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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 CHTR?

Kaufman’s adaptive moving average (KAMA) does not beat buy-and-hold on CHTR: -8.1 points a year over 17 years.

Total return
21.5%
Buy and hold
335.5%
CAGR
1.2%
Sharpe
-0.01
Max drawdown
-70.8%
Trades
592
Out of sample
—
Years
17
1×10×20112013201520172019202120232025
StrategyCHTR

Findings

  1. Kaufman’s adaptive moving average (KAMA) does not beat buy-and-hold on CHTR: -8.1 points a year over 17 years.
  2. Against the S&P 500 over the same window: -13.0 points a year.
  3. Total return +21.5% versus +335.5% for buy-and-hold, with 592 trades.
  4. Maximum drawdown -70.8%.
  5. It did not beat before 2018 and started afterwards.
  6. It ranks #186 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 CHTR 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 CHTR → · Full page for Kaufman’s adaptive moving average (KAMA) →

How to cite

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

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