The Weighted Moving Average assigns linearly increasing weight to more recent prices, making it more responsive than the SMA while maintaining a straightforward calculation. WMA is popular among forex traders who need faster trend signals without the complexity of exponential smoothing. Compare it with the EMA and other moving averages in our indicator guide library to choose the best fit for your strategy.
WMA multiplies each closing price by a weight that increases linearly — the most recent close gets the highest weight. For a 10-period WMA, the latest close is multiplied by 10, the previous by 9, and so on, then divided by the sum of the weights (55). This produces a smoother curve than SMA with less lag.
The Simple Moving Average calculates the arithmetic mean of a security's price over a specified period, smoothing out noise and revealing the underlying trend direction. As one of the foundational tools in <a href="/academy/indicators" class="text-primary hover:underline">technical analysis</a>, the SMA helps traders identify long-term trends in <a href="/market/stocks" class="text-primary hover:underline">stocks</a>, <a href="/market/crypto" class="text-primary hover:underline">crypto</a>, and <a href="/market/forex" class="text-primary hover:underline">forex</a> markets. Pair it with the <a href="/academy/indicators/exponential-moving-average" class="text-primary hover:underline">Exponential Moving Average</a> for faster signals, and visualise both on a professional <a href="/tools/platforms/tradingview" class="text-primary hover:underline">charting platform</a> like TradingView.
ALMA applies a Gaussian (bell-curve) distribution as a weight function, centred near the most recent prices, to produce a moving average that filters noise while keeping lag to a minimum. It has become a favourite on <a href="/tools/platforms/tradingview" class="text-primary hover:underline">TradingView</a> for <a href="/market/crypto" class="text-primary hover:underline">crypto</a> and <a href="/market/forex" class="text-primary hover:underline">forex</a> trend detection. Compare ALMA with other advanced moving averages like the <a href="/academy/indicators/hull-moving-average" class="text-primary hover:underline">HMA</a> in our <a href="/academy/indicators" class="text-primary hover:underline">indicator guide library</a> to find your optimal smoothing solution.
Bill Williams' Alligator uses three smoothed moving averages displaced forward — the Jaw, Teeth, and Lips — to identify trending and sleeping market phases with an intuitive visual metaphor. When the lines intertwine the Alligator is "sleeping" (range); when they fan out it is "eating" (trending). Combine it with the <a href="/academy/indicators/awesome-oscillator" class="text-primary hover:underline">Awesome Oscillator</a> and <a href="/academy/indicators/gator-oscillator" class="text-primary hover:underline">Gator Oscillator</a> from our <a href="/academy/indicators" class="text-primary hover:underline">indicator guide library</a> for the complete Bill Williams trading system.
Parabolic SAR (Stop and Reverse) plots dots above or below price to indicate trend direction and potential reversal points — it is one of the simplest trend-following indicators to use. Combine it with the <a href="/academy/indicators/adx" class="text-primary hover:underline">ADX</a> to filter out low-quality signals in ranging markets and improve your win rate. It also doubles as a dynamic trailing stop; read our <a href="/guides/use-stop-loss-orders" class="text-primary hover:underline">stop-loss guide</a> for best practices on protecting your capital. Explore more trend tools in our full <a href="/academy/indicators" class="text-primary hover:underline">indicator guide library</a>.