Indicator reference › MACD
The full guide, with worked examples and what our tests found: MACD Crossover Studies
MACD (Moving Average Convergence Divergence) shows the relationship between two EMAs of price, typically 12 and 26 periods. The MACD line is their difference; the signal line is a 9-period EMA of the MACD line; the histogram shows the gap between them. It's primarily a trend-following momentum indicator.
When MACD crosses above the signal line, it's a bullish signal (histogram turns positive). When it crosses below, bearish (histogram turns negative). A MACD above zero means the 12 EMA is above the 26 EMA — the short-term trend is up. The histogram's size shows momentum strength — shrinking bars before a crossover warn of an impending direction change.
Works best in trending markets with clear directional momentum. In sideways/choppy markets MACD generates frequent false crossovers — filter with ADX or Choppiness Index. The classic 12/26/9 comes from daily charts. GU Analyser defaults to 6/13/4 on hourly because hourly bars are noisier — that is our default rather than a convention, and 12/26/9 on hourly is a perfectly reasonable choice too.
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What Happens After a MACD Crossover?
15,698 bullish MACD signal-line crossovers across 197 US large-cap stocks, 2018 to 2026, measured over the following 35 trading days against the same measurement taken from every trading day in those stocks.
A Stronger Benchmark for the MACD Crossover
Study 002 compared MACD crossovers with every trading day. A reader asked if that was fair, so we re-ran the test only against days with similar trend and volatility, with a calendar-block bootstrap interval on each crossover-minus-comparison difference.
Do Sharper MACD Crossovers Lead to Better Returns?
Not every MACD crossover crosses by the same amount. We measured the size of the one-day histogram move, scaled it by the share price, and tested whether sharper crossovers were followed by larger 35-day returns — with one threshold fixed in advance and applied once to data it had not seen.
MACD Crossover Studies
A series of event studies on the MACD signal-line crossover in US large-cap stocks: what follows a crossover, whether the benchmark it is measured against is fair, and whether the size of the crossover carries information of its own.
A reading of MACD can be written as an exact rule and checked against historical data — as a full strategy with entries, exits and costs, or as a single condition and what followed it:
How to backtest a trading strategy without code
Event analysis: what follows a market event
Plot it yourself. Add this indicator to a chart, change every parameter and watch the line move, then backtest how the rule would have behaved on historical data — free on the S&P 500 ETF, no card.
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