Kaufman’s adaptive moving average (KAMA) does not beat buy-and-hold on ARES: -12.3 points a year over 12 years.
Findings derived from the full panel. Each carries its number and its denominator; the computations are reproducible with artifact 6540eaf5c46b.
Close crosses above KAMA(10, 2, 30) → entry; close crosses below → exit.
The verdict compares the strategy with buying and holding ARES 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 ARES → · Full page for Kaufman’s adaptive moving average (KAMA) →
Finaxion Research (2026). Does Kaufman’s adaptive moving average (KAMA) work on ARES?. Daily backtest 1962-01-01–2026-08-31, artifact 6540eaf5c46b. https://finaxion.app/en/research/kama-adaptive-average/ares
Not a recommendation. Past performance does not guarantee future results.