After-tax CAGRWorstMARRound trips a yearLong-term exitsMedian hold
TQQQ buy & hold14.75%−99.98%0.150––
QQQ buy & hold14.43%−82.96%0.170––
Base rule25.91%−53.94%0.482.332%49 days
Taxable variant32.52%−57.02%0.571.2236%110 days

50 round trips over 41 years instead of 95. Split sample: 30.5% after tax in 1985–2007, 35.0% in 2008–2026.

At equal risk

original study
At the same −53.98% after-tax drawdownNet CAGRNet MARNet SharpeNet vol
Base rule, full exposure24.38%0.450.6543.2%
Taxable variant at 75% exposure26.61%0.490.7239.5%
Taxable variant, full exposure (not matched)31.80%0.560.7646.7%

The taxable variant is invested more of the time and runs a deeper drawdown, so part of its raw advantage is just more exposure. Matched for risk, it's worth about 2.2 points a year, not 7.4. About two-thirds of the raw gap was leverage.

Which rule for which bracket

original study, risk-matched
Bracket (short / long)Base ruleTaxable variantExposureBetter
Zero tax (IRA / Roth)36.59%30.47%64%base rule
24% (24 / 15)29.63%25.55%61%base rule
32% + NIIT (35.8 / 18.8)26.02%27.16%72%taxable variant
Top federal + NIIT (40.8 / 23.8)24.38%26.61%75%taxable variant
+ New York (51.7 / 34.7)20.68%27.32%97%taxable variant
+ California (54.1 / 37.1)19.84%26.16%95%taxable variant

Once risk is controlled the taxable variant is a tax strategy and nothing else. Use it at the 32% bracket or above.

What deferring costs

original study
EpisodeTQQQ buy & holdBase ruleTaxable variantCost of deferring
1987 crash−66.2%+10.5%+3.5%−8.9%
Financial crisis 2007–09−94.4%−31.3%−42.7%−11.4%
2015–16 China−43.4%−28.7%−43.3%−14.6%
Dot-com bust 2000–02−100.0%+9.9%+9.9%0.0%
2022 bear market−80.5%+2.0%+2.0%0.0%
COVID crash−69.0%−8.4%−8.4%0.0%

Deferral never costs anything in the catastrophic declines, because the drawdown gate overrides it. It costs in the middling ones.

Data

Nasdaq-100 index levels from 1985 with an estimated 0.3% dividend, then QQQ total return from March 1999. TQQQ is three times the daily index return less financing at the T-bill rate plus 0.45% and a 0.95% fee, replaced by the real fund from February 2010. The Treasury leg is a 20-year bond rebuilt from the 10-year yield, less a 0.15% fee. Re-run tables use the site's execution: signal at the 4pm close; sell the old position after hours at about the close; buy the new one at the next open. 5bp per switch.