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EMA Crossover Momentum with One-Bar Delayed Entries

Article Strategy library · Author: ChaoZhang

Summary

The document describes a momentum strategy that compares a short-period EMA with a longer-period EMA. An upward crossover is treated as a long signal and a downward crossover as a short signal. Entries are delayed by one bar, so the strategy acts after the crossover bar rather than immediately. The source uses 10- and 21-period averages and is configured for a daily BTC/USDT futures backtest with hourly base data.

No performance results are presented, so the configuration does not show whether the method worked over the stated period. The delay may avoid acting on an unfinished crossover bar, but it also postpones entries and cannot by itself establish signal quality. The document warns that results depend on the chosen EMA periods, frequent crossovers can generate costs in choppy markets, and lag can contribute to drawdowns near reversals. It suggests evaluating filters, stop and target rules, and volatility-aware position sizing; these are recommendations rather than components demonstrated by the supplied strategy code.

Key ideas

  • The method uses a short EMA crossing above or below a longer EMA to define directional momentum signals.
  • The supplied code uses 10- and 21-period EMAs and acts on the signal one bar later.
  • Delayed entries may avoid acting on an unfinished signal but can also enter later in a move.
  • Frequent crossovers in sideways markets can increase trading costs, while EMA lag can hurt near reversals.
  • The BTC/USDT futures configuration includes no reported backtest performance.

Tags

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.