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Finaxion Research · Kaufman’s adaptive moving average (KAMA) · single stocks · Recomputed 2026-09-10

Does Kaufman’s adaptive moving average (KAMA) work on APO?

Kaufman’s adaptive moving average (KAMA) does not beat buy-and-hold on APO: -16.7 points a year over 15 years.

Total return
98.7%
Buy and hold
×19
CAGR
4.6%
Sharpe
0.14
Max drawdown
-52.4%
Trades
583
Out of sample
—
Years
15
1×10×24×20122014201620182020202220242026
StrategyAPO

Findings

  1. Kaufman’s adaptive moving average (KAMA) does not beat buy-and-hold on APO: -16.7 points a year over 15 years.
  2. Against the S&P 500 over the same window: -9.4 points a year.
  3. Total return +98.7% versus ×19 for buy-and-hold, with 583 trades.
  4. Maximum drawdown -52.4%.
  5. It beats in neither half of the history (split at 2018).
  6. It ranks #107 of 235 markets for this strategy by annual excess over the S&P 500.

Findings derived from the full panel. Each carries its number and its denominator; the computations are reproducible with artifact 6540eaf5c46b.

Exactly what was tested

Close crosses above KAMA(10, 2, 30) → entry; close crosses below → exit.

How to read it

The verdict compares the strategy with buying and holding APO over the same window, with round-trip costs per asset class. “Out of sample” is walk-forward: the rule is fit on one stretch and judged on the next. A result that beats in the full sample but not out of it is overfit. Full methodology in the protocol. How we test.

Open this backtest with its trades   Trades (CSV)

Every strategy on APO → · Full page for Kaufman’s adaptive moving average (KAMA) →

How to cite

Finaxion Research (2026). Does Kaufman’s adaptive moving average (KAMA) work on APO?. Daily backtest 1962-01-01–2026-08-31, artifact 6540eaf5c46b. https://finaxion.app/en/research/kama-adaptive-average/apo

Not a recommendation. Past performance does not guarantee future results.