Mean reversion · daily rule · Software & devices
Bollinger Reversion on Strategy (MicroStrategy)
What the play says
MSTR with the play, last two years
Shading shows the play's call from the close that triggered it.
Growth of $10,000 since 2005
Log scale. After trading costs, with T-bill interest while out.
The record
The play against buying and holding MSTR over exactly the same dates, after costs.
| Play, since 2005 | Hold, since 2005 | Play, 5 yrs | Hold, 5 yrs | |
|---|---|---|---|---|
| Annual return | +0.3% | +16.2% | +14.0% | +16.0% |
| Total return | +6% | +2,504% | +92% | +110% |
| Worst drawdown | −86.9% | −89.3% | −67.0% | −84.1% |
| Volatility | 32.1% | 59.2% | 52.6% | 91.0% |
| Sharpe ratio | 0.11 | 0.52 | 0.44 | 0.57 |
| Time invested | 25% | 100% | ||
| Switches per year | 8.0 | 0 |
Every call, graded
Right on 109 of 176 closed calls (62%). In calls averaged +0.9%; out calls saw MSTR move +8.4% on average.
| Called | Call | Price | Until | MSTR moved | Result |
|---|---|---|---|---|---|
| Jul 20, 2026 | OUT | $97.82 | now | +55.6% | open |
| Jun 2, 2026 | IN | $136.08 | Jul 20, 2026 | −28.1% | ✕ wrong |
| Apr 13, 2026 | OUT | $132.36 | Jun 2, 2026 | +2.8% | ✕ wrong |
| Mar 27, 2026 | IN | $126.03 | Apr 13, 2026 | +5.0% | ✓ right |
| Feb 25, 2026 | OUT | $135.65 | Mar 27, 2026 | −7.1% | ✓ right |
| Jan 29, 2026 | IN | $143.19 | Feb 25, 2026 | −5.3% | ✕ wrong |
| Jan 8, 2026 | OUT | $166.97 | Jan 29, 2026 | −14.2% | ✓ right |
| Oct 16, 2025 | IN | $283.84 | Jan 8, 2026 | −41.2% | ✕ wrong |
| Oct 1, 2025 | OUT | $338.41 | Oct 16, 2025 | −16.1% | ✓ right |
| Sep 25, 2025 | IN | $300.70 | Oct 1, 2025 | +12.5% | ✓ right |
| Sep 18, 2025 | OUT | $349.12 | Sep 25, 2025 | −13.9% | ✓ right |
| Aug 1, 2025 | IN | $366.63 | Sep 18, 2025 | −4.8% | ✕ wrong |
An in call is right when the price rose before the next call; an out call is right when it fell. The latest 12 of 177 calls shown.
How the play works
- In on a close below the lower band (20-day average − 2 standard deviations).
- Out on a close above the 20-day average.
This runs against Bollinger's advice that tags of the bands are not signals. It is shown because so many traders use it.
The case against
Valeriy Zakamulin tested moving-average timing on up to 155 years of U.S. stock data and found no statistically significant edge in the second half of that record. The rules earned their keep in a few severe bear markets and lagged buy and hold for long stretches in between.