Backtesting Arena

Backtesting Arena

PricingBlogBuild SaaS
🧭How it works🥋Strategies📖Wiki📓Glossary🎓How-To📚Reports
🧭Market State Today
🧱Market Structure₿BTC × Macro📈Market Pulse
🌀Arena Pulse
🌡Arena Heat Chart
🎯Dip Decision Tool
💶DCA vs. Lump Sum
🔗Portfolio Correlation
💧Liquidity Fair Value
🌍Macro Regime
🌐Market Pulse (Multi-Asset)soon
📊Bitcoin Charts
📍Max Pain History
🧘Bitcoin Lifestyle Calculator
📖Bitcoin Wiki
🔥Altcoin SeasonPro
💎Altcoin Screener
📥Market Charts
📊Strategy InsightsPro
🌍Market InsightsPro🔬Filter InsightsElite
🧪Edge Library
🥇Edge Leaderboard
📡Live Tracking
⏳Volatility InsightsPro
🏅Arena Score
💼Portfolio
₿Crypto
⚡Leverage BacktestPro
📈Tokenized RWAPro
📋My Backtests
⚖️Active vs Passive
🔔Alerts
🚦Signal Status
🤖Grid Bot Testing
🧪Strategy Mixersoon
🏆Winner's List
🎰Backtest Roulette
🌡️Sentiment
💡Improvements
🎁Referral
💬Telegram
🦋Bluesky
👥Reddit
𝕏X (Twitter)
🧭How it works
🥋Strategies
📖Wiki
📓Glossary
🎓How-To
📚Reports
🏠Overview
📖API Docs (interactive)
🔑Keys & Plans
📜OpenAPI 3.1
📦Postman Collection
🤖llms.txt
🧩skill.md
📝 BlogBuild SaaS💳 Pricing
LoginSign up

⚠ Not financial advice. All backtests are historical simulations — no guarantee of future results.

Study the Past — Improve your Future.

🟠Backtesting Arena· © 2026
How it worksPricingLeaderboardAPIFor AI AgentsImpressumDatenschutzAGBCookie-HinweisKontakt
📘 Built with Claude — how this platform was built in 70h (guide + boilerplate)→
Backtesting Arena

Backtesting Arena

PricingBlogBuild SaaS
🧭How it works🥋Strategies📖Wiki📓Glossary🎓How-To📚Reports
🧭Market State Today
🧱Market Structure₿BTC × Macro📈Market Pulse
🌀Arena Pulse
🌡Arena Heat Chart
🎯Dip Decision Tool
💶DCA vs. Lump Sum
🔗Portfolio Correlation
💧Liquidity Fair Value
🌍Macro Regime
🌐Market Pulse (Multi-Asset)soon
📊Bitcoin Charts
📍Max Pain History
🧘Bitcoin Lifestyle Calculator
📖Bitcoin Wiki
🔥Altcoin SeasonPro
💎Altcoin Screener
📥Market Charts
📊Strategy InsightsPro
🌍Market InsightsPro🔬Filter InsightsElite
🧪Edge Library
🥇Edge Leaderboard
📡Live Tracking
⏳Volatility InsightsPro
🏅Arena Score
💼Portfolio
₿Crypto
⚡Leverage BacktestPro
📈Tokenized RWAPro
📋My Backtests
⚖️Active vs Passive
🔔Alerts
🚦Signal Status
🤖Grid Bot Testing
🧪Strategy Mixersoon
🏆Winner's List
🎰Backtest Roulette
🌡️Sentiment
💡Improvements
🎁Referral
💬Telegram
🦋Bluesky
👥Reddit
𝕏X (Twitter)
🧭How it works
🥋Strategies
📖Wiki
📓Glossary
🎓How-To
📚Reports
🏠Overview
📖API Docs (interactive)
🔑Keys & Plans
📜OpenAPI 3.1
📦Postman Collection
🤖llms.txt
🧩skill.md
📝 BlogBuild SaaS💳 Pricing
LoginSign up
Strategies›EMA Cross
EMA Cross master

EMA Cross Strategy

The configurable trend-switcher — two exponential moving averages cross, and the trade direction flips. Faster than Golden Cross, simpler than EMA Trend Bias.

Try in Arena →View Live Insights →

Quick Facts

Type:
Trend Following
Plan:
Pro
Asset Classes:
Crypto · Tokenized RWA
Indicators:
EMA

Community Performance

ⓘ
CAGR
-3.3%
Win Rate
33%
Max DD
-69%

Basis: 2704 user backtests · BTCUSDT · 1d · 4 years

How It Works

EMA Cross is the configurable cousin of Golden Cross. Two Exponential Moving Averages (EMA) are computed — a fast one and a slow one — and trades fire when they cross. Unlike the rigid 50/200 SMA setup of Golden Cross, both periods are fully tunable. Default is 9/21 — short and fast — but 20/50 for swing trading or 5/13 for intraday-style reactions are all valid.

The rule is simple: when the fast EMA crosses above the slow EMA, the trend has flipped bullish — BUY. When the fast EMA crosses below, the trend has reversed — SELL.

EMAs react faster to recent prices than SMAs (they weight newer candles more heavily), which means EMA Cross catches trend changes earlier — but also more often, including false starts. To filter out weak signals, an optional confirmation filter can be enabled:

  • Volume: BUY only if the current candle's volume is above the 20-candle average (filters quiet drift-up crosses)
  • Price above slow EMA: BUY only if the close itself is also above the slow EMA (avoids crosses right at the slow level)

The SELL signal stays unfiltered — exit speed matters more than confirmation when the trend is turning.

Entry & Exit Rules

▲Entry

  • ●Fast EMA crosses above Slow EMA
  • ●Position is currently flat
  • ●Optional: confirmation filter passes (volume OR price-above-slow)

▼Exit

  • ●Fast EMA crosses below Slow EMA
  • ●Position is currently long

Parameters

NameDefaultRangeDescription
Fast EMA Period92–500Number of candles for the fast EMA. Default 9 — short and reactive. Try 20 for swing trading or 5 for intraday.
Slow EMA Period212–500Number of candles for the slow EMA. Default 21 — works well with fast=9 for short-term trend trades.

Live Backtest

The pre-baked mini-backtest is refreshed daily — check back soon or start a live run in the Arena.

Run in Arena →

Performance per Asset

Top-10 assets by average CAGR (2d interval), aggregated from community + platform backtests. Actual results depend on parameters and period.

AssetCAGRvs B&H★Win%YearsRuns
FTMUSDT+133.7%+70.7pp6842%5.58
ONDOUSDT+101.2%+139.1pp8236%2.51
KITEUSDT+93.5%+166.4pp033%0.61
BANKUSDT+92.7%-3700.3pp220%0.61
PENDLEUSDT+92.6%+136.7pp8450%3.01
LUNAUSDT+86.1%+153.1pp7336%5.81
ALLOUSDT+68.5%-1089.6pp230%0.61
DOGEUSDT+66.4%+69.8pp6534%7.011
MATICUSDT+61.7%+87.8pp7136%5.38
RUNEUSDT+60.9%+104.7pp7256%5.911
pp = delta vs avg-B&H · ★ = robustness score 0-100 (CAGR / win-rate / drawdown / consistency).Full Insights →

Pseudo-Code

expand
// Indicators
fast = EMA(close, fast_period)
slow = EMA(close, slow_period)

// Entry
if fast crosses_above slow:
  if position.is_flat:
    if confirmation == 'none' or confirmation_passes():
      BUY

// Exit (no confirmation needed)
if fast crosses_below slow:
  if position.is_long:
    SELL

// Optional confirmation checks
function confirmation_passes():
  if confirmation == 'volume':     return volume[now] > avg(volume[-20:])
  if confirmation == 'price_above_slow': return close > slow
  return true

Strengths & Weaknesses

+Strengths

  • ●Fast trend-reversal capture — earlier than SMA-based crosses
  • ●Fully parametrizable for any time horizon
  • ●Simple, well-understood concept
  • ●Optional confirmation filter reduces false starts

−Weaknesses

  • ●Susceptible to whipsaws in sideways markets — many false BUY/SELL sequences
  • ●Fast EMAs lag less than slow ones, but still lag — no leading-indicator magic
  • ●Confirmation filters help but slow entries too
  • ●Default 9/21 may be too noisy for long-term position trading

Frequently Asked Questions

How is EMA Cross different from Golden Cross?+

Golden Cross uses Simple Moving Averages (SMA — equal weight to all candles) with fixed 50/200 periods. EMA Cross uses Exponential Moving Averages (more weight on recent candles) with fully tunable periods. Net effect: EMA Cross reacts faster to recent price moves but generates more whipsaws in sideways markets.

When should I use EMA Trend Bias instead?+

EMA Trend Bias uses two EMAs **plus an ATR-based neutral zone** — trades only fire when the cross moves *through* a noise buffer defined by recent volatility. It generates far fewer signals and is much more whipsaw-resistant. Take EMA Cross when you want fast trend-flips. Take EMA Trend Bias when you want fewer, higher-conviction trades with longer hold times.

What confirmation filter should I use?+

**Volume** is the classic — high volume on a cross signals real interest from market participants, low volume usually means drift. Works best on crypto and high-volume stocks. **Price-above-slow** is more defensive — it ensures the price isn't just barely above the cross point, which often whipsaws back. Try **none** first to see baseline; add a filter if your win rate is suffering from too many false starts.

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.

SMA

EMA Trend Bias

Two EMAs plus an ATR-based neutral zone — like the commercial Larsson Line, but tunable, transparent, and backtested. Choose your bias.

EMA · ATR

WMA Trend Signal

Two weighted moving averages crossing — recent candles weight more, signals fire faster than SMA-based crosses. Validated on BTC weekly.

WMA

Don't want to backtest yourself?

Check out our Strategy Insights Reports — pre-baked deep-dives with historical results, comparisons, and market context.

📊 View Reports →

Ready to backtest?

Open the Arena →