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Data-driven insights on trading strategies, backtests, and market analysis.

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Backtesting

Pi Cycle called four Bitcoin tops. The all-time high wasn't one of them.

Backtesting Arenatradingstrategies.work

"3 for 3" sounds like a perfect Bitcoin indicator until you ask: three out of how many? Pi Cycle, where the count is known, hit four tops and stayed silent at four others, the highest among them.

MethodologyBacktestingBitcoin+1
Sep 24, 20261 min
Backtesting

In crypto, a strategy's first job is the exit. 200,000 backtests show why.

Backtesting Arenatradingstrategies.work

Across 405 crypto pairs, buy and hold loses money on 83 % of them. What 197,435 backtests say about what a strategy does first, what decides whether it earns, and why the bar for any altcoin is Bitcoin.

BacktestingStrategyBuy & Hold+3
Sep 22, 20261 min
Backtesting

A Backtest Parameter You Never Set Moves Your Return by up to 12 Points a Year

Backtesting Arenatradingstrategies.work

A backtest has more parameters than the strategy description lists. The start day of a 3-day candle grid alone moves annual return by 6.66 points on average. What that means for every interval comparison, and the three questions that make the effect visible.

BacktestingMethodologyBitcoin+2
Sep 14, 20261 min
Backtesting

Why your 5× grid bot rarely gets liquidated — and why that isn't safety

Backtesting Arenatradingstrategies.work

A leveraged long grid was liquidated in 1 of 70 ninety-day windows since 2017 — because a grid never deploys more than half its notional. What leverage does instead: it deepens every drawdown and pays funding in the down windows.

Grid tradingLeverageLiquidation+3
Sep 13, 20261 min
Backtesting

Your grid bot is not a hedge. It is half a portfolio in cash.

Backtesting Arenatradingstrategies.work

A grid bot had the flatter drawdown in 138 of 138 windows since 2017, ranges set in advance. Not because it trades well: because it never invests more than half the money. What that protection costs in rally windows, and what a hindsight range was worth.

Grid tradingBacktestingDrawdown+2
Sep 12, 20261 min
Backtesting

Coin Days Destroyed as a Bitcoin Signal: The Pattern Is Real. The Edge Is Not.

Backtesting Arenatradingstrategies.work

Rising Bitcoin while long-term holders sit still counts as deeply bullish on-chain. We replicated the pattern — and asked the one question missing: compared to what?

BitcoinOn-chain
Sep 3, 20261 min
Backtesting

The Median Altcoin Loses to Bitcoin in 3 of 4 Quarters. "Uptrending" Makes It Worse.

Backtesting Arenatradingstrategies.work

Screeners label altcoins "uptrending vs BTC" and stop there. We measured what followed the label across 370 pairs and 458,000 days — and what followed any day.

BitcoinTrend following
Sep 1, 20261 min
Backtesting

Leverage Backtest: Why More Leverage Rarely Means More Return

Backtesting Arenatradingstrategies.work

A leverage backtest rarely shows more return – often less. Why effective exposure = position × leverage decides, and where 5× would have liquidated your strategy in 2018.

LeverageLiquidationBitcoin+1
Jul 30, 20261 min
Backtesting

Stacking More Sats With Altcoin Rotation? 45 Tests, One Answer

Backtesting Arenatradingstrategies.work

Stacking more sats by rotating between altcoins, BTC and stablecoins sounds compelling. We measured it across 45 test cases. The result: less BTC than doing nothing.

BacktestingBitcoinMethodology
Jul 28, 20261 min
Backtesting

10,000 Backtests in 6 Weeks — What the Data Says About Us

Backtesting Arenatradingstrategies.work

41 days ago, the first backtest ran in the Arena. Today, we crossed **10,000**. Average pace: **248 backtests per day**, every day. We didn't see this coming — and the numbers say more about you than about us.

BacktestingCryptoBitcoin
May 21, 20261 min
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