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What is EMA golden cross? — chart signal explained

An EMA is a moving average that gives extra weight to recent prices. This signal overlays two of them: a faster line built mostly from the last 20 candles and a slower one from the last 50. Think of the fast line as the market's current mood and the slow line as the bigger picture.

When does it fire? — BaroBara criteria

It triggers on the candle where the 20-candle EMA rises above the 50-candle EMA, having been at or below it on the previous candle.

How traders usually read it

The common reading is that the short-term trend has overtaken the long-term one — potentially the start of a move higher. It's also famous enough that plenty of traders are watching the exact same spot.

What to watch out for

For two averages to swap places, price has to have already climbed quite a bit, so the signal is late by design. In sideways, directionless markets, golden and death crosses can alternate in quick succession and fool you every time.

What the data actually shows (BTC 1d)

⚠️ Small sample (24 past occurrences). With this few cases, the numbers below could easily be luck. Treat them as "this happened a few times", not as probabilities.

The common reading is a bounce (up) — but what actually happened matters more. This signal has fired 24 times on BTC 1d; across the most recent 24, price reached the small target (+0.25%) first about 46% of the time. Widen the target to ±1% and it becomes about 58%. A historical probability, not a guaranteed direction — and it shifts with market regime.

Odds and expected value — with symmetric target and stop (±)

Exactly the barobara framing: which side got hit first, +X% or −X%. Target and stop are set to the same %, and the win rate is how often the upside (+X%) was reached first.

Target = stop (±)Win rate (+ first)EV (before fees)
±0.25%46%-0.02%
±0.5%54%+0.04%
±0.75%54%+0.06%
±1%58%+0.16%
±1.5%54%+0.12%
±2%58%+0.32%
📐 How to read this. EV assumes a symmetric ±X% target and stop: EV = target × (win rate − loss rate), so any win rate above 50% gives a positive EV. Fees are NOT included — they differ by exchange and order type (maker/taker). In reality fees come off the top, and the smaller the target, the bigger the bite fees take (at ±0.25%, even modest fees eat much of the edge). Timeouts (neither side hit within the horizon) are classified by the closing side, and an asymmetric target/stop changes all of these numbers — setting-dependent references, not absolutes.

Broken down by market regime

⚠️ This table uses a different basis than the symmetric (±) table above — a small +0.25% target with a wide −5.0% stop (fees included). The small target makes the win rate look high while EV is often negative — exactly what signal groups hide. And the same signal behaves differently across regimes.

RegimeWin rate (+0.25% target)EV (−5.0% stop)Sample
Sideways92%-0.26%N=12
Bull market92%-0.26%N=12

Recent occurrences

How far price actually moved the last few times this signal fired (MFE = maximum favorable excursion).

DateMFEResult
2023-06-225.18%✅ hit
2023-10-067.41%✅ hit
2024-05-187.57%✅ hit
2024-07-236.28%✅ hit 🔴 stopped
2024-09-224.59%✅ hit 🔴 stopped
2025-04-244.17%✅ hit
2025-09-152.21%✅ hit 🔴 stopped
2025-10-016.41%✅ hit 🔴 stopped
🦫 See whether this signal is live right now — and verified odds for other signals and combos — on win-rate picks. Cut trading costs with fee cashback.
Data: full history since 2017 · 3242 bars · ~0.2/month · win rate from the most recent 24 occurrences. For reference, not a prediction. A signal is a historical probability, not a guaranteed direction.
barobara.com · not a signal group — honest signal explainers