WMA Trend Signal Strategy
Two weighted moving averages crossing — recent candles weight more, signals fire faster than SMA-based crosses. Validated on BTC weekly.
Quick Facts
- Type:
- Trend Following
- Plan:
- Pro
- Asset Classes:
- Crypto · Stocks · ETF · Commodities · Forex
- Indicators:
- WMA
Platform Backtest
ⓘ- CAGR
- +23.9%
- Win Rate
- 32%
- Max DD
- -34%
Default parameters · BTCUSDT · 1d · 4 years · B&H +18.1%
How It Works
WMA Trend Signal uses signal logic similar to commercial trend-following indicators (e.g. the so-called "Money Line" by Bullmania): two Weighted Moving Averages crossing each other.
The key difference between WMA and SMA: while SMA gives equal weight to all candles in the lookback, WMA weights more recent candles more heavily — typically linearly (the most recent candle gets weight N, the oldest gets weight 1, in a window of N). This makes the WMA more reactive to fresh trend changes — without producing the noise level of EMA-based signals.
Entry signal: when the fast WMA crosses above the slow WMA, a buy signal fires.
Exit signal: when the fast WMA crosses below the slow WMA, a sell signal fires.
The strategy has been historically strongly validated on BTCUSDT weekly candles (2019–2025). On daily candles, the same setup produces significantly more trades with more whipsaws.
The platform offers six pre-tuned presets (Standard 15/50, Balanced 12/45, Aggressive 10/40, Very Aggressive 8/35, Conservative 20/60, Ultra Long-Term 50/200), so you don't have to grid-search yourself. Start with Standard, then compare variants on the backtest page.
Entry & Exit Rules
Entry
- ●Fast WMA crosses above Slow WMA
- ●Position is currently flat
Exit
- ●Fast WMA crosses below Slow WMA
- ●Position is currently long
Parameters
| Name | Default | Range | Description |
|---|---|---|---|
| Fast WMA Period | 15 | 5–100 | Fast weighted moving average period. Standard preset: 15. |
| Slow WMA Period | 50 | 10–200 | Slow weighted moving average period. Standard preset: 50. |
Live Backtest
BTCUSDT · 1d · 4 years · default parameters · refreshed daily
Run with my own parameters →Pseudo-Code
expand
// Weighted Moving Average
WMA(closes, period):
weights = [1, 2, 3, ..., period]
weighted_sum = sum(closes[i] * weights[i] for i in last `period` candles)
return weighted_sum / sum(weights)
fast = WMA(close, fast_period)
slow = WMA(close, slow_period)
// Entry
if fast crosses_above slow:
if position.is_flat:
BUY
// Exit
if fast crosses_below slow:
if position.is_long:
SELLStrengths & Weaknesses
Strengths
- ●More reactive than SMA, less noisy than EMA — sweet spot
- ●Six pre-tuned presets reduce parameter-hunting
- ●Strongly validated on BTC weekly across 2019–2025
- ●Works on all asset classes
Weaknesses
- ●More whipsaws on daily timeframe vs. weekly
- ●Linear weights are a heuristic — not derived from any market theory
- ●Like all crossover strategies, late at the actual trend top
- ●Default Standard 15/50 isn't optimal for every asset — backtest first
Frequently Asked Questions
How is this different from Golden Cross?
Both are dual moving-average crossover strategies. Golden Cross uses simple averages (SMA — equal weight). WMA Trend Signal uses weighted averages, which react faster to recent price action. The trade-off: faster signals = more whipsaws. Use WMA on weekly for faster cycle entries; use Golden Cross on daily for more conservative confirmation.
Which preset should I start with?
Standard (15/50) is the TradingView-validated baseline — start there. If you want more trades, try Balanced (12/45) or Aggressive (10/40). For long-cycle holders, Conservative (20/60) or Ultra Long-Term (50/200) — the latter behaves nearly identically to Golden Cross.
Is this the same as Money Line by Bullmania?
Same family of trend-following techniques (WMA crossover), but we're not affiliated with Bullmania or the Money Line product. The signal logic is based on widely-known WMA crossover principles. Difference: ours is open, tunable, and lets you backtest before committing.
Related Strategies
Golden Cross
The classic trend-following signal — when the 50-day SMA crosses above the 200-day SMA, the trend has flipped bullish.
EMA Trend Bias
Two EMAs plus an ATR-based neutral zone — like the commercial Larsson Line, but tunable, transparent, and backtested. Choose your bias.
RSI / SMA Cross
A momentum signal that triggers when the RSI crosses its own moving average — combining oversold detection with trend confirmation.
Don't want to backtest yourself?
Check out our Strategy Insights Reports — pre-baked deep-dives with historical results, comparisons, and market context.